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Add lean source and binary files (part 72)

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  1. lean/OAI/Geometry/ProjectionBody/ProductFacetProjection.lean +39 -0
  2. lean/OAI/Geometry/ProjectionBody/ProductFacets.lean +101 -0
  3. lean/OAI/Geometry/ProjectionBody/ProductVolumes.lean +41 -0
  4. lean/OAI/Geometry/ProjectionBody/ProductZonotopeBridge.lean +74 -0
  5. lean/OAI/Geometry/ProjectionBody/ProjectionKernel.lean +21 -0
  6. lean/OAI/Geometry/ProjectionBody/SimplexBrightness.lean +99 -0
  7. lean/OAI/Geometry/ProjectionBody/SimplexFacetCharts.lean +81 -0
  8. lean/OAI/Geometry/ProjectionBody/SimplexFacets.lean +97 -0
  9. lean/OAI/Geometry/ProjectionBody/SimplexVolume.lean +188 -0
  10. lean/OAI/Geometry/ProjectionBody/Specification.lean +40 -0
  11. lean/OAI/Geometry/ProjectionBody/UnitSupport.lean +43 -0
  12. lean/OAI/Geometry/ProjectionBody/ZonotopeBridge.lean +68 -0
  13. lean/OAI/Geometry/ProjectionVolume/AffineBrightness.lean +191 -0
  14. lean/OAI/Geometry/ProjectionVolume/AffineCovariance.lean +86 -0
  15. lean/OAI/Geometry/ProjectionVolume/ApproximationBounds.lean +122 -0
  16. lean/OAI/Geometry/ProjectionVolume/AreaNormalVectors.lean +71 -0
  17. lean/OAI/Geometry/ProjectionVolume/Arithmetic.lean +41 -0
  18. lean/OAI/Geometry/ProjectionVolume/AugmentedDeterminant.lean +106 -0
  19. lean/OAI/Geometry/ProjectionVolume/BallBrightness.lean +91 -0
  20. lean/OAI/Geometry/ProjectionVolume/Basic.lean +27 -0
  21. lean/OAI/Geometry/ProjectionVolume/Brightness.lean +133 -0
  22. lean/OAI/Geometry/ProjectionVolume/CoordinateDrop.lean +75 -0
  23. lean/OAI/Geometry/ProjectionVolume/CounterexampleComparison.lean +17 -0
  24. lean/OAI/Geometry/ProjectionVolume/CubeBrightness.lean +191 -0
  25. lean/OAI/Geometry/ProjectionVolume/CubeFibers.lean +119 -0
  26. lean/OAI/Geometry/ProjectionVolume/EuclideanVolume.lean +37 -0
  27. lean/OAI/Geometry/ProjectionVolume/ExposedBounds.lean +55 -0
  28. lean/OAI/Geometry/ProjectionVolume/ExposedProduct.lean +104 -0
  29. lean/OAI/Geometry/ProjectionVolume/Extrusion.lean +220 -0
  30. lean/OAI/Geometry/ProjectionVolume/FacetAreas.lean +166 -0
  31. lean/OAI/Geometry/ProjectionVolume/FacetBijection.lean +69 -0
  32. lean/OAI/Geometry/ProjectionVolume/FacetDimension.lean +98 -0
  33. lean/OAI/Geometry/ProjectionVolume/FacetExhaustiveness.lean +117 -0
  34. lean/OAI/Geometry/ProjectionVolume/FacetLinearImage.lean +99 -0
  35. lean/OAI/Geometry/ProjectionVolume/FacetPrism.lean +106 -0
  36. lean/OAI/Geometry/ProjectionVolume/FacetUniqueness.lean +77 -0
  37. lean/OAI/Geometry/ProjectionVolume/FiniteApproximation.lean +45 -0
  38. lean/OAI/Geometry/ProjectionVolume/FiniteVertices.lean +84 -0
  39. lean/OAI/Geometry/ProjectionVolume/GeneralProduct.lean +88 -0
  40. lean/OAI/Geometry/ProjectionVolume/InnerSequence.lean +116 -0
  41. lean/OAI/Geometry/ProjectionVolume/LinearApproximation.lean +59 -0
  42. lean/OAI/Geometry/ProjectionVolume/Main.lean +26 -0
  43. lean/OAI/Geometry/ProjectionVolume/Model.lean +49 -0
  44. lean/OAI/Geometry/ProjectionVolume/OuterApproximation.lean +156 -0
  45. lean/OAI/Geometry/ProjectionVolume/PolarRepresentation.lean +181 -0
  46. lean/OAI/Geometry/ProjectionVolume/PolytopeCauchy.lean +108 -0
  47. lean/OAI/Geometry/ProjectionVolume/PolytopeDefinitions.lean +43 -0
  48. lean/OAI/Geometry/ProjectionVolume/PolytopeFaceGeometry.lean +155 -0
  49. lean/OAI/Geometry/ProjectionVolume/PolytopeFacets.lean +80 -0
  50. lean/OAI/Geometry/ProjectionVolume/PolytopeFront.lean +263 -0
lean/OAI/Geometry/ProjectionBody/ProductFacetProjection.lean ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.ProductFacetGraphs
2
+ import OAI.Geometry.ProjectionBody.GraphProjection
3
+
4
+ namespace OAI
5
+
6
+ noncomputable section
7
+ open scoped RealInnerProductSpace
8
+
9
+ namespace ProjectionCounterexample
10
+
11
+ /-- The true projected area scale of each product facet chart. -/
12
+ theorem productFacetProjection_normDet (i : Bool × Option (Fin 10))
13
+ {u : E 20} (hu : ‖u‖ = 1) :
14
+ ((project u).toLinearMap.comp (productFacetLinear i)).normDet =
15
+ |productFunctional i u| := by
16
+ rcases i with ⟨b, i⟩
17
+ cases b
18
+ · cases i with
19
+ | none =>
20
+ rw [productFacetLinear_first_sum, graphProjection_normDet _ _ hu,
21
+ firstSumGraph_normal_inner]
22
+ rfl
23
+ | some i =>
24
+ rw [productFacetLinear_first_coordinate, coordinateProjection_normDet _ hu]
25
+ simp [firstBlock]
26
+ · cases i with
27
+ | none =>
28
+ rw [productFacetLinear_second_sum, graphProjection_normDet _ _ hu,
29
+ secondSumGraph_normal_inner]
30
+ rfl
31
+ | some i =>
32
+ rw [productFacetLinear_second_coordinate, coordinateProjection_normDet _ hu]
33
+ simp [secondBlock]
34
+
35
+ end ProjectionCounterexample
36
+
37
+ end
38
+
39
+ end OAI
lean/OAI/Geometry/ProjectionBody/ProductFacets.lean ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.SimplexFacets
2
+ import Mathlib.Tactic.Tauto
3
+
4
+ namespace OAI
5
+
6
+ noncomputable section
7
+ open Set
8
+
9
+ namespace ProjectionCounterexample
10
+
11
+ def firstBlockLinear : E 20 →ₗ[ℝ] E 10 where
12
+ toFun := firstBlock
13
+ map_add' _ _ := rfl
14
+ map_smul' _ _ := rfl
15
+
16
+ def secondBlockLinear : E 20 →ₗ[ℝ] E 10 where
17
+ toFun := secondBlock
18
+ map_add' _ _ := rfl
19
+ map_smul' _ _ := rfl
20
+
21
+ /-- The twenty-two bounding inequalities of the actual Cartesian product. -/
22
+ def productFunctional : Bool × Option (Fin 10) → E 20 →ₗ[ℝ] ℝ
23
+ | (false, i) => (simplexFunctional 10 i).comp firstBlockLinear
24
+ | (true, i) => (simplexFunctional 10 i).comp secondBlockLinear
25
+
26
+ def productLevel (i : Bool × Option (Fin 10)) : ℝ := simplexLevel i.2
27
+
28
+ @[simp] theorem productFunctional_first (i : Option (Fin 10)) (x : E 20) :
29
+ productFunctional (false, i) x = simplexFunctional 10 i (firstBlock x) := rfl
30
+
31
+ @[simp] theorem productFunctional_second (i : Option (Fin 10)) (x : E 20) :
32
+ productFunctional (true, i) x = simplexFunctional 10 i (secondBlock x) := rfl
33
+
34
+ theorem productBody_eq_halfspaceBody :
35
+ productBody = halfspaceBody productFunctional productLevel := by
36
+ ext x
37
+ change (firstBlock x ∈ simplex 10 ∧ secondBlock x ∈ simplex 10) ↔ _
38
+ rw [simplex_eq_halfspaceBody]
39
+ constructor
40
+ · rintro ⟨hx, hy⟩ ⟨b, i⟩
41
+ cases b
42
+ · exact hx i
43
+ · exact hy i
44
+ · intro hx
45
+ exact ⟨fun i => hx (false, i), fun i => hx (true, i)⟩
46
+
47
+ theorem blocks_eq_zero_iff (x : E 20) :
48
+ firstBlock x = 0 ∧ secondBlock x = 0 ↔ x = 0 := by
49
+ constructor
50
+ · rintro ⟨hfirst, hsecond⟩
51
+ ext i
52
+ refine Fin.addCases (n := 10) (m := 10) (fun j => ?_) (fun j => ?_) i
53
+ · exact congrArg (fun y : E 10 => y j) hfirst
54
+ · exact congrArg (fun y : E 10 => y j) hsecond
55
+ · rintro rfl
56
+ exact ⟨rfl, rfl⟩
57
+
58
+ theorem product_has_positive_slope {u : E 20} (hu : u ≠ 0) :
59
+ ∃ i, 0 < productFunctional i u := by
60
+ by_cases hfirst : firstBlock u = 0
61
+ · have hsecond : secondBlock u ≠ 0 := by
62
+ intro hsecond
63
+ exact hu ((blocks_eq_zero_iff u).mp ⟨hfirst, hsecond⟩)
64
+ obtain ⟨i, hi⟩ := simplex_has_positive_slope hsecond
65
+ exact ⟨(true, i), hi⟩
66
+ · obtain ⟨i, hi⟩ := simplex_has_positive_slope hfirst
67
+ exact ⟨(false, i), hi⟩
68
+
69
+ theorem product_boundingFace_first (i : Option (Fin 10)) :
70
+ boundingFace productFunctional productLevel (false, i) =
71
+ {x | firstBlock x ∈ boundingFace (simplexFunctional 10) simplexLevel i ∧
72
+ secondBlock x ∈ simplex 10} := by
73
+ ext x
74
+ simp only [boundingFace, ← productBody_eq_halfspaceBody, productBody,
75
+ mem_ofPred_eq, productFunctional_first, productLevel, simplex_eq_halfspaceBody]
76
+ tauto
77
+
78
+ theorem product_boundingFace_second (i : Option (Fin 10)) :
79
+ boundingFace productFunctional productLevel (true, i) =
80
+ {x | firstBlock x ∈ simplex 10 ∧
81
+ secondBlock x ∈ boundingFace (simplexFunctional 10) simplexLevel i} := by
82
+ ext x
83
+ simp only [boundingFace, ← productBody_eq_halfspaceBody, productBody,
84
+ mem_ofPred_eq, productFunctional_second, productLevel, simplex_eq_halfspaceBody]
85
+ tauto
86
+
87
+ theorem product_functional_balance (u : E 20) :
88
+ ∑ i, productFunctional i u = 0 := by
89
+ simp [Fintype.sum_prod_type]
90
+
91
+ theorem product_absolute_slopes (u : E 20) :
92
+ ∑ i, |productFunctional i u| =
93
+ ((∑ i, |firstBlock u i|) + |∑ i, firstBlock u i|) +
94
+ ((∑ i, |secondBlock u i|) + |∑ i, secondBlock u i|) := by
95
+ simp [Fintype.sum_prod_type, add_comm]
96
+
97
+ end ProjectionCounterexample
98
+
99
+ end
100
+
101
+ end OAI
lean/OAI/Geometry/ProjectionBody/ProductVolumes.lean ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.SimplexVolume
2
+ import OAI.Geometry.ProjectionBody.ProductFacetCharts
3
+
4
+ namespace OAI
5
+
6
+ noncomputable section
7
+ open Set MeasureTheory
8
+
9
+ namespace ProjectionCounterexample
10
+
11
+ theorem volume_productBody :
12
+ volume productBody = ENNReal.ofReal (1 / ((Nat.factorial 10 : ℝ) * Nat.factorial 10)) := by
13
+ simpa only [productBody, simplex_eq_coordinates, firstBlock, secondBlock,
14
+ Set.mem_ofPred_eq, WithLp.ofLp_toLp] using
15
+ volume_euclideanSimplexProduct 10 10
16
+
17
+ theorem volume_productFacetDomain (b : Bool) :
18
+ volume (productFacetDomain b) =
19
+ ENNReal.ofReal (1 / ((Nat.factorial 9 : ℝ) * Nat.factorial 10)) := by
20
+ cases b
21
+ · simpa only [productFacetDomain, simplex_eq_coordinates, Set.preimage,
22
+ Set.mem_prod, Set.mem_ofPred_eq, DiagonalZonotope.finAddEquivProd_apply,
23
+ WithLp.ofLp_toLp] using
24
+ volume_euclideanSimplexProduct 9 10
25
+ · simpa only [productFacetDomain, simplex_eq_coordinates, Set.preimage,
26
+ Set.mem_prod, Set.mem_ofPred_eq, DiagonalZonotope.finAddEquivProd_apply, WithLp.ofLp_toLp,
27
+ mul_comm] using
28
+ volume_euclideanSimplexProduct 10 9
29
+
30
+ theorem productFacetDomain_compact (b : Bool) : IsCompact (productFacetDomain b) := by
31
+ cases b
32
+ · exact (@EuclideanSpace.finAddEquivProd ℝ _ 9 10).toHomeomorph.isCompact_preimage.mpr
33
+ ((simplex_compact 9).prod (simplex_compact 10))
34
+ · exact (@EuclideanSpace.finAddEquivProd ℝ _ 10 9).toHomeomorph.isCompact_preimage.mpr
35
+ ((simplex_compact 10).prod (simplex_compact 9))
36
+
37
+ end ProjectionCounterexample
38
+
39
+ end
40
+
41
+ end OAI
lean/OAI/Geometry/ProjectionBody/ProductZonotopeBridge.lean ADDED
@@ -0,0 +1,74 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.ZonotopeBridge
2
+ import OAI.Geometry.Zonotope.Product
3
+
4
+ namespace OAI
5
+
6
+ noncomputable section
7
+ open Set
8
+ open scoped RealInnerProductSpace
9
+
10
+ namespace ProjectionCounterexample
11
+
12
+ /-- The sum of the two block support functions, with a common scale. -/
13
+ def blockSupport {n m : ℕ} (u : E (n + m)) : ℝ :=
14
+ DiagonalZonotope.support (WithLp.ofLp (EuclideanSpace.finAddEquivProd u).1) +
15
+ DiagonalZonotope.support (WithLp.ofLp (EuclideanSpace.finAddEquivProd u).2)
16
+
17
+ lemma blockSupport_zero (n m : ℕ) : blockSupport (0 : E (n + m)) = 0 := by
18
+ simp [blockSupport, DiagonalZonotope.support]
19
+
20
+ lemma blockSupport_smul {n m : ℕ} (u : E (n + m)) (a : ℝ) :
21
+ blockSupport (a • u) = |a| * blockSupport u := by
22
+ simp only [blockSupport, map_smul, Prod.smul_fst, Prod.smul_snd]
23
+ change DiagonalZonotope.support (a • WithLp.ofLp (EuclideanSpace.finAddEquivProd u).1) +
24
+ DiagonalZonotope.support (a • WithLp.ofLp (EuclideanSpace.finAddEquivProd u).2) = _
25
+ rw [DiagonalZonotope.support_smul, DiagonalZonotope.support_smul, mul_add]
26
+
27
+ /-- A proved block brightness formula identifies the product projection zonotope. -/
28
+ theorem projectionBody_eq_productZonotope {n m : ℕ} (P : Set (E (n + m)))
29
+ (c : ℝ) (hc : 0 < c)
30
+ (hbrightness : ∀ u : E (n + m), ‖u‖ = 1 → projectionVolume P u = c * blockSupport u) :
31
+ projectionBody P = DiagonalZonotope.euclideanProduct n m c := by
32
+ calc
33
+ projectionBody P = {x : E (n + m) | ∀ u : E (n + m), ‖u‖ = 1 →
34
+ ⟪u, x⟫ ≤ c * blockSupport u} := by
35
+ ext x
36
+ constructor
37
+ · intro hx u hu
38
+ rw [← hbrightness u hu]
39
+ exact hx u hu
40
+ · intro hx u hu
41
+ rw [hbrightness u hu]
42
+ exact hx u hu
43
+ _ = {x : E (n + m) | ∀ u : E (n + m), ⟪u, x⟫ ≤ c * blockSupport u} := by
44
+ apply unit_support_halfspaces_eq
45
+ · simp [blockSupport_zero]
46
+ · intro a ha u
47
+ rw [blockSupport_smul, abs_of_nonneg ha]
48
+ ring
49
+ _ = DiagonalZonotope.euclideanProduct n m c :=
50
+ (DiagonalZonotope.euclideanProduct_eq_halfspaces n m c hc).symm
51
+
52
+ /-- Body structure and attained orthogonal-projection support values for a block formula. -/
53
+ theorem projection_productZonotope_is_body_and_attains {n m : ℕ}
54
+ (P : Set (E (n + m))) (c : ℝ) (hc : 0 < c)
55
+ (hbrightness : ∀ u : E (n + m), ‖u‖ = 1 → projectionVolume P u = c * blockSupport u) :
56
+ IsConvexBody (projectionBody P) ∧
57
+ ∀ u : E (n + m), ‖u‖ = 1 → ∃ x ∈ projectionBody P, ⟪u, x⟫ = projectionVolume P u := by
58
+ have hbody := projectionBody_eq_productZonotope P c hc hbrightness
59
+ constructor
60
+ · rw [hbody]
61
+ exact ⟨DiagonalZonotope.isCompact_euclideanProduct n m c,
62
+ DiagonalZonotope.convex_euclideanProduct n m c,
63
+ DiagonalZonotope.euclideanProduct_interior_nonempty n m c hc.ne'⟩
64
+ · intro u hu
65
+ obtain ⟨x, hx, heq⟩ := DiagonalZonotope.euclideanProduct_support_attained n m c u
66
+ refine ⟨x, hbody.symm ▸ hx, ?_⟩
67
+ rw [hbrightness u hu]
68
+ exact heq
69
+
70
+ end ProjectionCounterexample
71
+
72
+ end
73
+
74
+ end OAI
lean/OAI/Geometry/ProjectionBody/ProjectionKernel.lean ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.Definitions
2
+
3
+ namespace OAI
4
+
5
+ noncomputable section
6
+
7
+ namespace ProjectionCounterexample
8
+
9
+ @[simp] theorem project_self {d : ℕ} (u : E d) : project u u = 0 :=
10
+ Submodule.starProjection_orthogonalComplement_singleton_eq_zero u
11
+
12
+ theorem project_ker {d : ℕ} (u : E d) :
13
+ (project u).toLinearMap.ker = Submodule.span ℝ {u} := by
14
+ change (ℝ ∙ u)ᗮ.starProjection.ker = ℝ ∙ u
15
+ rw [Submodule.ker_starProjection, Submodule.orthogonal_orthogonal]
16
+
17
+ end ProjectionCounterexample
18
+
19
+ end
20
+
21
+ end OAI
lean/OAI/Geometry/ProjectionBody/SimplexBrightness.lean ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.SimplexFacetCharts
2
+ import OAI.Geometry.ProjectionBody.GraphProjection
3
+ import OAI.Geometry.ProjectionBody.SimplexVolume
4
+ import OAI.Geometry.ProjectionBody.AffineChartMeasure
5
+ import OAI.Geometry.ProjectionBody.BrightnessSum
6
+ import OAI.Geometry.ProjectionBody.ProjectionKernel
7
+
8
+ namespace OAI
9
+
10
+ noncomputable section
11
+ open Set MeasureTheory Measure
12
+ open scoped RealInnerProductSpace
13
+
14
+ namespace ProjectionCounterexample
15
+
16
+ theorem volume_simplex (n : ℕ) :
17
+ volume (simplex n) = ENNReal.ofReal (1 / (n.factorial : ℝ)) := by
18
+ rw [simplex_eq_coordinates]
19
+ exact volume_unit_euclideanSimplex n
20
+
21
+ theorem simplexFacetProjection_normDet {n : ℕ} (i : Option (Fin (n + 1)))
22
+ {u : E (n + 1)} (hu : ‖u‖ = 1) :
23
+ ((project u).toLinearMap.comp (simplexFacetLinear n i)).normDet =
24
+ |simplexFunctional (n + 1) i u| := by
25
+ cases i with
26
+ | none =>
27
+ change ((project u).toLinearMap.comp
28
+ (graphLinear (Fin.last n) (allOnes n))).normDet = _
29
+ rw [graphProjection_normDet _ _ hu]
30
+ have hnormal : graphNormal (Fin.last n) (allOnes n) = allOnes (n + 1) := by
31
+ ext j
32
+ induction j using Fin.lastCases <;>
33
+ simp [graphNormal, insertZero, Fin.insertNth_last']
34
+ simp [hnormal]
35
+ | some i =>
36
+ change ((project u).toLinearMap.comp (insertZero i).toLinearMap).normDet = _
37
+ rw [coordinateProjection_normDet i hu]
38
+ simp
39
+
40
+ theorem simplex_projected_facet_volume {n : ℕ} (i : Option (Fin (n + 1)))
41
+ {u : E (n + 1)} (hu : ‖u‖ = 1) :
42
+ μHE[n] (project u '' boundingFace (simplexFunctional (n + 1)) simplexLevel i) =
43
+ ENNReal.ofReal ((1 / (n.factorial : ℝ)) * |simplexFunctional (n + 1) i u|) := by
44
+ rw [simplex_facet_eq_affine_image]
45
+ have h := measure_projected_affine_chart (simplexFacetLinear n i)
46
+ (simplexFacetCenter n i) (project u).toLinearMap (simplex n)
47
+ simp only [finrank_euclideanSpace_fin, ContinuousLinearMap.coe_coe] at h
48
+ rw [h, simplexFacetProjection_normDet i hu, volume_simplex,
49
+ ← ENNReal.ofReal_mul (abs_nonneg _), mul_comm]
50
+
51
+ theorem simplex_projected_facet_measurable {n : ℕ}
52
+ (i : Option (Fin (n + 1))) (u : E (n + 1)) :
53
+ MeasurableSet (project u '' boundingFace (simplexFunctional (n + 1)) simplexLevel i) := by
54
+ rw [simplex_facet_eq_affine_image]
55
+ apply IsCompact.measurableSet
56
+ apply IsCompact.image _ (project u).continuous
57
+ apply (simplex_compact n).image
58
+ exact continuous_const.add (simplexFacetLinear n i).continuous_of_finiteDimensional
59
+
60
+ theorem simplex_projected_facet_intersection_null {n : ℕ} (hn : 0 < n)
61
+ (i j : Option (Fin (n + 1))) (hij : i ≠ j) (u : E (n + 1)) :
62
+ μHE[n] (project u ''
63
+ (boundingFace (simplexFunctional (n + 1)) simplexLevel i ∩
64
+ boundingFace (simplexFunctional (n + 1)) simplexLevel j)) = 0 := by
65
+ have hS : boundingFace (simplexFunctional (n + 1)) simplexLevel i ⊆
66
+ (fun x => simplexFacetCenter n i + simplexFacetLinear n i x) '' (univ : Set (E n)) := by
67
+ rw [simplex_facet_eq_affine_image]
68
+ exact Set.image_mono (subset_univ _)
69
+ simpa only [finrank_euclideanSpace_fin, ContinuousLinearMap.coe_coe] using
70
+ measure_projected_transverse_intersection (simplexFacetLinear n i)
71
+ (simplexFacetCenter n i) (project u).toLinearMap
72
+ (simplexFunctional (n + 1) j) (simplexLevel j) _ _ hS
73
+ (fun _ h => h.2) (simplex_facet_transverse hn i j hij)
74
+
75
+ /-- Actual orthogonal projection volume of the convex-hull standard simplex. -/
76
+ theorem simplex_projectionVolume {n : ℕ} (hn : 0 < n)
77
+ {u : E (n + 1)} (hu : ‖u‖ = 1) :
78
+ projectionVolume (simplex (n + 1)) u =
79
+ ((∑ i, |u i|) + |∑ i, u i|) / (2 * (n.factorial : ℝ)) := by
80
+ have hu0 : u ≠ 0 := by intro h; simp [h] at hu
81
+ have h := real_measure_image_halfspaceBody
82
+ (simplexFunctional (n + 1)) simplexLevel (project u).toLinearMap μHE[n]
83
+ (project_self u) (simplex_has_positive_slope hu0) (project_ker u)
84
+ (fun i => simplex_projected_facet_measurable i u)
85
+ (fun i j hij => simplex_projected_facet_intersection_null hn i j hij u)
86
+ (1 / (n.factorial : ℝ)) (by positivity) (simplex_functional_balance u)
87
+ (fun i => simplex_projected_facet_volume i hu)
88
+ rw [← simplex_eq_halfspaceBody, simplex_absolute_slopes] at h
89
+ simp only [ContinuousLinearMap.coe_coe] at h
90
+ unfold projectionVolume
91
+ simp only [Nat.add_sub_cancel]
92
+ rw [h]
93
+ ring
94
+
95
+ end ProjectionCounterexample
96
+
97
+ end
98
+
99
+ end OAI
lean/OAI/Geometry/ProjectionBody/SimplexFacetCharts.lean ADDED
@@ -0,0 +1,81 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.GraphChart
2
+ import OAI.Geometry.ProjectionBody.SimplexFacets
3
+
4
+ namespace OAI
5
+
6
+ noncomputable section
7
+ open Set
8
+ open scoped RealInnerProductSpace
9
+
10
+ namespace ProjectionCounterexample
11
+
12
+ def allOnes (n : ℕ) : E n := WithLp.toLp 2 (fun _ => 1)
13
+
14
+ @[simp] theorem allOnes_apply {n : ℕ} (i : Fin n) : allOnes n i = 1 := rfl
15
+
16
+ @[simp] theorem inner_allOnes {n : ℕ} (x : E n) : ⟪allOnes n, x⟫ = ∑ i, x i := by
17
+ simp [PiLp.inner_apply, allOnes]
18
+
19
+ /-- Linear part of each simplex facet chart. -/
20
+ def simplexFacetLinear (n : ℕ) : Option (Fin (n + 1)) → E n →ₗ[ℝ] E (n + 1)
21
+ | none => graphLinear (Fin.last n) (allOnes n)
22
+ | some i => (insertZero i).toLinearMap
23
+
24
+ def simplexFacetCenter (n : ℕ) : Option (Fin (n + 1)) → E (n + 1)
25
+ | none => EuclideanSpace.single (Fin.last n) 1
26
+ | some _ => 0
27
+
28
+ theorem simplexFacetChart_none (n : ℕ) (x : E n) :
29
+ simplexFacetCenter n none + simplexFacetLinear n none x = sumFacetMap n x := by
30
+ ext j
31
+ induction j using Fin.lastCases
32
+ · simp [simplexFacetCenter, simplexFacetLinear, graphLinear, sub_eq_add_neg]
33
+ · simp [simplexFacetCenter, simplexFacetLinear, graphLinear, insertZero,
34
+ Fin.insertNth_last']
35
+
36
+ theorem simplex_facet_eq_affine_image (n : ℕ) (i : Option (Fin (n + 1))) :
37
+ boundingFace (simplexFunctional (n + 1)) simplexLevel i =
38
+ (fun x => simplexFacetCenter n i + simplexFacetLinear n i x) '' simplex n := by
39
+ cases i with
40
+ | none =>
41
+ simp_rw [simplex_boundingFace_sum, simplexFacetChart_none]
42
+ exact sum_facet_eq_image n
43
+ | some i =>
44
+ rw [simplex_boundingFace_coordinate, coordinate_facet_eq_image]
45
+ simp [simplexFacetCenter, simplexFacetLinear]
46
+
47
+ /-- Every defining hyperplane other than the chart's own hyperplane is transverse.
48
+ The positive dimension excludes the degenerate segment-endpoint case. -/
49
+ theorem simplex_facet_transverse {n : ℕ} (hn : 0 < n)
50
+ (i j : Option (Fin (n + 1))) (hij : i ≠ j) :
51
+ (simplexFunctional (n + 1) j).comp (simplexFacetLinear n i) ≠ 0 := by
52
+ intro heq
53
+ let k : Fin n := ⟨0, hn⟩
54
+ cases i with
55
+ | none =>
56
+ cases j with
57
+ | none => exact hij rfl
58
+ | some j =>
59
+ induction j using Fin.lastCases with
60
+ | last =>
61
+ have h := LinearMap.congr_fun heq (EuclideanSpace.single k 1)
62
+ simp [simplexFacetLinear, graphLinear] at h
63
+ | cast j =>
64
+ have h := LinearMap.congr_fun heq (EuclideanSpace.single j 1)
65
+ simp [simplexFacetLinear, graphLinear, insertZero, Fin.insertNth_last'] at h
66
+ | some i =>
67
+ cases j with
68
+ | none =>
69
+ have h := LinearMap.congr_fun heq (EuclideanSpace.single k 1)
70
+ simp [simplexFacetLinear, sum_insertZero] at h
71
+ | some j =>
72
+ have hji : j ≠ i := fun h => hij (congrArg some h.symm)
73
+ obtain ⟨k, rfl⟩ := Fin.exists_succAbove_eq hji
74
+ have h := LinearMap.congr_fun heq (EuclideanSpace.single k 1)
75
+ simp [simplexFacetLinear] at h
76
+
77
+ end ProjectionCounterexample
78
+
79
+ end
80
+
81
+ end OAI
lean/OAI/Geometry/ProjectionBody/SimplexFacets.lean ADDED
@@ -0,0 +1,97 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.ConvexGeometry
2
+ import OAI.Geometry.ProjectionBody.FacetCover
3
+ import Mathlib.Analysis.InnerProductSpace.Projection.Basic
4
+
5
+ namespace OAI
6
+
7
+ noncomputable section
8
+ open Set
9
+
10
+ namespace ProjectionCounterexample
11
+
12
+ /-- Coordinate linear functional on the Euclidean space. -/
13
+ def coordinateFunctional {d : ℕ} (i : Fin d) : E d →ₗ[ℝ] ℝ where
14
+ toFun x := x i
15
+ map_add' _ _ := rfl
16
+ map_smul' _ _ := rfl
17
+
18
+ @[simp] theorem coordinateFunctional_apply {d : ℕ} (i : Fin d) (x : E d) :
19
+ coordinateFunctional i x = x i := rfl
20
+
21
+ /-- Outward defining functionals: the sum facet, then the coordinate facets. -/
22
+ def simplexFunctional (d : ℕ) : Option (Fin d) → E d →ₗ[ℝ] ℝ
23
+ | none => ∑ i, coordinateFunctional i
24
+ | some i => -coordinateFunctional i
25
+
26
+ def simplexLevel {d : ℕ} : Option (Fin d) → ℝ
27
+ | none => 1
28
+ | some _ => 0
29
+
30
+ @[simp] theorem simplexFunctional_none (d : ℕ) (x : E d) :
31
+ simplexFunctional d none x = ∑ i, x i := by
32
+ simp [simplexFunctional]
33
+
34
+ @[simp] theorem simplexFunctional_some {d : ℕ} (i : Fin d) (x : E d) :
35
+ simplexFunctional d (some i) x = -x i := rfl
36
+
37
+ theorem simplex_eq_halfspaceBody (d : ℕ) :
38
+ simplex d = halfspaceBody (simplexFunctional d) simplexLevel := by
39
+ rw [simplex_eq_coordinates]
40
+ ext x
41
+ constructor
42
+ · rintro ⟨hx, hs⟩ i
43
+ cases i with
44
+ | none => simpa [simplexLevel] using hs
45
+ | some i => simpa [simplexLevel] using neg_nonpos.mpr (hx i)
46
+ · intro hx
47
+ constructor
48
+ · intro i
49
+ have := hx (some i)
50
+ simpa [simplexLevel] using this
51
+ · have := hx none
52
+ simpa [simplexLevel] using this
53
+
54
+ /-- Every nonzero direction has a visible defining facet of the simplex. -/
55
+ theorem simplex_has_positive_slope {d : ℕ} {u : E d} (hu : u ≠ 0) :
56
+ ∃ i, 0 < simplexFunctional d i u := by
57
+ by_contra h
58
+ have hall (i : Option (Fin d)) : simplexFunctional d i u ≤ 0 :=
59
+ le_of_not_gt (fun hi => h ⟨i, hi⟩)
60
+ have hcoords (i : Fin d) : 0 ≤ u i := by
61
+ have := hall (some i)
62
+ simpa using this
63
+ have hsum : ∑ i, u i = 0 := by
64
+ apply le_antisymm
65
+ · simpa using hall none
66
+ · exact Finset.sum_nonneg fun i _ => hcoords i
67
+ have hzero : ∀ i : Fin d, u i = 0 := by
68
+ simpa using (Finset.sum_eq_zero_iff_of_nonneg (fun i _ => hcoords i)).mp hsum
69
+ apply hu
70
+ ext i
71
+ exact hzero i
72
+
73
+ theorem simplex_functional_balance {d : ℕ} (u : E d) :
74
+ ∑ i, simplexFunctional d i u = 0 := by
75
+ simp [Fintype.sum_option, Finset.sum_neg_distrib]
76
+
77
+ theorem simplex_absolute_slopes {d : ℕ} (u : E d) :
78
+ ∑ i, |simplexFunctional d i u| = (∑ i, |u i|) + |∑ i, u i| := by
79
+ simp [Fintype.sum_option, add_comm]
80
+
81
+ theorem simplex_boundingFace_coordinate {d : ℕ} (i : Fin d) :
82
+ boundingFace (simplexFunctional d) simplexLevel (some i) =
83
+ {x ∈ simplex d | x i = 0} := by
84
+ ext x
85
+ simp [boundingFace, ← simplex_eq_halfspaceBody, simplexLevel]
86
+
87
+ theorem simplex_boundingFace_sum (d : ℕ) :
88
+ boundingFace (simplexFunctional d) simplexLevel none =
89
+ {x ∈ simplex d | ∑ i, x i = 1} := by
90
+ ext x
91
+ simp [boundingFace, ← simplex_eq_halfspaceBody, simplexLevel]
92
+
93
+ end ProjectionCounterexample
94
+
95
+ end
96
+
97
+ end OAI
lean/OAI/Geometry/ProjectionBody/SimplexVolume.lean ADDED
@@ -0,0 +1,188 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import Mathlib.Logic.Equiv.Fin.Basic
2
+ import Mathlib.Analysis.SpecialFunctions.Integrals.Basic
3
+ import Mathlib.MeasureTheory.Measure.Haar.InnerProductSpace
4
+ import Mathlib.MeasureTheory.Constructions.Pi
5
+ import Mathlib.Tactic.Linarith
6
+ import Mathlib.Tactic.Ring
7
+ import Mathlib.Tactic.Positivity
8
+ import Mathlib.Tactic.FunProp
9
+ import Mathlib.Tactic.Measurability
10
+ import Mathlib.Tactic.SplitIfs
11
+
12
+ namespace OAI
13
+
14
+ /-!
15
+ # Volumes of standard simplices and their products
16
+
17
+ The simplex-volume calculation below uses Tonelli's theorem and induction on the
18
+ dimension. At first coordinate `t`, the remaining section is a simplex of radius
19
+ `r - t`; its volume is integrated over `0 ≤ t ≤ r`. The Euclidean versions use
20
+ the measure-preserving equivalence between coordinate space and `EuclideanSpace`.
21
+ The product formula is proved using the product Lebesgue measure under the
22
+ canonical splitting of `Fin (p + q)`.
23
+ -/
24
+
25
+ open MeasureTheory Set
26
+ open scoped BigOperators ENNReal
27
+
28
+ namespace ProjectionCounterexample
29
+
30
+ /-- The coordinate standard simplex with nonnegative coordinates and sum at most `r`. -/
31
+ def coordinateSimplex (n : ℕ) (r : ℝ) : Set (Fin n → ℝ) :=
32
+ {x | (∀ i, 0 ≤ x i) ∧ ∑ i, x i ≤ r}
33
+
34
+ theorem coordinateSimplex_measurableSet (n : ℕ) (r : ℝ) :
35
+ MeasurableSet (coordinateSimplex n r) := by
36
+ unfold coordinateSimplex
37
+ measurability
38
+
39
+ theorem coordinateSimplex_eq_empty_of_neg (n : ℕ) {r : ℝ} (hr : r < 0) :
40
+ coordinateSimplex n r = ∅ := by
41
+ apply Set.eq_empty_iff_forall_notMem.mpr
42
+ intro x hx
43
+ have hsum : 0 ≤ ∑ i, x i := Finset.sum_nonneg fun i _ => hx.1 i
44
+ exact (not_lt_of_ge (hsum.trans hx.2)) hr
45
+
46
+ theorem integral_simplex_slice (n : ℕ) {r : ℝ} (hr : 0 ≤ r) :
47
+ (∫⁻ t in Icc 0 r, ENNReal.ofReal ((r - t) ^ n / (n.factorial : ℝ))) =
48
+ ENNReal.ofReal (r ^ (n + 1) / ((n + 1).factorial : ℝ)) := by
49
+ have hi : IntegrableOn (fun t : ℝ => (r - t) ^ n / (n.factorial : ℝ)) (Icc 0 r) :=
50
+ ContinuousOn.integrableOn_Icc (by fun_prop)
51
+ have hn : 0 ≤ᵐ[volume.restrict (Icc 0 r)]
52
+ (fun t : ℝ => (r - t) ^ n / (n.factorial : ℝ)) := by
53
+ filter_upwards [ae_restrict_mem measurableSet_Icc] with t ht
54
+ exact div_nonneg (pow_nonneg (sub_nonneg.mpr ht.2) n) (by positivity)
55
+ rw [← ofReal_integral_eq_lintegral_ofReal hi hn,
56
+ integral_Icc_eq_integral_Ioc, ← intervalIntegral.integral_of_le hr,
57
+ intervalIntegral.integral_div, intervalIntegral.integral_comp_sub_left (fun t : ℝ => t ^ n) r]
58
+ simp only [sub_self, sub_zero, integral_pow,
59
+ zero_pow (Nat.succ_ne_zero n), sub_zero]
60
+ congr 1
61
+ rw [Nat.factorial_succ, Nat.cast_mul, Nat.cast_add, Nat.cast_one, div_div]
62
+
63
+ theorem volume_coordinateSimplex (n : ℕ) (r : ℝ) (hr : 0 ≤ r) :
64
+ volume (coordinateSimplex n r) =
65
+ ENNReal.ofReal (r ^ n / (n.factorial : ℝ)) := by
66
+ induction n generalizing r with
67
+ | zero =>
68
+ have h : coordinateSimplex 0 r = univ := by
69
+ ext x
70
+ simp [coordinateSimplex, hr]
71
+ simp [h, Measure.volume_pi_eq_dirac (0 : Fin 0 → ℝ)]
72
+ | succ n ih =>
73
+ let e := MeasurableEquiv.piFinSuccAbove (fun _ : Fin (n + 1) => ℝ) 0
74
+ have he (p : ℝ × (Fin n → ℝ)) : e.symm p = Fin.cons p.1 p.2 := by
75
+ ext i
76
+ refine Fin.cases ?_ (fun j => ?_) i <;> simp [e, MeasurableEquiv.piFinSuccAbove]
77
+ have hslice (t : ℝ) :
78
+ Prod.mk t ⁻¹' (e.symm ⁻¹' coordinateSimplex (n + 1) r) =
79
+ if t ∈ Icc 0 r then coordinateSimplex n (r - t) else ∅ := by
80
+ ext x
81
+ simp only [mem_preimage, he, coordinateSimplex, mem_ofPred_eq,
82
+ Fin.forall_fin_succ, Fin.cons_zero, Fin.cons_succ, Fin.sum_univ_succ]
83
+ split_ifs with ht
84
+ · simp only [mem_ofPred_eq]
85
+ constructor
86
+ · rintro ⟨⟨_, hx⟩, hs⟩
87
+ exact ⟨hx, by linarith⟩
88
+ · rintro ⟨hx, hs⟩
89
+ exact ⟨⟨ht.1, hx⟩, by linarith⟩
90
+ · simp only [mem_empty_iff_false, iff_false]
91
+ rintro ⟨⟨ht0, hx⟩, hs⟩
92
+ apply ht
93
+ have hsum : 0 ≤ ∑ i, x i := Finset.sum_nonneg fun i _ => hx i
94
+ exact ⟨ht0, by linarith⟩
95
+ rw [← (volume_preserving_piFinSuccAbove
96
+ (fun _ : Fin (n + 1) => ℝ) 0).symm.measure_preimage_equiv]
97
+ change volume (e.symm ⁻¹' coordinateSimplex (n + 1) r) = _
98
+ rw [Measure.volume_eq_prod, Measure.prod_apply
99
+ ((coordinateSimplex_measurableSet (n + 1) r).preimage e.symm.measurable)]
100
+ simp_rw [hslice]
101
+ have hfun : (fun t : ℝ => volume
102
+ (if t ∈ Icc 0 r then coordinateSimplex n (r - t) else ∅)) =
103
+ (Icc 0 r).indicator
104
+ (fun t : ℝ => ENNReal.ofReal ((r - t) ^ n / (n.factorial : ℝ))) := by
105
+ funext t
106
+ by_cases ht : t ∈ Icc 0 r
107
+ · simp [ht, ih (r - t) (sub_nonneg.mpr ht.2)]
108
+ · simp [ht]
109
+ rw [hfun, lintegral_indicator measurableSet_Icc]
110
+ exact integral_simplex_slice n hr
111
+
112
+ /-- The standard simplex has ordinary Lebesgue volume `1 / n!`. -/
113
+ theorem volume_unit_coordinateSimplex (n : ℕ) :
114
+ volume (coordinateSimplex n 1) = ENNReal.ofReal (1 / (n.factorial : ℝ)) := by
115
+ simpa using volume_coordinateSimplex n 1 zero_le_one
116
+
117
+ /-- Exact volume of a possibly degenerate linear image of the coordinate simplex. -/
118
+ theorem volume_linearImage_unit_coordinateSimplex (n : ℕ)
119
+ (f : (Fin n → ℝ) →ₗ[ℝ] (Fin n → ℝ)) :
120
+ volume (f '' coordinateSimplex n 1) =
121
+ ENNReal.ofReal (|LinearMap.det f| / (n.factorial : ℝ)) := by
122
+ rw [Measure.addHaar_image_linearMap, volume_unit_coordinateSimplex,
123
+ ← ENNReal.ofReal_mul (abs_nonneg _)]
124
+ congr 1
125
+ ring
126
+
127
+ /-- The same volume statement in Euclidean space with its canonical Euclidean measure. -/
128
+ theorem volume_unit_euclideanSimplex (n : ℕ) :
129
+ volume {x : EuclideanSpace ℝ (Fin n) | (∀ i, 0 ≤ x i) ∧ ∑ i, x i ≤ 1} =
130
+ ENNReal.ofReal (1 / (n.factorial : ℝ)) := by
131
+ have hs : MeasurableSet
132
+ {x : EuclideanSpace ℝ (Fin n) | (∀ i, 0 ≤ x i) ∧ ∑ i, x i ≤ 1} := by
133
+ measurability
134
+ rw [← (PiLp.volume_preserving_toLp (Fin n)).measure_preimage hs.nullMeasurableSet]
135
+ exact volume_unit_coordinateSimplex n
136
+
137
+ /-- Real-valued version of the Euclidean simplex volume. -/
138
+ theorem realVolume_unit_euclideanSimplex (n : ℕ) :
139
+ (volume {x : EuclideanSpace ℝ (Fin n) |
140
+ (∀ i, 0 ≤ x i) ∧ ∑ i, x i ≤ 1}).toReal = 1 / (n.factorial : ℝ) := by
141
+ rw [volume_unit_euclideanSimplex, ENNReal.toReal_ofReal]
142
+ positivity
143
+
144
+
145
+ /-- The coordinate product, with the first `p` and last `q` coordinates separated. -/
146
+ def coordinateSimplexProduct (p q : ℕ) : Set (Fin (p + q) → ℝ) :=
147
+ {x | (fun i : Fin p => x (Fin.castAdd q i)) ∈ coordinateSimplex p 1 ∧
148
+ (fun i : Fin q => x (Fin.natAdd p i)) ∈ coordinateSimplex q 1}
149
+
150
+ /-- The product-volume identity uses the actual product Lebesgue measure. -/
151
+ theorem volume_coordinateSimplexProduct (p q : ℕ) :
152
+ volume (coordinateSimplexProduct p q) =
153
+ ENNReal.ofReal (1 / ((p.factorial : ℝ) * (q.factorial : ℝ))) := by
154
+ let e : (Fin (p + q) → ℝ) ≃ᵐ ((Fin p → ℝ) × (Fin q → ℝ)) :=
155
+ (MeasurableEquiv.piCongrLeft (fun _ : Fin (p + q) => ℝ)
156
+ finSumFinEquiv).symm.trans (MeasurableEquiv.sumPiEquivProdPi (fun _ => ℝ))
157
+ have he (x : Fin (p + q) → ℝ) :
158
+ e x = ((fun i : Fin p => x (Fin.castAdd q i)),
159
+ (fun i : Fin q => x (Fin.natAdd p i))) := by
160
+ rfl
161
+ have hm : MeasurePreserving e :=
162
+ (volume_measurePreserving_piCongrLeft (fun _ : Fin (p + q) => ℝ)
163
+ finSumFinEquiv).symm.trans (volume_measurePreserving_sumPiEquivProdPi (fun _ => ℝ))
164
+ have hs : coordinateSimplexProduct p q =
165
+ e ⁻¹' (coordinateSimplex p 1 ×ˢ coordinateSimplex q 1) := by
166
+ ext x
167
+ simp [coordinateSimplexProduct, he]
168
+ rw [hs, hm.measure_preimage_equiv, Measure.volume_eq_prod, Measure.prod_prod,
169
+ volume_unit_coordinateSimplex, volume_unit_coordinateSimplex,
170
+ ← ENNReal.ofReal_mul (by positivity : 0 ≤ 1 / (p.factorial : ℝ))]
171
+ congr 1
172
+ ring
173
+
174
+ /-- Product-simplex volume in the canonical Euclidean coordinates. -/
175
+ theorem volume_euclideanSimplexProduct (p q : ℕ) :
176
+ volume {x : EuclideanSpace ℝ (Fin (p + q)) |
177
+ ((∀ i : Fin p, 0 ≤ x (Fin.castAdd q i)) ∧
178
+ ∑ i : Fin p, x (Fin.castAdd q i) ≤ 1) ∧
179
+ ((∀ i : Fin q, 0 ≤ x (Fin.natAdd p i)) ∧
180
+ ∑ i : Fin q, x (Fin.natAdd p i) ≤ 1)} =
181
+ ENNReal.ofReal (1 / ((p.factorial : ℝ) * (q.factorial : ℝ))) := by
182
+ rw [← (EuclideanSpace.volume_preserving_symm_measurableEquiv_toLp
183
+ (Fin (p + q))).symm.measure_preimage_equiv]
184
+ exact volume_coordinateSimplexProduct p q
185
+
186
+ end ProjectionCounterexample
187
+
188
+ end OAI
lean/OAI/Geometry/ProjectionBody/Specification.lean ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.Counterexample
2
+
3
+ namespace OAI
4
+
5
+ open Set
6
+ open scoped RealInnerProductSpace
7
+
8
+ namespace ProjectionCounterexample.Specification
9
+
10
+ theorem product_is_convex_body : IsConvexBody productBody := productBody_convexBody
11
+
12
+ theorem projection_support_attained :
13
+ ∀ P : Set (E 20), P = simplex 20 ∨ P = productBody →
14
+ IsConvexBody (projectionBody P) ∧
15
+ ∀ u : E 20, ‖u‖ = 1 →
16
+ ∃ x ∈ projectionBody P, ⟪u, x⟫ = projectionVolume P u := by
17
+ intro P hP
18
+ rcases hP with rfl | rfl
19
+ · exact simplex_twenty_projection_support
20
+ · exact product_projection_support
21
+
22
+ theorem simplex_ratio :
23
+ ratio (simplex 20) = ((21 : ℝ) * (20 : ℝ) ^ 20) / (Nat.factorial 20 : ℝ) :=
24
+ simplex_twenty_ratio
25
+
26
+ theorem product_ratio :
27
+ ratio productBody / ratio (simplex 20) = (22355476 : ℝ) / 22020096 ∧
28
+ (1 : ℝ) < ratio productBody / ratio (simplex 20) := by
29
+ constructor
30
+ · exact product_to_simplex_ratio
31
+ · rw [product_to_simplex_ratio]
32
+ exact numerical_strict_excess
33
+
34
+ theorem simplex_upper_bound_false :
35
+ ¬ (∀ P : Set (E 20), IsConvexBody P → ratio P ≤ ratio (simplex 20)) :=
36
+ universal_simplex_upper_bound_false
37
+
38
+ end ProjectionCounterexample.Specification
39
+
40
+ end OAI
lean/OAI/Geometry/ProjectionBody/UnitSupport.lean ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import Mathlib.Analysis.InnerProductSpace.Basic
2
+
3
+ namespace OAI
4
+
5
+ noncomputable section
6
+ open Set
7
+ open scoped RealInnerProductSpace
8
+
9
+ namespace ProjectionCounterexample
10
+
11
+ /-- For a positively homogeneous support bound, unit directions determine all
12
+ directions. This connects the unit-sphere definition with an
13
+ explicit zonotope's halfspace description. -/
14
+ theorem unit_support_halfspaces_eq
15
+ {V : Type*} [NormedAddCommGroup V] [InnerProductSpace ℝ V]
16
+ (f : V → ℝ) (hzero : 0 ≤ f 0)
17
+ (hscale : ∀ (a : ℝ), 0 ≤ a → ∀ u, f (a • u) = a * f u) :
18
+ {x : V | ∀ u, ‖u‖ = 1 → ⟪u, x⟫ ≤ f u} =
19
+ {x : V | ∀ u, ⟪u, x⟫ ≤ f u} := by
20
+ ext x
21
+ constructor
22
+ · intro hx u
23
+ by_cases hu : u = 0
24
+ · simpa [hu] using hzero
25
+ have hnorm : ‖u‖ ≠ 0 := norm_ne_zero_iff.mpr hu
26
+ let v : V := ‖u‖⁻¹ • u
27
+ have hv : ‖v‖ = 1 := by
28
+ simp [v, norm_smul, hnorm]
29
+ have huv : ‖u‖ • v = u := by
30
+ simp [v, smul_smul, hnorm]
31
+ calc
32
+ ⟪u, x⟫ = ‖u‖ * ⟪v, x⟫ := by
33
+ rw [← real_inner_smul_left, huv]
34
+ _ ≤ ‖u‖ * f v := mul_le_mul_of_nonneg_left (hx v hv) (norm_nonneg u)
35
+ _ = f u := by rw [← hscale ‖u‖ (norm_nonneg u) v, huv]
36
+ · intro hx u _
37
+ exact hx u
38
+
39
+ end ProjectionCounterexample
40
+
41
+ end
42
+
43
+ end OAI
lean/OAI/Geometry/ProjectionBody/ZonotopeBridge.lean ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionBody.Definitions
2
+ import OAI.Geometry.ProjectionBody.UnitSupport
3
+ import OAI.Geometry.Zonotope.Euclidean
4
+
5
+ namespace OAI
6
+
7
+ /-!
8
+ Generic bridge from a *proved* directional projection-volume formula to the
9
+ explicit zonotope. The brightness formula is an explicit hypothesis of these
10
+ helper lemmas; no final counterexample theorem assumes it.
11
+ -/
12
+ noncomputable section
13
+ open Set
14
+ open scoped RealInnerProductSpace
15
+
16
+ namespace ProjectionCounterexample
17
+
18
+ /-- A unit-direction brightness formula identifies the actual projection body. -/
19
+ theorem projectionBody_eq_zonotope {d : ℕ} (P : Set (E d)) (c : ℝ) (hc : 0 < c)
20
+ (hbrightness : ∀ u : E d, ‖u‖ = 1 →
21
+ projectionVolume P u = c * DiagonalZonotope.support (WithLp.ofLp u)) :
22
+ projectionBody P = DiagonalZonotope.euclidean c := by
23
+ calc
24
+ projectionBody P = {x : E d | ∀ u : E d, ‖u‖ = 1 →
25
+ ⟪u, x⟫ ≤ c * DiagonalZonotope.support (WithLp.ofLp u)} := by
26
+ ext x
27
+ constructor
28
+ · intro hx u hu
29
+ rw [← hbrightness u hu]
30
+ exact hx u hu
31
+ · intro hx u hu
32
+ rw [hbrightness u hu]
33
+ exact hx u hu
34
+ _ = {x : E d | ∀ u : E d,
35
+ ⟪u, x⟫ ≤ c * DiagonalZonotope.support (WithLp.ofLp u)} := by
36
+ apply unit_support_halfspaces_eq
37
+ · simp [DiagonalZonotope.support]
38
+ · intro a ha u
39
+ change c * DiagonalZonotope.support (a • WithLp.ofLp u) = _
40
+ rw [DiagonalZonotope.support_smul, abs_of_nonneg ha]
41
+ ring
42
+ _ = DiagonalZonotope.euclidean c :=
43
+ (DiagonalZonotope.euclidean_eq_halfspaces c hc).symm
44
+
45
+ /-- The brightness hypothesis gives both a genuine body and support attainment. -/
46
+ theorem projection_zonotope_is_body_and_attains {d : ℕ} (P : Set (E d))
47
+ (c : ℝ) (hc : 0 < c)
48
+ (hbrightness : ∀ u : E d, ‖u‖ = 1 →
49
+ projectionVolume P u = c * DiagonalZonotope.support (WithLp.ofLp u)) :
50
+ IsConvexBody (projectionBody P) ∧
51
+ ∀ u : E d, ‖u‖ = 1 → ∃ x ∈ projectionBody P, ⟪u, x⟫ = projectionVolume P u := by
52
+ have hbody := projectionBody_eq_zonotope P c hc hbrightness
53
+ constructor
54
+ · rw [hbody]
55
+ exact ⟨DiagonalZonotope.isCompact_euclidean c,
56
+ DiagonalZonotope.convex_euclidean c,
57
+ DiagonalZonotope.euclidean_interior_nonempty c hc.ne'⟩
58
+ · intro u hu
59
+ obtain ⟨x, hx, heq⟩ := DiagonalZonotope.euclidean_support_attained c u
60
+ refine ⟨x, hbody.symm ▸ hx, ?_⟩
61
+ rw [hbrightness u hu]
62
+ exact heq
63
+
64
+ end ProjectionCounterexample
65
+
66
+ end
67
+
68
+ end OAI
lean/OAI/Geometry/ProjectionVolume/AffineBrightness.lean ADDED
@@ -0,0 +1,191 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.Basic
2
+ import Mathlib.Analysis.InnerProductSpace.NormDet
3
+ import Mathlib.LinearAlgebra.Matrix.Determinant.Basic
4
+ import Mathlib.Tactic.FieldSimp
5
+ import Mathlib.Tactic.FunProp
6
+ import Mathlib.Tactic.Ring
7
+
8
+ namespace OAI
9
+
10
+ universe uι
11
+
12
+ open Set MeasureTheory
13
+ open scoped RealInnerProductSpace
14
+
15
+ noncomputable section
16
+
17
+ namespace Paper092
18
+
19
+ private def normalFrameVector {n : ℕ} {ι : Type uι} [Fintype ι]
20
+ (u : Euclidean n) (b : OrthonormalBasis ι ℝ (normalHyperplane u)) :
21
+ Unit ⊕ ι → Euclidean n
22
+ | .inl _ => ‖u‖⁻¹ • u
23
+ | .inr i => b i
24
+
25
+ private theorem normalFrameVector_orthonormal {n : ℕ} {ι : Type uι} [Fintype ι]
26
+ (u : Euclidean n) (hu : u ≠ 0)
27
+ (b : OrthonormalBasis ι ℝ (normalHyperplane u)) :
28
+ Orthonormal ℝ (normalFrameVector u b) := by
29
+ classical
30
+ have hn : ‖‖u‖⁻¹ • u‖ = 1 := by simp [norm_smul, hu]
31
+ have hb (i : ι) : ⟪u, (b i : Euclidean n)⟫ = 0 :=
32
+ Submodule.mem_orthogonal_singleton_iff_inner_right.mp (b i).property
33
+ rw [orthonormal_iff_ite]
34
+ intro i j
35
+ rcases i with i | i <;> rcases j with j | j
36
+ · simp [normalFrameVector, hn]
37
+ · simp [normalFrameVector, real_inner_smul_left, hb]
38
+ · have hbi : ⟪(b i : Euclidean n), u⟫ = 0 := by rw [real_inner_comm, hb]
39
+ simp [normalFrameVector, real_inner_smul_right, hbi]
40
+ · simpa only [normalFrameVector, Sum.inr.injEq, Submodule.coe_inner] using b.inner_eq_ite i j
41
+
42
+ private def normalFrame {n : ℕ} {ι : Type uι} [Fintype ι]
43
+ (u : Euclidean n) (hu : u ≠ 0)
44
+ (b : OrthonormalBasis ι ℝ (normalHyperplane u)) :
45
+ OrthonormalBasis (Unit ⊕ ι) ℝ (Euclidean n) :=
46
+ OrthonormalBasis.mk (normalFrameVector_orthonormal u hu b)
47
+ ((normalFrameVector_orthonormal u hu b).linearIndependent.span_eq_top_of_card_eq_finrank'
48
+ (by
49
+ have h := (Submodule.span ℝ ({u} : Set (Euclidean n))).finrank_add_finrank_orthogonal
50
+ rw [finrank_span_singleton hu] at h
51
+ change 1 + Module.finrank ℝ (normalHyperplane u) = _ at h
52
+ rw [Module.finrank_eq_card_basis b.toBasis] at h
53
+ simpa only [Fintype.card_sum, Fintype.card_unique] using h)).ge
54
+
55
+ @[simp] private theorem normalFrame_inl {n : ℕ} {ι : Type uι} [Fintype ι]
56
+ (u : Euclidean n) (hu : u ≠ 0)
57
+ (b : OrthonormalBasis ι ℝ (normalHyperplane u)) (i : Unit) :
58
+ normalFrame u hu b (.inl i) = ‖u‖⁻¹ • u := by
59
+ simp [normalFrame, normalFrameVector]
60
+
61
+ @[simp] private theorem normalFrame_inr {n : ℕ} {ι : Type uι} [Fintype ι]
62
+ (u : Euclidean n) (hu : u ≠ 0)
63
+ (b : OrthonormalBasis ι ℝ (normalHyperplane u)) (i : ι) :
64
+ normalFrame u hu b (.inr i) = (b i : Euclidean n) := by
65
+ simp [normalFrame, normalFrameVector]
66
+
67
+ def projectionTransport {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (u : Euclidean n) :
68
+ normalHyperplane (L.symm u) →ₗ[ℝ] normalHyperplane u :=
69
+ (normalHyperplane u).orthogonalProjectionOnto.toLinearMap ∘ₗ
70
+ L.toLinearMap ∘ₗ (normalHyperplane (L.symm u)).subtype
71
+
72
+ private theorem projectionTransport_matrix {n : ℕ} {ι : Type uι} [Fintype ι] [DecidableEq ι]
73
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (u : Euclidean n) (hu : u ≠ 0)
74
+ (hv : L.symm u ≠ 0)
75
+ (bv : OrthonormalBasis ι ℝ (normalHyperplane (L.symm u)))
76
+ (bu : OrthonormalBasis ι ℝ (normalHyperplane u)) :
77
+ L.toLinearMap.toMatrix (normalFrame (L.symm u) hv bv).toBasis
78
+ (normalFrame u hu bu).toBasis =
79
+ Matrix.fromBlocks (Matrix.of (fun _ _ : Unit => ‖u‖ / ‖L.symm u‖))
80
+ (Matrix.of (fun (_ : Unit) j => ⟪‖u‖⁻¹ • u, L (bv j)⟫)) 0
81
+ ((projectionTransport L u).toMatrix bv.toBasis bu.toBasis) := by
82
+ ext i j
83
+ simp only [LinearMap.toMatrix_apply, OrthonormalBasis.coe_toBasis,
84
+ OrthonormalBasis.coe_toBasis_repr_apply, OrthonormalBasis.repr_apply_apply]
85
+ rcases i with i | i <;> rcases j with j | j
86
+ · simp only [normalFrame_inl]
87
+ change ⟪‖u‖⁻¹ • u, L (‖L.symm u‖⁻¹ • L.symm u)⟫ = ‖u‖ / ‖L.symm u‖
88
+ rw [map_smul, L.apply_symm_apply, real_inner_smul_left, real_inner_smul_right,
89
+ real_inner_self_eq_norm_sq]
90
+ field_simp
91
+ · simp only [normalFrame_inl, normalFrame_inr]
92
+ rfl
93
+ · have hbi : ⟪(bu i : Euclidean n), u⟫ = 0 := by
94
+ rw [real_inner_comm]
95
+ exact Submodule.mem_orthogonal_singleton_iff_inner_right.mp (bu i).property
96
+ simp only [normalFrame_inr, normalFrame_inl]
97
+ change ⟪(bu i : Euclidean n), L (‖L.symm u‖⁻¹ • L.symm u)⟫ = 0
98
+ rw [map_smul, L.apply_symm_apply, real_inner_smul_right, hbi, mul_zero]
99
+ · simp only [normalFrame_inr]
100
+ change ⟪(bu i : Euclidean n), L (bv j)⟫ =
101
+ ((projectionTransport L u).toMatrix bv.toBasis bu.toBasis) i j
102
+ rw [LinearMap.toMatrix_apply]
103
+ rw [bu.coe_toBasis_repr_apply, bu.repr_apply_apply]
104
+ change ⟪(bu i : Euclidean n), L (bv j)⟫ =
105
+ ⟪bu i, (normalHyperplane u).orthogonalProjectionOnto (L (bv j))⟫
106
+ exact (Submodule.inner_orthogonalProjectionOnto_eq_of_mem_left _ _).symm
107
+
108
+ theorem projectionTransport_normDet {n : ℕ}
109
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (u : Euclidean n) (hu : u ≠ 0) :
110
+ (projectionTransport L u).normDet =
111
+ |L.toLinearMap.det| * ‖L.symm u‖ / ‖u‖ := by
112
+ have hv : L.symm u ≠ 0 := by simpa using hu
113
+ let bv := (stdOrthonormalBasis ℝ (normalHyperplane (L.symm u))).reindex
114
+ (finCongr (normalHyperplane_finrank (L.symm u) hv))
115
+ let bu := (stdOrthonormalBasis ℝ (normalHyperplane u)).reindex
116
+ (finCongr (normalHyperplane_finrank u hu))
117
+ have hL : |L.toLinearMap.det| =
118
+ |(L.toLinearMap.toMatrix (normalFrame (L.symm u) hv bv).toBasis
119
+ (normalFrame u hu bu).toBasis).det| := by
120
+ rw [← L.toLinearMap.normDet_eq_abs_det]
121
+ simpa only [Real.norm_eq_abs] using
122
+ L.toLinearMap.normDet_eq_norm_det_toMatrix
123
+ (normalFrame (L.symm u) hv bv) (normalFrame u hu bu)
124
+ rw [projectionTransport_matrix L u hu hv bv bu,
125
+ Matrix.det_fromBlocks_zero₂₁, Matrix.det_unique, Matrix.of_apply, abs_mul,
126
+ abs_of_nonneg (div_nonneg (norm_nonneg _) (norm_nonneg _))] at hL
127
+ have hA := (projectionTransport L u).normDet_eq_norm_det_toMatrix bv bu
128
+ rw [Real.norm_eq_abs] at hA
129
+ rw [← hA] at hL
130
+ rw [hL]
131
+ field_simp
132
+
133
+ theorem projectionTransport_project {n : ℕ}
134
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (u x : Euclidean n) :
135
+ projectionTransport L u ((normalHyperplane (L.symm u)).orthogonalProjectionOnto x) =
136
+ (normalHyperplane u).orthogonalProjectionOnto (L x) := by
137
+ have hmem := (normalHyperplane (L.symm u)).sub_starProjection_mem_orthogonal x
138
+ have hspan : (normalHyperplane (L.symm u))ᗮ =
139
+ Submodule.span ℝ ({L.symm u} : Set (Euclidean n)) := by
140
+ simp [normalHyperplane]
141
+ rw [hspan] at hmem
142
+ obtain ⟨t, ht⟩ := Submodule.mem_span_singleton.mp hmem
143
+ have huorth : L (x - (normalHyperplane (L.symm u)).starProjection x) ∈
144
+ (normalHyperplane u)ᗮ := by
145
+ rw [← ht, map_smul, L.apply_symm_apply]
146
+ simpa only [normalHyperplane, Submodule.orthogonal_orthogonal] using
147
+ (Submodule.span ℝ ({u} : Set (Euclidean n))).smul_mem t
148
+ (Submodule.mem_span_singleton_self u)
149
+ have hz := (normalHyperplane u).orthogonalProjectionOnto_apply_of_mem_orthogonal huorth
150
+ rw [map_sub, map_sub] at hz
151
+ exact (sub_eq_zero.mp hz).symm
152
+
153
+ theorem projection_image_linearEquiv {n : ℕ}
154
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (K : Set (Euclidean n)) (u : Euclidean n) :
155
+ (normalHyperplane u).orthogonalProjectionOnto '' (L '' K) =
156
+ projectionTransport L u ''
157
+ ((normalHyperplane (L.symm u)).orthogonalProjectionOnto '' K) := by
158
+ simp only [Set.image_image, projectionTransport_project]
159
+
160
+ theorem projectionVolume_linearEquiv_image {n : ℕ}
161
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (K : Set (Euclidean n))
162
+ (u : Euclidean n) (hu : u ≠ 0) :
163
+ projectionVolume (L '' K) u =
164
+ ENNReal.ofReal (|L.toLinearMap.det| * ‖L.symm u‖ / ‖u‖) *
165
+ projectionVolume K (L.symm u) := by
166
+ have hv : L.symm u ≠ 0 := by simpa using hu
167
+ have hrank : Module.finrank ℝ (normalHyperplane (L.symm u)) =
168
+ Module.finrank ℝ (normalHyperplane u) := by
169
+ rw [normalHyperplane_finrank (L.symm u) hv, normalHyperplane_finrank u hu]
170
+ have h := (projectionTransport L u).euclideanHausdorffMeasure_image_eq_normDet_mul_volume
171
+ ((normalHyperplane (L.symm u)).orthogonalProjectionOnto '' K)
172
+ rw [hrank, InnerProductSpace.euclideanHausdorffMeasure_eq_volume,
173
+ projectionTransport_normDet L u hu] at h
174
+ simpa only [projectionVolume, projection_image_linearEquiv] using h
175
+
176
+ theorem brightness_linearEquiv_image {n : ℕ}
177
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (K : Set (Euclidean n)) (u : Euclidean n) :
178
+ brightness (L '' K) u = |L.toLinearMap.det| * brightness K (L.symm u) := by
179
+ by_cases hu : u = 0
180
+ · simp [hu, brightness]
181
+ have hn : 0 ≤ |L.toLinearMap.det| * ‖L.symm u‖ / ‖u‖ :=
182
+ div_nonneg (mul_nonneg (abs_nonneg _) (norm_nonneg _)) (norm_nonneg _)
183
+ rw [brightness, projectionVolume_linearEquiv_image L K u hu,
184
+ ENNReal.toReal_mul, ENNReal.toReal_ofReal hn, brightness]
185
+ field_simp
186
+
187
+ end Paper092
188
+
189
+ end
190
+
191
+ end OAI
lean/OAI/Geometry/ProjectionVolume/AffineCovariance.lean ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.AffineBrightness
2
+ import OAI.Geometry.ProjectionVolume.Translation
3
+ import OAI.Geometry.ProjectionVolume.SimplexValue
4
+ import Mathlib.Analysis.InnerProductSpace.Adjoint
5
+ import Mathlib.MeasureTheory.Measure.Lebesgue.EqHaar
6
+ import Mathlib.Tactic.FieldSimp
7
+ import Mathlib.Tactic.Ring
8
+
9
+ namespace OAI
10
+
11
+ open Set MeasureTheory
12
+ open scoped RealInnerProductSpace Pointwise
13
+
14
+ namespace Paper092
15
+
16
+ theorem det_adjoint {n : ℕ} (A : Euclidean n →ₗ[ℝ] Euclidean n) :
17
+ A.adjoint.det = A.det := by
18
+ let b := stdOrthonormalBasis ℝ (Euclidean n)
19
+ rw [← LinearMap.det_toMatrix b.toBasis A.adjoint, LinearMap.toMatrix_adjoint,
20
+ Matrix.det_conjTranspose, LinearMap.det_toMatrix]
21
+ simp
22
+
23
+ theorem projectionBody_linearEquiv_image {n : ℕ}
24
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (K : Set (Euclidean n)) :
25
+ projectionBody (L '' K) =
26
+ (|L.toLinearMap.det| • L.symm.toLinearMap.adjoint) '' projectionBody K := by
27
+ have hb := brightness_linearEquiv_image L K
28
+ let c := |L.toLinearMap.det|
29
+ have hc : 0 < c := abs_pos.mpr L.isUnit_det'.ne_zero
30
+ ext y
31
+ constructor
32
+ · intro hy
33
+ let z := c⁻¹ • L.toLinearMap.adjoint y
34
+ refine ⟨z, ?_, ?_⟩
35
+ · intro u
36
+ have h := hy (L u)
37
+ rw [hb, L.symm_apply_apply] at h
38
+ change ⟪u, c⁻¹ • L.toLinearMap.adjoint y⟫ ≤ brightness K u
39
+ rw [inner_smul_right, LinearMap.adjoint_inner_right]
40
+ calc
41
+ c⁻¹ * ⟪L u, y⟫ ≤ c⁻¹ * (c * brightness K u) :=
42
+ mul_le_mul_of_nonneg_left h (inv_nonneg.mpr hc.le)
43
+ _ = brightness K u := by field_simp
44
+ · change c • L.symm.toLinearMap.adjoint z = y
45
+ have hcancel : L.symm.toLinearMap.adjoint (L.toLinearMap.adjoint y) = y := by
46
+ change (L.symm.toLinearMap.adjoint.comp L.toLinearMap.adjoint) y = y
47
+ rw [← LinearMap.adjoint_comp]
48
+ simp
49
+ simp [z, map_smul, hcancel, smul_smul, hc.ne']
50
+ · rintro ⟨z, hz, rfl⟩ u
51
+ change ⟪u, c • L.symm.toLinearMap.adjoint z⟫ ≤ _
52
+ rw [inner_smul_right, LinearMap.adjoint_inner_right, hb]
53
+ exact mul_le_mul_of_nonneg_left (hz (L.symm u)) hc.le
54
+
55
+ theorem det_projectionBody_transform {n : ℕ} (hn : 0 < n)
56
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) :
57
+ |(|L.toLinearMap.det| • L.symm.toLinearMap.adjoint).det| =
58
+ |L.toLinearMap.det| ^ (n - 1) := by
59
+ rw [LinearMap.det_smul, det_adjoint, LinearEquiv.det_coe_symm,
60
+ finrank_euclideanSpace_fin, abs_mul, abs_pow, abs_abs, abs_inv]
61
+ obtain ⟨k, rfl⟩ := Nat.exists_eq_succ_of_ne_zero (Nat.ne_zero_of_lt hn)
62
+ simp [pow_succ, L.isUnit_det'.ne_zero]
63
+
64
+ theorem normalizedProjectionVolume_linearEquiv_image {n : ℕ}
65
+ (hn : 0 < n) (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (K : Set (Euclidean n)) :
66
+ normalizedProjectionVolume (L '' K) = normalizedProjectionVolume K := by
67
+ have hc : |L.toLinearMap.det| ≠ 0 := abs_ne_zero.mpr L.isUnit_det'.ne_zero
68
+ have hvol : volume (L '' K) =
69
+ ENNReal.ofReal |L.toLinearMap.det| * volume K :=
70
+ volume.addHaar_image_linearMap L.toLinearMap K
71
+ unfold normalizedProjectionVolume
72
+ rw [projectionBody_linearEquiv_image L K,
73
+ volume.addHaar_image_linearMap, det_projectionBody_transform hn L,
74
+ ENNReal.toReal_mul, ENNReal.toReal_ofReal (pow_nonneg (abs_nonneg _) _),
75
+ hvol, ENNReal.toReal_mul, ENNReal.toReal_ofReal (abs_nonneg _), mul_pow]
76
+ exact mul_div_mul_left _ _ (pow_ne_zero _ hc)
77
+
78
+ theorem standardSimplex_affine_image_normalizedProjectionVolume {n : ℕ} (hn : 0 < n)
79
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (v : Euclidean n) :
80
+ normalizedProjectionVolume (v +ᵥ (L '' standardSimplex n)) = simplexConstant n := by
81
+ rw [normalizedProjectionVolume_vadd, normalizedProjectionVolume_linearEquiv_image hn,
82
+ standardSimplex_normalizedProjectionVolume n hn]
83
+
84
+ end Paper092
85
+
86
+ end OAI
lean/OAI/Geometry/ProjectionVolume/ApproximationBounds.lean ADDED
@@ -0,0 +1,122 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.BallBrightness
2
+ import OAI.Geometry.ProjectionVolume.SupportLimit
3
+ import OAI.Geometry.ProjectionVolume.InnerSequence
4
+
5
+ namespace OAI
6
+
7
+ open Set Metric Filter MeasureTheory
8
+ open scoped Pointwise Topology RealInnerProductSpace
9
+
10
+ namespace Paper092
11
+
12
+ theorem volume_smul_real {d : ℕ} (P : Set (Euclidean d)) {c : ℝ} (hc : 0 ≤ c) :
13
+ (volume (c • P)).toReal = c ^ d * (volume P).toReal := by
14
+ rw [Measure.addHaar_smul, finrank_euclideanSpace_fin, abs_pow, abs_of_nonneg hc,
15
+ ENNReal.toReal_mul, ENNReal.toReal_ofReal (pow_nonneg hc _)]
16
+
17
+ theorem volume_real_mono {d : ℕ} {P K : Set (Euclidean d)} (hK : IsCompact K) (h : P ⊆ K) :
18
+ (volume P).toReal ≤ (volume K).toReal :=
19
+ ENNReal.toReal_mono hK.measure_lt_top.ne (measure_mono h)
20
+
21
+ theorem approximation_brightness_bound {d : ℕ} (hd : 2 ≤ d)
22
+ {P K : Set (Euclidean d)} (hP : IsCompact P) (hK : IsCompact K)
23
+ {scale R : ℝ} (hscale : 1 ≤ scale) (hR : 0 ≤ R) (hPK : P ⊆ K) (hKP : K ⊆ scale • P)
24
+ (hKR : K ⊆ closedBall 0 R) (u : Euclidean d) (hu : ‖u‖ = 1) :
25
+ 0 ≤ brightness K u - brightness P u ∧
26
+ brightness K u - brightness P u ≤
27
+ (scale ^ (d - 1) - 1) * (euclideanUnitBallVolume (d - 1) * R ^ (d - 1)) := by
28
+ have hmono := brightness_mono hPK hK u
29
+ have hupper : brightness K u ≤ scale ^ (d - 1) * brightness P u := by
30
+ have hh := brightness_mono hKP (hP.smul scale) u
31
+ simpa only [brightness_body_smul, abs_of_nonneg (zero_le_one.trans hscale)] using hh
32
+ have hbound : brightness P u ≤ euclideanUnitBallVolume (d - 1) * R ^ (d - 1) :=
33
+ hmono.trans (by simpa only [hu, one_mul] using brightness_le_ball_bound hd hR hKR u)
34
+ have hpow : 1 ≤ scale ^ (d - 1) := one_le_pow₀ hscale
35
+ refine ⟨sub_nonneg.mpr hmono, ?_⟩
36
+ calc
37
+ brightness K u - brightness P u ≤ (scale ^ (d - 1) - 1) * brightness P u := by nlinarith
38
+ _ ≤ _ := mul_le_mul_of_nonneg_left hbound (sub_nonneg.mpr hpow)
39
+
40
+ theorem approximation_projectionBody_sandwich {d : ℕ} {P K : Set (Euclidean d)}
41
+ (hP : IsCompact P) (hK : IsCompact K) {scale : ℝ} (hscale : 0 < scale)
42
+ (hPK : P ⊆ K) (hKP : K ⊆ scale • P) :
43
+ projectionBody P ⊆ projectionBody K ∧
44
+ projectionBody K ⊆ scale ^ (d - 1) • projectionBody P := by
45
+ refine ⟨projectionBody_mono hPK hK, ?_⟩
46
+ have hh := projectionBody_mono hKP (hP.smul scale)
47
+ simpa only [projectionBody_body_smul P scale hscale.ne', abs_of_pos hscale] using hh
48
+
49
+ theorem approximation_volume_sandwich {d : ℕ} {P K : Set (Euclidean d)}
50
+ (hP : IsCompact P) (hK : IsCompact K) {scale : ℝ} (hscale : 0 ≤ scale)
51
+ (hPK : P ⊆ K) (hKP : K ⊆ scale • P) :
52
+ (volume P).toReal ≤ (volume K).toReal ∧
53
+ (volume K).toReal ≤ scale ^ d * (volume P).toReal := by
54
+ refine ⟨volume_real_mono hK hPK, ?_⟩
55
+ exact (volume_real_mono (hP.smul scale) hKP).trans_eq (volume_smul_real P hscale)
56
+
57
+ theorem approximation_projectionBody_volume_sandwich {d : ℕ} {P K : Set (Euclidean d)}
58
+ (hP : IsCompact P) (hK : IsCompact K) {scale : ℝ} (hscale : 0 < scale)
59
+ (hPK : P ⊆ K) (hKP : K ⊆ scale • P) :
60
+ (volume (projectionBody P)).toReal ≤ (volume (projectionBody K)).toReal ∧
61
+ (volume (projectionBody K)).toReal ≤
62
+ scale ^ (d * (d - 1)) * (volume (projectionBody P)).toReal := by
63
+ obtain ⟨hPiPK, hPiKP⟩ := approximation_projectionBody_sandwich hP hK hscale hPK hKP
64
+ have hh := approximation_volume_sandwich (projectionBody_isCompact P)
65
+ (projectionBody_isCompact K) (pow_nonneg hscale.le _) hPiPK hPiKP
66
+ simpa only [← pow_mul, Nat.mul_comm (d - 1) d] using hh
67
+
68
+ theorem approximation_brightness_uniform {d : ℕ} (hd : 2 ≤ d)
69
+ {P : ℕ → Set (Euclidean d)} {K : Set (Euclidean d)}
70
+ (hP : ∀ m, IsCompact (P m)) (hK : IsCompact K)
71
+ {scale : ℕ → ℝ} (hscale : ∀ m, 1 ≤ scale m) (hscalelim : Tendsto scale atTop (𝓝 1))
72
+ {R : ℝ} (hR : 0 ≤ R) (hKR : K ⊆ closedBall 0 R)
73
+ (hPK : ∀ m, P m ⊆ K) (hKP : ∀ m, K ⊆ scale m • P m) :
74
+ TendstoUniformlyOn (fun m u => brightness (P m) u) (brightness K) atTop (sphere 0 1) := by
75
+ let C := euclideanUnitBallVolume (d - 1) * R ^ (d - 1)
76
+ have hcont : Continuous (fun r : ℝ => (r ^ (d - 1) - 1) * C) := by fun_prop
77
+ have hlim : Tendsto (fun m => (scale m ^ (d - 1) - 1) * C) atTop (𝓝 0) := by
78
+ simpa only [Function.comp_def, one_pow, sub_self, zero_mul] using (hcont.tendsto 1).comp hscalelim
79
+ apply Metric.tendstoUniformlyOn_iff.mpr
80
+ intro ε hε
81
+ filter_upwards [hlim.eventually (Iio_mem_nhds hε)] with m hm
82
+ intro u hu
83
+ have hunit : ‖u‖ = 1 := mem_sphere_zero_iff_norm.mp hu
84
+ have hb := approximation_brightness_bound hd (hP m) hK (hscale m) hR (hPK m) (hKP m) hKR u hunit
85
+ rw [Real.dist_eq, abs_of_nonneg hb.1]
86
+ exact hb.2.trans_lt hm
87
+
88
+ theorem tendsto_of_multiplicative_sandwich {f q : ℕ → ℝ} {L : ℝ}
89
+ (hq : ∀ m, 0 < q m) (hqlim : Tendsto q atTop (𝓝 1))
90
+ (hupper : ∀ m, f m ≤ L) (hlower : ∀ m, L ≤ q m * f m) :
91
+ Tendsto f atTop (𝓝 L) := by
92
+ have hlim : Tendsto (fun m => L / q m) atTop (𝓝 L) := by
93
+ have hcont : ContinuousAt (fun x : ℝ => L / x) 1 := by fun_prop (disch := norm_num)
94
+ simpa only [Function.comp_def, div_one] using hcont.tendsto.comp hqlim
95
+ apply tendsto_of_tendsto_of_tendsto_of_le_of_le hlim tendsto_const_nhds
96
+ · intro m
97
+ exact (div_le_iff₀ (hq m)).mpr (by simpa only [mul_comm] using hlower m)
98
+ · exact hupper
99
+
100
+ theorem approximation_volume_tendsto {d : ℕ}
101
+ {P : ℕ → Set (Euclidean d)} {K : Set (Euclidean d)}
102
+ (hP : ∀ m, IsCompact (P m)) (hK : IsCompact K)
103
+ {scale : ℕ → ℝ} (hscale : ∀ m, 0 < scale m) (hscalelim : Tendsto scale atTop (𝓝 1))
104
+ (hPK : ∀ m, P m ⊆ K) (hKP : ∀ m, K ⊆ scale m • P m) :
105
+ Tendsto (fun m => (volume (P m)).toReal) atTop (𝓝 (volume K).toReal) ∧
106
+ Tendsto (fun m => (volume (projectionBody (P m))).toReal) atTop
107
+ (𝓝 (volume (projectionBody K)).toReal) := by
108
+ have hq (k : ℕ) : Tendsto (fun m => scale m ^ k) atTop (𝓝 1) := by
109
+ have hcont : Continuous (fun x : ℝ => x ^ k) := by fun_prop
110
+ simpa only [Function.comp_def, one_pow] using (hcont.tendsto 1).comp hscalelim
111
+ constructor
112
+ · apply tendsto_of_multiplicative_sandwich (fun m => pow_pos (hscale m) d) (hq d)
113
+ · exact fun m => (approximation_volume_sandwich (hP m) hK (hscale m).le (hPK m) (hKP m)).1
114
+ · exact fun m => (approximation_volume_sandwich (hP m) hK (hscale m).le (hPK m) (hKP m)).2
115
+ · apply tendsto_of_multiplicative_sandwich (fun m => pow_pos (hscale m) (d * (d - 1)))
116
+ (hq (d * (d - 1)))
117
+ · exact fun m => (approximation_projectionBody_volume_sandwich (hP m) hK (hscale m) (hPK m) (hKP m)).1
118
+ · exact fun m => (approximation_projectionBody_volume_sandwich (hP m) hK (hscale m) (hPK m) (hKP m)).2
119
+
120
+ end Paper092
121
+
122
+ end OAI
lean/OAI/Geometry/ProjectionVolume/AreaNormalVectors.lean ADDED
@@ -0,0 +1,71 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.FacetLinearImage
2
+ import OAI.Geometry.ProjectionVolume.GeneralProduct
3
+ import OAI.Geometry.ProjectionVolume.SimplexPolytope
4
+
5
+ namespace OAI
6
+
7
+ universe uι uκ
8
+
9
+ noncomputable section
10
+ open Set MeasureTheory
11
+ open scoped RealInnerProductSpace
12
+
13
+ namespace Paper092
14
+
15
+ theorem affineHyperplane_linearImage_areaNormal {n : ℕ}
16
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (v : Euclidean n) (hv : ‖v‖ = 1)
17
+ (c : ℝ) (F : Set (Euclidean n)) (hplane : ∀ x ∈ F, ⟪v, x⟫ = c) :
18
+ (μHE[n - 1] (L '' F)).toReal • linearImageNormal L v =
19
+ (|L.toLinearMap.det| • L.symm.toLinearMap.adjoint) ((μHE[n - 1] F).toReal • v) := by
20
+ rw [affineHyperplane_linearImage_area_real L v hv c F hplane, linearImageNormal,
21
+ smul_smul, LinearMap.smul_apply, map_smul, smul_smul]
22
+ congr 1
23
+ field_simp [norm_ne_zero_iff.mpr (inverseAdjoint_ne_zero L v hv)]
24
+
25
+ theorem simplexFacet_coordinate_areaNormal (n : ℕ) (i : Fin (n + 1)) :
26
+ (μHE[n] (simplexFacet (n + 1) (some i))).toReal •
27
+ (-EuclideanSpace.single i (1 : ℝ)) =
28
+ -(1 / (n.factorial : ℝ)) • EuclideanSpace.single i (1 : ℝ) := by
29
+ rw [simplexFacet_coordinate_area, ENNReal.toReal_ofReal (by positivity)]
30
+ exact (smul_neg _ _).trans (neg_smul _ _).symm
31
+
32
+ theorem simplexFacet_diagonal_areaNormal (n : ℕ) :
33
+ (μHE[n] (simplexFacet (n + 1) none)).toReal • diagonalUnitNormal (n + 1) =
34
+ (1 / (n.factorial : ℝ)) • diagonalVector (n + 1) := by
35
+ rw [simplexFacet_diagonal_area, ENNReal.toReal_ofReal (by positivity),
36
+ diagonalUnitNormal, smul_smul]
37
+ congr 1
38
+ have hs : Real.sqrt ((n : ℝ) + 1) ≠ 0 := ne_of_gt (Real.sqrt_pos.mpr (by positivity))
39
+ push_cast
40
+ field_simp
41
+
42
+ namespace HPolytope
43
+
44
+ theorem product_areaNormal_inl {r s : ℕ} (hr : 0 < r)
45
+ {ι : Type uι} {κ : Type uκ} [Fintype ι] [Fintype κ] (A : HPolytope r ι) (B : HPolytope s κ)
46
+ (i : ι) :
47
+ splitEuclideanProduct r s ((A.product B).faceArea (.inl i) •
48
+ (A.product B).normal (.inl i)) =
49
+ ((volume B.body).toReal • (A.faceArea i • A.normal i), 0) := by
50
+ rw [product_faceArea_inl hr]
51
+ change splitEuclideanProduct r s ((A.faceArea i * (volume B.body).toReal) •
52
+ productLiftLeft r s (A.normal i)) = _
53
+ simp [productLiftLeft, smul_smul, mul_comm]
54
+
55
+ theorem product_areaNormal_inr {r s : ℕ} (hs : 0 < s)
56
+ {ι : Type uι} {κ : Type uκ} [Fintype ι] [Fintype κ] (A : HPolytope r ι) (B : HPolytope s κ)
57
+ (i : κ) :
58
+ splitEuclideanProduct r s ((A.product B).faceArea (.inr i) •
59
+ (A.product B).normal (.inr i)) =
60
+ (0, (volume A.body).toReal • (B.faceArea i • B.normal i)) := by
61
+ rw [product_faceArea_inr hs]
62
+ change splitEuclideanProduct r s (((volume A.body).toReal * B.faceArea i) •
63
+ productLiftRight r s (B.normal i)) = _
64
+ simp [productLiftRight, smul_smul]
65
+
66
+ end HPolytope
67
+ end Paper092
68
+
69
+ end
70
+
71
+ end OAI
lean/OAI/Geometry/ProjectionVolume/Arithmetic.lean ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.Model
2
+ import Mathlib.Tactic.FieldSimp
3
+ import Mathlib.Tactic.Linarith
4
+ import Mathlib.Tactic.NormNum
5
+ import Mathlib.Tactic.Positivity
6
+
7
+ namespace OAI
8
+
9
+ namespace Paper092
10
+
11
+ theorem simplex_constant_product_ratio (r s : ℕ) (hr : 0 < r) (hs : 0 < s) :
12
+ simplexConstant r * simplexConstant s / simplexConstant (r + s) =
13
+ ((r + 1 : ℝ) * (s + 1) / (r + s + 1)) * (Nat.choose (r + s) r : ℝ) *
14
+ ((r : ℝ) ^ r * (s : ℝ) ^ s / ((r + s : ℕ) : ℝ) ^ (r + s)) := by
15
+ have hfac := Nat.choose_mul_factorial_mul_factorial (show r ≤ r + s by omega)
16
+ simp only [Nat.add_sub_cancel_left] at hfac
17
+ have hfac' : (Nat.choose (r + s) r : ℝ) * r.factorial * s.factorial =
18
+ ((r + s).factorial : ℝ) := by exact_mod_cast hfac
19
+ have hr0 : (r.factorial : ℝ) ≠ 0 := by exact_mod_cast Nat.factorial_ne_zero r
20
+ have hs0 : (s.factorial : ℝ) ≠ 0 := by exact_mod_cast Nat.factorial_ne_zero s
21
+ have hrs0 : ((r + s : ℕ) : ℝ) ≠ 0 := by positivity
22
+ have hrs1 : (r : ℝ) + s + 1 ≠ 0 := by positivity
23
+ have hfrs0 : ((r + s).factorial : ℝ) ≠ 0 := by
24
+ exact_mod_cast Nat.factorial_ne_zero (r + s)
25
+ unfold simplexConstant
26
+ push_cast
27
+ field_simp
28
+ nlinarith [hfac']
29
+
30
+ theorem dimension_twenty_ratio :
31
+ simplexConstant 10 * simplexConstant 10 / simplexConstant 20 =
32
+ (22355476 : ℝ) / 22020096 := by
33
+ norm_num [simplexConstant, Nat.factorial]
34
+
35
+ theorem dimension_twenty_strict :
36
+ simplexConstant 20 < simplexConstant 10 * simplexConstant 10 := by
37
+ norm_num [simplexConstant, Nat.factorial]
38
+
39
+ end Paper092
40
+
41
+ end OAI
lean/OAI/Geometry/ProjectionVolume/AugmentedDeterminant.lean ADDED
@@ -0,0 +1,106 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.ProjectionJacobian
2
+
3
+ namespace OAI
4
+
5
+ universe uι
6
+
7
+ open Set
8
+ open scoped RealInnerProductSpace
9
+
10
+ namespace Paper092
11
+
12
+ noncomputable def augmentedTangentMatrix {d : ℕ} {ι : Type uι} [Fintype ι]
13
+ (v : Euclidean d) (b : OrthonormalBasis ι ℝ (normalHyperplane v))
14
+ (B : OrthonormalBasis (ι ⊕ Fin 1) ℝ (Euclidean d)) (u : Euclidean d) :
15
+ Matrix (ι ⊕ Fin 1) (ι ⊕ Fin 1) ℝ :=
16
+ fun i j => ⟪B i, Sum.elim (fun k => (b k : Euclidean d)) (fun _ => u) j⟫
17
+
18
+ theorem abs_det_augmentedTangentMatrix {d : ℕ} {ι : Type uι} [Fintype ι] [DecidableEq ι]
19
+ (v : Euclidean d) (hv : ‖v‖ = 1) (b : OrthonormalBasis ι ℝ (normalHyperplane v))
20
+ (B : OrthonormalBasis (ι ⊕ Fin 1) ℝ (Euclidean d)) (u : Euclidean d) :
21
+ |(augmentedTangentMatrix v b B u).det| = |⟪u, v⟫| := by
22
+ let w : ι ⊕ Fin 1 → Euclidean d := Sum.elim (fun k => (b k : Euclidean d)) (fun _ => u)
23
+ let a : ι → ℝ := fun i => ⟪u, (b i : Euclidean d)⟫
24
+ let M := augmentedTangentMatrix v b B u
25
+ have hgram : Matrix.gram ℝ w = Matrix.fromBlocks
26
+ (1 : Matrix ι ι ℝ) (Matrix.of fun i (_ : Fin 1) => a i)
27
+ (Matrix.of fun (_ : Fin 1) j => a j)
28
+ (Matrix.of fun (_ _ : Fin 1) => ‖u‖ ^ 2) := by
29
+ ext i j
30
+ rcases i with i | i <;> rcases j with j | j
31
+ · exact b.inner_eq_ite i j
32
+ · change ⟪(b i : Euclidean d), u⟫ = ⟪u, (b i : Euclidean d)⟫
33
+ exact real_inner_comm _ _
34
+ · rfl
35
+ · exact real_inner_self_eq_norm_sq u
36
+ have hsum : (∑ i, a i ^ 2) = ‖u‖ ^ 2 - ⟪u, v⟫ ^ 2 := by
37
+ have h := b.sum_sq_inner_left ((normalHyperplane v).orthogonalProjectionOnto u)
38
+ simp only [Submodule.inner_orthogonalProjectionOnto_eq_of_mem_right] at h
39
+ change (∑ i, a i ^ 2) = ‖(normalHyperplane v).orthogonalProjectionOnto u‖ ^ 2 at h
40
+ rw [h]
41
+ change ‖(normalHyperplane v).starProjection u‖ ^ 2 = _
42
+ rw [normal_starProjection_unit v u hv, ← real_inner_self_eq_norm_sq]
43
+ simp only [inner_sub_left, inner_sub_right, real_inner_smul_left, real_inner_smul_right,
44
+ real_inner_self_eq_norm_sq, norm_smul, Real.norm_eq_abs, hv, mul_one, sq_abs]
45
+ rw [real_inner_comm v u]
46
+ ring
47
+ have hgdet : (Matrix.gram ℝ w).det = ⟪u, v⟫ ^ 2 := by
48
+ rw [hgram, Matrix.det_fromBlocks_one₁₁, Matrix.det_unique]
49
+ change ‖u‖ ^ 2 - (∑ i, a i * a i) = ⟪u, v⟫ ^ 2
50
+ simp_rw [← pow_two]
51
+ rw [hsum]
52
+ ring
53
+ have hfactor : M.transpose * M = Matrix.gram ℝ w := by
54
+ ext i j
55
+ change (∑ k, ⟪B k, w i⟫ * ⟪B k, w j⟫) = ⟪w i, w j⟫
56
+ calc
57
+ (∑ k, ⟪B k, w i⟫ * ⟪B k, w j⟫) =
58
+ ∑ k, ⟪w i, B k⟫ * ⟪B k, w j⟫ := by
59
+ apply Finset.sum_congr rfl
60
+ intro k _
61
+ rw [real_inner_comm (B k) (w i)]
62
+ _ = ⟪w i, w j⟫ := B.sum_inner_mul_inner _ _
63
+ have hsquare : M.det ^ 2 = ⟪u, v⟫ ^ 2 := by
64
+ calc
65
+ M.det ^ 2 = (M.transpose * M).det := by
66
+ rw [Matrix.det_mul, Matrix.det_transpose, pow_two]
67
+ _ = (Matrix.gram ℝ w).det := congrArg Matrix.det hfactor
68
+ _ = ⟪u, v⟫ ^ 2 := hgdet
69
+ change |M.det| = _
70
+ nlinarith [sq_abs M.det, sq_abs ⟪u, v⟫, abs_nonneg M.det, abs_nonneg ⟪u, v⟫]
71
+
72
+ noncomputable def tangentColumns {n : ℕ} (v : Euclidean (n + 1))
73
+ (b : OrthonormalBasis (Fin n) ℝ (normalHyperplane v)) (u : Euclidean (n + 1)) :
74
+ Matrix (Fin (n + 1)) (Fin (n + 1)) ℝ :=
75
+ fun i j => (Fin.append (fun k => (b k : Euclidean (n + 1))) (fun _ : Fin 1 => u) j) i
76
+
77
+ theorem abs_det_tangentColumns {n : ℕ} (v : Euclidean (n + 1)) (hv : ‖v‖ = 1)
78
+ (b : OrthonormalBasis (Fin n) ℝ (normalHyperplane v)) (u : Euclidean (n + 1)) :
79
+ |(tangentColumns v b u).det| = |⟪u, v⟫| := by
80
+ let e : Fin n ⊕ Fin 1 ≃ Fin (n + 1) := finSumFinEquiv
81
+ let B : OrthonormalBasis (Fin n ⊕ Fin 1) ℝ (Euclidean (n + 1)) :=
82
+ (EuclideanSpace.basisFun (Fin (n + 1)) ℝ).reindex e.symm
83
+ have hB (i : Fin n ⊕ Fin 1) : B i = EuclideanSpace.single (e i) 1 := by
84
+ rw [OrthonormalBasis.reindex_apply]
85
+ exact EuclideanSpace.basisFun_apply (Fin (n + 1)) ℝ (e i)
86
+ have hm : augmentedTangentMatrix v b B u = (tangentColumns v b u).submatrix e e := by
87
+ ext i j
88
+ change ⟪B i, Sum.elim (fun k => (b k : Euclidean (n + 1))) (fun _ => u) j⟫ =
89
+ (Fin.append (fun k => (b k : Euclidean (n + 1))) (fun _ : Fin 1 => u) (e j)) (e i)
90
+ rw [hB]
91
+ rcases j with j | j
92
+ · simp [e, EuclideanSpace.inner_single_left]
93
+ · simp [e, EuclideanSpace.inner_single_left]
94
+ have h := abs_det_augmentedTangentMatrix v hv b B u
95
+ rw [hm, Matrix.det_submatrix_equiv_self] at h
96
+ exact h
97
+
98
+ theorem hyperplaneProjection_normDet_eq_abs_augmented_det {n : ℕ}
99
+ (u v : Euclidean (n + 1)) (hu : ‖u‖ = 1) (hv : ‖v‖ = 1)
100
+ (b : OrthonormalBasis (Fin n) ℝ (normalHyperplane v)) :
101
+ (hyperplaneProjection u v).normDet = |(tangentColumns v b u).det| := by
102
+ rw [hyperplaneProjection_normDet u v hu hv, abs_det_tangentColumns v hv b u]
103
+
104
+ end Paper092
105
+
106
+ end OAI
lean/OAI/Geometry/ProjectionVolume/BallBrightness.lean ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.Brightness
2
+ import Mathlib.MeasureTheory.Measure.Lebesgue.VolumeOfBalls
3
+ import Mathlib.Analysis.Normed.Module.Ball.Pointwise
4
+
5
+ namespace OAI
6
+
7
+ open Set Metric MeasureTheory
8
+ open scoped Pointwise RealInnerProductSpace
9
+
10
+ namespace Paper092
11
+
12
+ noncomputable def euclideanUnitBallVolume (d : ℕ) : ℝ :=
13
+ (volume (closedBall (0 : Euclidean d) 1)).toReal
14
+
15
+ theorem projection_image_closedBall {d : ℕ} (u : Euclidean d) (R : ℝ) :
16
+ (normalHyperplane u).orthogonalProjectionOnto '' closedBall (0 : Euclidean d) R =
17
+ closedBall (0 : normalHyperplane u) R := by
18
+ ext y
19
+ constructor
20
+ · rintro ⟨x, hx, rfl⟩
21
+ apply mem_closedBall_zero_iff.mpr
22
+ exact ((normalHyperplane u).norm_orthogonalProjectionOnto_apply_le x).trans
23
+ (mem_closedBall_zero_iff.mp hx)
24
+ · intro hy
25
+ refine ⟨y.val, ?_, (normalHyperplane u).orthogonalProjectionOnto_mem_subspace_eq_self y⟩
26
+ simpa only [mem_closedBall, dist_zero_right, Submodule.norm_coe] using hy
27
+
28
+ theorem projectionVolume_closedBall_real {d : ℕ} (hd : 2 ≤ d)
29
+ (u : Euclidean d) (hu : u ≠ 0) (R : ℝ) (hR : 0 ≤ R) :
30
+ (projectionVolume (closedBall (0 : Euclidean d) R) u).toReal =
31
+ euclideanUnitBallVolume (d - 1) * R ^ (d - 1) := by
32
+ let : Nontrivial (normalHyperplane u) := Module.nontrivial_of_finrank_pos (by
33
+ rw [normalHyperplane_finrank u hu]
34
+ omega)
35
+ let : Nontrivial (Euclidean (d - 1)) := Module.nontrivial_of_finrank_pos (by
36
+ rw [finrank_euclideanSpace_fin]
37
+ omega)
38
+ have hunit : (volume (closedBall (0 : normalHyperplane u) 1)) =
39
+ volume (closedBall (0 : Euclidean (d - 1)) 1) := by
40
+ rw [InnerProductSpace.volume_closedBall, InnerProductSpace.volume_closedBall,
41
+ normalHyperplane_finrank u hu, finrank_euclideanSpace_fin]
42
+ have hball : R • closedBall (0 : normalHyperplane u) 1 = closedBall 0 R := by
43
+ rw [_root_.smul_closedBall _ _ zero_le_one, smul_zero, Real.norm_eq_abs, abs_of_nonneg hR, mul_one]
44
+ unfold projectionVolume
45
+ rw [projection_image_closedBall, ← hball, Measure.addHaar_smul,
46
+ normalHyperplane_finrank u hu, abs_pow, abs_of_nonneg hR,
47
+ ENNReal.toReal_mul, ENNReal.toReal_ofReal (pow_nonneg hR _), hunit]
48
+ exact mul_comm _ _
49
+
50
+ theorem brightness_closedBall {d : ℕ} (hd : 2 ≤ d) (R : ℝ) (hR : 0 ≤ R)
51
+ (u : Euclidean d) :
52
+ brightness (closedBall (0 : Euclidean d) R) u =
53
+ ‖u‖ * (euclideanUnitBallVolume (d - 1) * R ^ (d - 1)) := by
54
+ by_cases hu : u = 0
55
+ · simp [hu, brightness]
56
+ · unfold brightness
57
+ rw [projectionVolume_closedBall_real hd u hu R hR]
58
+
59
+ theorem brightness_le_ball_bound {d : ℕ} (hd : 2 ≤ d) {K : Set (Euclidean d)}
60
+ {R : ℝ} (hR : 0 ≤ R) (hK : K ⊆ closedBall 0 R) (u : Euclidean d) :
61
+ brightness K u ≤ ‖u‖ * (euclideanUnitBallVolume (d - 1) * R ^ (d - 1)) := by
62
+ exact (brightness_mono hK (isCompact_closedBall _ _) u).trans_eq
63
+ (brightness_closedBall hd R hR u)
64
+
65
+ theorem ball_subset_projectionBody {d : ℕ} (hd : 2 ≤ d) {K : Set (Euclidean d)}
66
+ (hK : IsCompact K) {a : ℝ} (ha : 0 ≤ a) (hball : closedBall 0 a ⊆ K) :
67
+ closedBall (0 : Euclidean d) (euclideanUnitBallVolume (d - 1) * a ^ (d - 1)) ⊆
68
+ projectionBody K := by
69
+ intro y hy u
70
+ calc
71
+ ⟪u, y⟫ ≤ ‖u‖ * ‖y‖ := real_inner_le_norm _ _
72
+ _ ≤ ‖u‖ * (euclideanUnitBallVolume (d - 1) * a ^ (d - 1)) :=
73
+ mul_le_mul_of_nonneg_left (mem_closedBall_zero_iff.mp hy) (norm_nonneg u)
74
+ _ = brightness (closedBall (0 : Euclidean d) a) u := (brightness_closedBall hd a ha u).symm
75
+ _ ≤ brightness K u := brightness_mono hball hK u
76
+
77
+ theorem projectionBody_subset_ball {d : ℕ} (hd : 2 ≤ d) {K : Set (Euclidean d)}
78
+ {R : ℝ} (hR : 0 ≤ R) (hK : K ⊆ closedBall 0 R) :
79
+ projectionBody K ⊆
80
+ closedBall (0 : Euclidean d) (euclideanUnitBallVolume (d - 1) * R ^ (d - 1)) := by
81
+ intro y hy
82
+ have hc : 0 ≤ euclideanUnitBallVolume (d - 1) * R ^ (d - 1) := by
83
+ exact mul_nonneg ENNReal.toReal_nonneg (pow_nonneg hR _)
84
+ have h := (hy y).trans (brightness_le_ball_bound hd hR hK y)
85
+ rw [real_inner_self_eq_norm_sq] at h
86
+ apply mem_closedBall_zero_iff.mpr
87
+ nlinarith [norm_nonneg y]
88
+
89
+ end Paper092
90
+
91
+ end OAI
lean/OAI/Geometry/ProjectionVolume/Basic.lean ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.Model
2
+
3
+ namespace OAI
4
+
5
+ noncomputable section
6
+
7
+ open Set MeasureTheory
8
+ open scoped RealInnerProductSpace
9
+
10
+ namespace Paper092
11
+
12
+ theorem normalHyperplane_volume_is_canonical {n : ℕ} (u : Euclidean n) :
13
+ (volume : Measure (normalHyperplane u)) =
14
+ (stdOrthonormalBasis ℝ (normalHyperplane u)).toBasis.addHaar := rfl
15
+
16
+ theorem normalHyperplane_finrank {n : ℕ} (u : Euclidean n) (hu : u ≠ 0) :
17
+ Module.finrank ℝ (normalHyperplane u) = n - 1 := by
18
+ have h := (Submodule.span ℝ ({u} : Set (Euclidean n))).finrank_add_finrank_orthogonal
19
+ simp only [finrank_span_singleton hu, finrank_euclideanSpace_fin] at h
20
+ change Module.finrank ℝ ((Submodule.span ℝ ({u} : Set (Euclidean n)))ᗮ) = n - 1
21
+ omega
22
+
23
+ end Paper092
24
+
25
+ end
26
+
27
+ end OAI
lean/OAI/Geometry/ProjectionVolume/Brightness.lean ADDED
@@ -0,0 +1,133 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.Basic
2
+
3
+ namespace OAI
4
+
5
+ open Set MeasureTheory
6
+ open scoped RealInnerProductSpace Pointwise
7
+
8
+ namespace Paper092
9
+
10
+ theorem normalHyperplane_smul {n : ℕ} (u : Euclidean n) {c : ℝ} (hc : c ≠ 0) :
11
+ normalHyperplane (c • u) = normalHyperplane u := by
12
+ unfold normalHyperplane
13
+ rw [Submodule.span_singleton_smul_eq (isUnit_iff_ne_zero.mpr hc)]
14
+
15
+ theorem projectionVolume_smul {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n)
16
+ {c : ℝ} (hc : c ≠ 0) : projectionVolume K (c • u) = projectionVolume K u := by
17
+ exact congrArg (fun V : Submodule ℝ (Euclidean n) =>
18
+ (volume : Measure V) (V.orthogonalProjectionOnto '' K)) (normalHyperplane_smul u hc)
19
+
20
+ theorem brightness_smul {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) (c : ℝ) :
21
+ brightness K (c • u) = |c| * brightness K u := by
22
+ by_cases hc : c = 0
23
+ · simp [hc, brightness]
24
+ · rw [brightness, projectionVolume_smul K u hc, norm_smul, Real.norm_eq_abs, brightness]
25
+ ring
26
+
27
+ theorem brightness_neg {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) :
28
+ brightness K (-u) = brightness K u := by
29
+ simpa using brightness_smul K u (-1)
30
+
31
+ theorem brightness_nonneg {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) :
32
+ 0 ≤ brightness K u := mul_nonneg (norm_nonneg u) ENNReal.toReal_nonneg
33
+
34
+ theorem zero_mem_projectionBody {n : ℕ} (K : Set (Euclidean n)) :
35
+ 0 ∈ projectionBody K := by
36
+ intro u
37
+ simpa using brightness_nonneg K u
38
+
39
+ theorem neg_mem_projectionBody_iff {n : ℕ} (K : Set (Euclidean n)) (y : Euclidean n) :
40
+ -y ∈ projectionBody K ↔ y ∈ projectionBody K := by
41
+ constructor
42
+ · intro h u
43
+ simpa [brightness_neg] using h (-u)
44
+ · intro h u
45
+ simpa [brightness_neg] using h (-u)
46
+
47
+ theorem projectionBody_neg_eq {n : ℕ} (K : Set (Euclidean n)) :
48
+ -projectionBody K = projectionBody K := by
49
+ ext y
50
+ simp [neg_mem_projectionBody_iff]
51
+
52
+ theorem projectionVolume_lt_top {n : ℕ} {K : Set (Euclidean n)} (hK : IsCompact K)
53
+ (u : Euclidean n) : projectionVolume K u < ⊤ := by
54
+ exact (hK.image (normalHyperplane u).orthogonalProjectionOnto.continuous).measure_lt_top
55
+
56
+ theorem projectionVolume_mono {n : ℕ} {A B : Set (Euclidean n)} (h : A ⊆ B)
57
+ (u : Euclidean n) : projectionVolume A u ≤ projectionVolume B u :=
58
+ measure_mono (image_mono h)
59
+
60
+ theorem brightness_mono {n : ℕ} {A B : Set (Euclidean n)} (h : A ⊆ B)
61
+ (hB : IsCompact B) (u : Euclidean n) : brightness A u ≤ brightness B u :=
62
+ mul_le_mul_of_nonneg_left
63
+ (ENNReal.toReal_mono (projectionVolume_lt_top hB u).ne (projectionVolume_mono h u))
64
+ (norm_nonneg u)
65
+
66
+ theorem projectionBody_mono {n : ℕ} {A B : Set (Euclidean n)} (h : A ⊆ B)
67
+ (hB : IsCompact B) : projectionBody A ⊆ projectionBody B :=
68
+ fun _ hy u => (hy u).trans (brightness_mono h hB u)
69
+
70
+ theorem projectionBody_isClosed {n : ℕ} (K : Set (Euclidean n)) :
71
+ IsClosed (projectionBody K) := by
72
+ rw [projectionBody, ofPred_forall]
73
+ exact isClosed_iInter fun u => isClosed_le (innerSL ℝ u).continuous continuous_const
74
+
75
+ theorem projectionBody_convex {n : ℕ} (K : Set (Euclidean n)) :
76
+ Convex ℝ (projectionBody K) := by
77
+ rw [projectionBody, ofPred_forall]
78
+ exact convex_iInter fun u => (convex_Iic (brightness K u)).linear_preimage (innerSL ℝ u).toLinearMap
79
+
80
+ theorem projectionBody_norm_le {n : ℕ} (K : Set (Euclidean n))
81
+ {y : Euclidean n} (hy : y ∈ projectionBody K) :
82
+ ‖y‖ ≤ ∑ i : Fin n, brightness K (EuclideanSpace.basisFun (Fin n) ℝ i) := by
83
+ let b := EuclideanSpace.basisFun (Fin n) ℝ
84
+ calc
85
+ ‖y‖ = ‖∑ i : Fin n, inner ℝ (b i) y • b i‖ := by rw [b.sum_repr']
86
+ _ ≤ ∑ i : Fin n, ‖inner ℝ (b i) y • b i‖ := norm_sum_le _ _
87
+ _ = ∑ i : Fin n, |inner ℝ (b i) y| := by simp [norm_smul, Real.norm_eq_abs]
88
+ _ ≤ ∑ i : Fin n, brightness K (b i) := by
89
+ apply Finset.sum_le_sum
90
+ intro i _
91
+ apply abs_le.mpr
92
+ constructor
93
+ · have h := hy (-b i)
94
+ simpa [brightness_neg] using neg_le_neg h
95
+ · exact hy (b i)
96
+
97
+ theorem projectionBody_isCompact {n : ℕ} (K : Set (Euclidean n)) :
98
+ IsCompact (projectionBody K) := by
99
+ apply Metric.isCompact_iff_isClosed_bounded.mpr
100
+ refine ⟨projectionBody_isClosed K, isBounded_iff_forall_norm_le.mpr ?_⟩
101
+ exact ⟨_, fun _ hy => projectionBody_norm_le K hy⟩
102
+
103
+ theorem projectionVolume_body_smul {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n)
104
+ (hu : u ≠ 0) (c : ℝ) :
105
+ projectionVolume (c • K) u = ENNReal.ofReal (|c| ^ (n - 1)) * projectionVolume K u := by
106
+ unfold projectionVolume
107
+ rw [image_smul_comm _ c K (fun x => map_smul _ c x),
108
+ Measure.addHaar_smul, normalHyperplane_finrank u hu, abs_pow]
109
+
110
+ theorem brightness_body_smul {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) (c : ℝ) :
111
+ brightness (c • K) u = |c| ^ (n - 1) * brightness K u := by
112
+ by_cases hu : u = 0
113
+ · simp [hu, brightness]
114
+ · rw [brightness, projectionVolume_body_smul K u hu c, ENNReal.toReal_mul,
115
+ ENNReal.toReal_ofReal (pow_nonneg (abs_nonneg c) _), brightness]
116
+ ring
117
+
118
+ theorem projectionBody_body_smul {n : ℕ} (K : Set (Euclidean n)) (c : ℝ) (hc : c ≠ 0) :
119
+ projectionBody (c • K) = |c| ^ (n - 1) • projectionBody K := by
120
+ have hq : 0 < |c| ^ (n - 1) := pow_pos (abs_pos.mpr hc) _
121
+ ext y
122
+ rw [mem_smul_set_iff_inv_smul_mem₀ hq.ne']
123
+ constructor
124
+ · intro h u
125
+ have hh := mul_le_mul_of_nonneg_left (h u) (inv_nonneg.mpr hq.le)
126
+ simpa [brightness_body_smul, inner_smul_right, mul_assoc, hq.ne'] using hh
127
+ · intro h u
128
+ have hh := mul_le_mul_of_nonneg_left (h u) hq.le
129
+ simpa [brightness_body_smul, inner_smul_right, mul_assoc, hq.ne'] using hh
130
+
131
+ end Paper092
132
+
133
+ end OAI
lean/OAI/Geometry/ProjectionVolume/CoordinateDrop.lean ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.FacetAreas
2
+ import OAI.Geometry.ProjectionVolume.SimplexNormals
3
+ import OAI.Geometry.ProjectionVolume.ProjectionJacobian
4
+
5
+ namespace OAI
6
+
7
+ open Set
8
+ open scoped RealInnerProductSpace
9
+
10
+ namespace Paper092
11
+
12
+ def coordinateDrop (n : ℕ) (i : Fin (n + 1)) : Euclidean (n + 1) →ₗ[ℝ] Euclidean n where
13
+ toFun y := WithLp.toLp 2 (i.removeNth y)
14
+ map_add' x y := by ext j; rfl
15
+ map_smul' a x := by ext j; rfl
16
+
17
+ theorem coordinateDrop_apply (n : ℕ) (i : Fin (n + 1)) (y : Euclidean (n + 1)) (j : Fin n) :
18
+ coordinateDrop n i y j = y (i.succAbove j) := rfl
19
+
20
+ theorem coordinateDrop_facetEmbedding (n : ℕ) (i : Fin (n + 1)) (c : ℝ) (x : Euclidean n) :
21
+ coordinateDrop n i (facetEmbedding n i c x) = x := by
22
+ ext j
23
+ exact facetEmbedding_apply_succAbove n i c x j
24
+
25
+ theorem facetEmbedding_mem_diagonal_tangent (n : ℕ) (i : Fin (n + 1)) (x : Euclidean n) :
26
+ facetEmbedding n i (-1) x ∈ normalHyperplane (diagonalVector (n + 1)) := by
27
+ apply Submodule.mem_orthogonal_singleton_iff_inner_right.mpr
28
+ rw [diagonalVector_inner, Fin.sum_univ_succAbove _ i]
29
+ simp only [facetEmbedding_apply_same, facetEmbedding_apply_succAbove, neg_one_mul, neg_add_cancel]
30
+
31
+ noncomputable def diagonalTangentEmbedding (n : ℕ) (i : Fin (n + 1)) :
32
+ Euclidean n →ₗ[ℝ] normalHyperplane (diagonalVector (n + 1)) :=
33
+ (facetEmbedding n i (-1)).codRestrict _ (facetEmbedding_mem_diagonal_tangent n i)
34
+
35
+ noncomputable def diagonalCoordinateDrop (n : ℕ) (i : Fin (n + 1)) :
36
+ normalHyperplane (diagonalVector (n + 1)) →ₗ[ℝ] Euclidean n :=
37
+ (coordinateDrop n i).comp (normalHyperplane (diagonalVector (n + 1))).subtype
38
+
39
+ theorem diagonalCoordinateDrop_comp_embedding (n : ℕ) (i : Fin (n + 1)) :
40
+ (diagonalCoordinateDrop n i).comp (diagonalTangentEmbedding n i) = LinearMap.id := by
41
+ ext x j
42
+ exact congrArg (fun y : Euclidean n => y j) (coordinateDrop_facetEmbedding n i (-1) x)
43
+
44
+ theorem diagonalCoordinateDrop_normDet (n : ℕ) (i : Fin (n + 1)) :
45
+ (diagonalCoordinateDrop n i).normDet = 1 / Real.sqrt (n + 1) := by
46
+ have hn : 0 < Real.sqrt (n + 1 : ℝ) := Real.sqrt_pos.mpr (by positivity)
47
+ have hw : diagonalVector (n + 1) ≠ 0 := by
48
+ intro h
49
+ have hh := diagonalVector_norm (n + 1)
50
+ simp only [h, norm_zero, Nat.cast_add, Nat.cast_one] at hh
51
+ exact hn.ne' hh.symm
52
+ have hdim : Module.finrank ℝ (Euclidean n) =
53
+ Module.finrank ℝ (normalHyperplane (diagonalVector (n + 1))) := by
54
+ rw [finrank_euclideanSpace_fin, normalHyperplane_finrank _ hw, Nat.add_sub_cancel]
55
+ have h := LinearMap.normDet_comp_of_finrank_eq
56
+ (diagonalTangentEmbedding n i) (diagonalCoordinateDrop n i) hdim
57
+ rw [diagonalCoordinateDrop_comp_embedding] at h
58
+ have he : (diagonalTangentEmbedding n i).normDet = Real.sqrt (n + 1) := by
59
+ rw [diagonalTangentEmbedding, LinearMap.normDet_codRestrict, facetEmbedding_normDet_neg_one]
60
+ rw [he] at h
61
+ have hh : 1 = (diagonalCoordinateDrop n i).normDet * Real.sqrt (n + 1) := by simpa using h
62
+ exact (eq_div_iff hn.ne').mpr hh.symm
63
+
64
+ theorem coordinateDrop_diagonalFacet (n : ℕ) (i : Fin (n + 1)) :
65
+ coordinateDrop n i '' simplexFacet (n + 1) none = standardSimplex n := by
66
+ rw [← diagonalFacetChart_image n i, image_image]
67
+ have he : (fun x => coordinateDrop n i (diagonalFacetChart n i x)) = id := by
68
+ funext x
69
+ ext j
70
+ simp [coordinateDrop, diagonalFacetChart]
71
+ rw [he, image_id]
72
+
73
+ end Paper092
74
+
75
+ end OAI
lean/OAI/Geometry/ProjectionVolume/CounterexampleComparison.lean ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.ProductCounterexample
2
+ import OAI.Geometry.ProjectionVolume.SimplexValue
3
+
4
+ namespace OAI
5
+
6
+ namespace Paper092
7
+
8
+ theorem standardSimplex_normalizedProjectionVolume_lt_productWitness :
9
+ normalizedProjectionVolume (standardSimplex 20) <
10
+ normalizedProjectionVolume productWitness := by
11
+ rw [standardSimplex_normalizedProjectionVolume 20 (by norm_num),
12
+ productWitness_normalizedProjectionVolume]
13
+ exact dimension_twenty_strict
14
+
15
+ end Paper092
16
+
17
+ end OAI
lean/OAI/Geometry/ProjectionVolume/CubeBrightness.lean ADDED
@@ -0,0 +1,191 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PolytopeCauchy
2
+ import OAI.Geometry.ProjectionVolume.EuclideanVolume
3
+ import OAI.Geometry.ProjectionVolume.FacetAreas
4
+
5
+ namespace OAI
6
+
7
+ open Set MeasureTheory
8
+ open scoped RealInnerProductSpace Pointwise
9
+
10
+ noncomputable section
11
+
12
+ namespace Paper092
13
+
14
+ def euclideanCube (d : ℕ) : Set (Euclidean d) :=
15
+ WithLp.toLp 2 '' Icc (0 : Fin d → ℝ) 1
16
+
17
+ theorem mem_euclideanCube {d : ℕ} (x : Euclidean d) :
18
+ x ∈ euclideanCube d ↔ (∀ i, 0 ≤ x i) ∧ ∀ i, x i ≤ 1 := by
19
+ constructor
20
+ · rintro ⟨y, hy, rfl⟩
21
+ exact hy
22
+ · intro hx
23
+ exact ⟨WithLp.ofLp x, hx, WithLp.toLp_ofLp 2 x⟩
24
+
25
+ theorem euclideanCube_isCompact (d : ℕ) : IsCompact (euclideanCube d) :=
26
+ isCompact_Icc.image (PiLp.continuous_toLp 2 _)
27
+
28
+ theorem euclideanCube_volume (d : ℕ) : volume (euclideanCube d) = 1 := by
29
+ rw [euclideanCube, volume_euclidean_image]
30
+ simp [Real.volume_Icc_pi]
31
+
32
+ def cubeNormal {d : ℕ} : Fin d ⊕ Fin d → Euclidean d
33
+ | .inl i => -EuclideanSpace.single i 1
34
+ | .inr i => EuclideanSpace.single i 1
35
+
36
+ def cubeOffset {d : ℕ} : Fin d ⊕ Fin d → ℝ
37
+ | .inl _ => 0
38
+ | .inr _ => 1
39
+
40
+ theorem cube_constraints (d : ℕ) :
41
+ {x : Euclidean d | ∀ i, ⟪cubeNormal i, x⟫ ≤ cubeOffset i} = euclideanCube d := by
42
+ ext x
43
+ simp [mem_euclideanCube, Sum.forall, cubeNormal, cubeOffset,
44
+ EuclideanSpace.inner_single_left]
45
+
46
+ def cubePolytope (d : ℕ) : HPolytope d (Fin d ⊕ Fin d) where
47
+ normal := cubeNormal
48
+ offset := cubeOffset
49
+ normal_unit i := by cases i <;> simp [cubeNormal]
50
+ compact := by rw [cube_constraints]; exact euclideanCube_isCompact d
51
+ strict_feasible := by
52
+ refine ⟨WithLp.toLp 2 (fun _ => (1 / 2 : ℝ)), ?_⟩
53
+ intro i
54
+ cases i <;> norm_num [cubeNormal, cubeOffset, EuclideanSpace.inner_single_left]
55
+ distinct := by
56
+ intro i j hij
57
+ rcases i with i | i <;> rcases j with j | j
58
+ · congr 1
59
+ by_contra h
60
+ have hc := congrArg (fun p : Euclidean d × ℝ => p.1 i) hij
61
+ simp [cubeNormal, h] at hc
62
+ · have hc := congrArg Prod.snd hij
63
+ norm_num [cubeOffset] at hc
64
+ · have hc := congrArg Prod.snd hij
65
+ norm_num [cubeOffset] at hc
66
+ · congr 1
67
+ by_contra h
68
+ have hc := congrArg (fun p : Euclidean d × ℝ => p.1 i) hij
69
+ simp [cubeNormal, h] at hc
70
+
71
+ theorem cubePolytope_body (d : ℕ) : (cubePolytope d).body = euclideanCube d :=
72
+ cube_constraints d
73
+
74
+ theorem cubePolytope_face_lower {d : ℕ} (i : Fin d) :
75
+ (cubePolytope d).face (.inl i) = {x | x ∈ euclideanCube d ∧ x i = 0} := by
76
+ ext x
77
+ change (x ∈ (cubePolytope d).body ∧ ⟪-EuclideanSpace.single i 1, x⟫ = 0) ↔ _
78
+ rw [cubePolytope_body]
79
+ simp [EuclideanSpace.inner_single_left]
80
+
81
+ theorem cubePolytope_face_upper {d : ℕ} (i : Fin d) :
82
+ (cubePolytope d).face (.inr i) = {x | x ∈ euclideanCube d ∧ x i = 1} := by
83
+ ext x
84
+ change (x ∈ (cubePolytope d).body ∧ ⟪EuclideanSpace.single i 1, x⟫ = 1) ↔ _
85
+ rw [cubePolytope_body]
86
+ simp [EuclideanSpace.inner_single_left]
87
+
88
+ theorem cube_lower_face_chart (n : ℕ) (i : Fin (n + 1)) :
89
+ facetEmbedding n i 0 '' euclideanCube n = (cubePolytope (n + 1)).face (.inl i) := by
90
+ rw [cubePolytope_face_lower]
91
+ ext y
92
+ constructor
93
+ · rintro ⟨x, hx, rfl⟩
94
+ change facetEmbedding n i 0 x ∈ euclideanCube (n + 1) ∧ facetEmbedding n i 0 x i = 0
95
+ rw [mem_euclideanCube] at hx ⊢
96
+ simp [facetEmbedding, Fin.forall_iff_succAbove i, hx]
97
+ · rintro ⟨hy, hi⟩
98
+ refine ⟨WithLp.toLp 2 (i.removeNth y), ?_, ?_⟩
99
+ · rw [mem_euclideanCube] at hy ⊢
100
+ exact ⟨fun j => hy.1 (i.succAbove j), fun j => hy.2 (i.succAbove j)⟩
101
+ · ext j
102
+ induction j using i.succAboveCases <;> simp [facetEmbedding, hi]
103
+
104
+ theorem cube_lower_face_area (n : ℕ) (i : Fin (n + 1)) :
105
+ μHE[n] ((cubePolytope (n + 1)).face (.inl i)) = 1 := by
106
+ rw [← cube_lower_face_chart]
107
+ have h := (facetEmbedding n i 0).euclideanHausdorffMeasure_image_eq_normDet_mul_volume
108
+ (euclideanCube n)
109
+ simpa only [finrank_euclideanSpace_fin, facetEmbedding_normDet_zero,
110
+ ENNReal.ofReal_one, euclideanCube_volume, mul_one] using h
111
+
112
+ theorem cube_upper_face_eq_vadd {d : ℕ} (i : Fin d) :
113
+ (cubePolytope d).face (.inr i) =
114
+ EuclideanSpace.single i (1 : ℝ) +ᵥ (cubePolytope d).face (.inl i) := by
115
+ rw [cubePolytope_face_upper, cubePolytope_face_lower]
116
+ ext y
117
+ constructor
118
+ · rintro ⟨hy, hi⟩
119
+ refine ⟨y - EuclideanSpace.single i 1, ⟨?_, ?_⟩, ?_⟩
120
+ · rw [mem_euclideanCube] at hy ⊢
121
+ constructor <;> intro j
122
+ · by_cases hj : j = i
123
+ · subst j; simp [PiLp.sub_apply, hi]
124
+ · simpa [PiLp.sub_apply, PiLp.single_apply, hj] using hy.1 j
125
+ · by_cases hj : j = i
126
+ · subst j; simp [PiLp.sub_apply, hi]
127
+ · simpa [PiLp.sub_apply, PiLp.single_apply, hj] using hy.2 j
128
+ · simp [PiLp.sub_apply, hi]
129
+ · change EuclideanSpace.single i 1 + (y - EuclideanSpace.single i 1) = y
130
+ abel
131
+ · rintro ⟨x, ⟨hx, hi⟩, rfl⟩
132
+ refine ⟨?_, ?_⟩
133
+ · rw [mem_euclideanCube] at hx ⊢
134
+ constructor <;> intro j
135
+ · by_cases hj : j = i
136
+ · subst j; simp [vadd_eq_add, PiLp.add_apply, hi]
137
+ · simpa [vadd_eq_add, PiLp.add_apply, PiLp.single_apply, hj] using hx.1 j
138
+ · by_cases hj : j = i
139
+ · subst j; simp [vadd_eq_add, PiLp.add_apply, hi]
140
+ · simpa [vadd_eq_add, PiLp.add_apply, PiLp.single_apply, hj] using hx.2 j
141
+ · simp [vadd_eq_add, PiLp.add_apply, hi]
142
+
143
+ theorem cube_upper_face_area (n : ℕ) (i : Fin (n + 1)) :
144
+ μHE[n] ((cubePolytope (n + 1)).face (.inr i)) = 1 := by
145
+ rw [cube_upper_face_eq_vadd, measure_vadd, cube_lower_face_area]
146
+
147
+ theorem cube_faceArea {d : ℕ} (hd : 0 < d) (i : Fin d ⊕ Fin d) :
148
+ (cubePolytope d).faceArea i = 1 := by
149
+ obtain ⟨n, rfl⟩ := Nat.exists_eq_succ_of_ne_zero (Nat.ne_of_gt hd)
150
+ cases i with
151
+ | inl i =>
152
+ change (μHE[n] ((cubePolytope (n + 1)).face (.inl i))).toReal = 1
153
+ rw [cube_lower_face_area, ENNReal.toReal_one]
154
+ | inr i =>
155
+ change (μHE[n] ((cubePolytope (n + 1)).face (.inr i))).toReal = 1
156
+ rw [cube_upper_face_area, ENNReal.toReal_one]
157
+
158
+ theorem euclideanCube_brightness {d : ℕ} (hd : 0 < d) (u : Euclidean d) :
159
+ brightness (euclideanCube d) u = ∑ i, |u i| := by
160
+ rw [← cubePolytope_body, (cubePolytope d).brightness_eq_sum]
161
+ simp only [cube_faceArea hd, one_mul, Fintype.sum_sum_type]
162
+ simp only [cubePolytope, cubeNormal, inner_neg_right, abs_neg,
163
+ EuclideanSpace.inner_single_right, one_mul, starRingEnd_apply, star_trivial]
164
+ ring
165
+
166
+ theorem euclideanCube_diagonal_brightness {d : ℕ} (hd : 0 < d) :
167
+ brightness (euclideanCube d) (WithLp.toLp 2 (1 : Fin d → ℝ)) = d := by
168
+ rw [euclideanCube_brightness hd]
169
+ simp
170
+
171
+ theorem euclideanCube_diagonal_extrusion {d : ℕ} (hd : 0 < d) :
172
+ (volume (euclideanCube d +
173
+ segment ℝ (0 : Euclidean d) (WithLp.toLp 2 (1 : Fin d → ℝ)))).toReal =
174
+ (volume (euclideanCube d)).toReal +
175
+ brightness (euclideanCube d) (WithLp.toLp 2 (1 : Fin d → ℝ)) := by
176
+ rw [euclideanCube_volume, ENNReal.toReal_one, euclideanCube_diagonal_brightness hd]
177
+ rw [euclideanCube, volume_euclidean_cube_add_diagonal d hd]
178
+ rw [ENNReal.toReal_add (by simp) (by simp), ENNReal.toReal_natCast, ENNReal.toReal_one]
179
+ ring
180
+
181
+ theorem euclideanCube_diagonal_projectionBody_support {d : ℕ} (hd : 0 < d) :
182
+ SupportGeometry.support (projectionBody (euclideanCube d))
183
+ (innerSL ℝ (WithLp.toLp 2 (1 : Fin d → ℝ))) = d := by
184
+ rw [← cubePolytope_body, (cubePolytope d).projectionBody_support, cubePolytope_body,
185
+ euclideanCube_diagonal_brightness hd]
186
+
187
+ end Paper092
188
+
189
+ end
190
+
191
+ end OAI
lean/OAI/Geometry/ProjectionVolume/CubeFibers.lean ADDED
@@ -0,0 +1,119 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.CubeBrightness
2
+ import Mathlib.Algebra.Order.Group.Pointwise.Interval
3
+
4
+ namespace OAI
5
+
6
+ open Set MeasureTheory
7
+ open scoped RealInnerProductSpace Pointwise
8
+
9
+ noncomputable section
10
+
11
+ namespace Paper092
12
+
13
+ def lineFiber {d : ℕ} (K : Set (Euclidean d)) (x u : Euclidean d) : Set ℝ :=
14
+ {t | x + t • u ∈ K}
15
+
16
+ theorem lineFiber_add_segment {d : ℕ} (K : Set (Euclidean d)) (x u : Euclidean d) :
17
+ lineFiber (K + segment ℝ 0 u) x u = lineFiber K x u + Icc (0 : ℝ) 1 := by
18
+ ext t
19
+ constructor
20
+ · rintro ⟨y, hy, z, hz, hsum⟩
21
+ rw [segment_eq_image] at hz
22
+ obtain ⟨s, hs, rfl⟩ := hz
23
+ simp only [smul_zero, zero_add] at hsum
24
+ refine ⟨t - s, ?_, s, hs, sub_add_cancel t s⟩
25
+ change x + (t - s) • u ∈ K
26
+ have heq : x + (t - s) • u = y := by
27
+ rw [sub_smul, ← add_sub_assoc, ← hsum, add_sub_cancel_right]
28
+ rwa [heq]
29
+ · rintro ⟨r, hr, s, hs, rfl⟩
30
+ refine ⟨x + r • u, hr, s • u, ?_, ?_⟩
31
+ · rw [segment_eq_image]
32
+ exact ⟨s, hs, by simp⟩
33
+ · rw [add_smul]
34
+ abel_nf
35
+
36
+ theorem projection_add_parallel_segment {d : ℕ} (K : Set (Euclidean d)) (u : Euclidean d) :
37
+ (normalHyperplane u).orthogonalProjectionOnto '' (K + segment ℝ 0 u) =
38
+ (normalHyperplane u).orthogonalProjectionOnto '' K := by
39
+ ext y
40
+ constructor
41
+ · rintro ⟨z, ⟨x, hx, v, hv, rfl⟩, rfl⟩
42
+ rw [segment_eq_image] at hv
43
+ obtain ⟨t, ht, rfl⟩ := hv
44
+ simp only [smul_zero, zero_add]
45
+ refine ⟨x, hx, ?_⟩
46
+ exact ((projection_eq_iff_parallel u (x + t • u) x).mpr ⟨t, rfl⟩).symm
47
+ · rintro ⟨x, hx, rfl⟩
48
+ exact ⟨x, ⟨x, hx, 0, left_mem_segment ℝ _ _, add_zero x⟩, rfl⟩
49
+
50
+ theorem cube_lineFiber_eq_interval {d : ℕ} (hd : 0 < d) (x : Euclidean d) :
51
+ ∃ a b : ℝ, lineFiber (euclideanCube d) x (WithLp.toLp 2 (1 : Fin d → ℝ)) = Icc a b := by
52
+ have : Nonempty (Fin d) := ⟨⟨0, hd⟩⟩
53
+ let a := Finset.univ.sup' Finset.univ_nonempty (fun i : Fin d => -x i)
54
+ let b := Finset.univ.inf' Finset.univ_nonempty (fun i : Fin d => 1 - x i)
55
+ refine ⟨a, b, ?_⟩
56
+ ext t
57
+ simp only [lineFiber, mem_ofPred_eq, mem_euclideanCube, PiLp.add_apply, PiLp.smul_apply,
58
+ Pi.one_apply, smul_eq_mul, mul_one, mem_Icc,
59
+ a, b, Finset.sup'_le_iff, Finset.le_inf'_iff, Finset.mem_univ, forall_true_left]
60
+ constructor
61
+ · intro h
62
+ exact ⟨fun i => by linarith [h.1 i], fun i => by linarith [h.2 i]⟩
63
+ · intro h
64
+ exact ⟨fun i => by linarith [h.1 i], fun i => by linarith [h.2 i]⟩
65
+
66
+ theorem cube_lineFiber_extrusion_intervals {d : ℕ} (hd : 0 < d) (x : Euclidean d)
67
+ (hne : (lineFiber (euclideanCube d) x (WithLp.toLp 2 (1 : Fin d → ℝ))).Nonempty) :
68
+ ∃ a b : ℝ, a ≤ b ∧
69
+ lineFiber (euclideanCube d) x (WithLp.toLp 2 (1 : Fin d → ℝ)) = Icc a b ∧
70
+ lineFiber (euclideanCube d + segment ℝ 0 (WithLp.toLp 2 (1 : Fin d → ℝ))) x
71
+ (WithLp.toLp 2 (1 : Fin d → ℝ)) = Icc a (b + 1) := by
72
+ obtain ⟨a, b, hab⟩ := cube_lineFiber_eq_interval hd x
73
+ have hle : a ≤ b := nonempty_Icc.mp (hab ▸ hne)
74
+ refine ⟨a, b, hle, hab, ?_⟩
75
+ rw [lineFiber_add_segment, hab, Set.Icc_add_Icc hle (by norm_num : (0 : ℝ) ≤ 1), add_zero]
76
+
77
+ theorem interval_line_image {d : ℕ} (x u : Euclidean d) {a b : ℝ} (hab : a ≤ b) :
78
+ (fun t : ℝ => x + t • u) '' Icc a b = segment ℝ (x + a • u) (x + b • u) := by
79
+ let f : ℝ →ᵃ[ℝ] Euclidean d :=
80
+ AffineMap.const ℝ ℝ x + (LinearMap.toSpanSingleton ℝ (Euclidean d) u).toAffineMap
81
+ have hf (t : ℝ) : f t = x + t • u := rfl
82
+ simpa only [hf, segment_eq_Icc hab] using image_segment ℝ f a b
83
+
84
+ theorem interval_line_length_increase {d : ℕ} (x u : Euclidean d) {a b : ℝ} (hab : a ≤ b) :
85
+ dist (x + a • u) (x + (b + 1) • u) = dist (x + a • u) (x + b • u) + ‖u‖ := by
86
+ rw [dist_eq_norm, dist_eq_norm]
87
+ have hsub (s : ℝ) : x + a • u - (x + s • u) = (a - s) • u := by
88
+ rw [sub_smul]
89
+ abel_nf
90
+ rw [hsub, hsub, norm_smul, norm_smul, Real.norm_eq_abs, Real.norm_eq_abs,
91
+ abs_of_nonpos (by linarith : a - (b + 1) ≤ 0),
92
+ abs_of_nonpos (by linarith : a - b ≤ 0)]
93
+ ring
94
+
95
+ def lineFiberLength {d : ℕ} (K : Set (Euclidean d)) (x u : Euclidean d) : ℝ :=
96
+ (μH[1] ((fun t : ℝ => x + t • u) '' lineFiber K x u)).toReal
97
+
98
+ theorem lineFiberLength_of_eq_Icc {d : ℕ} (K : Set (Euclidean d)) (x u : Euclidean d)
99
+ {a b : ℝ} (hab : a ≤ b) (h : lineFiber K x u = Icc a b) :
100
+ lineFiberLength K x u = dist (x + a • u) (x + b • u) := by
101
+ rw [lineFiberLength, h, interval_line_image x u hab, hausdorffMeasure_segment]
102
+ rw [edist_dist, ENNReal.toReal_ofReal dist_nonneg]
103
+
104
+ theorem cube_lineFiberLength_extrusion {d : ℕ} (hd : 0 < d) (x : Euclidean d)
105
+ (hne : (lineFiber (euclideanCube d) x (WithLp.toLp 2 (1 : Fin d → ℝ))).Nonempty) :
106
+ lineFiberLength (euclideanCube d + segment ℝ 0 (WithLp.toLp 2 (1 : Fin d → ℝ))) x
107
+ (WithLp.toLp 2 (1 : Fin d → ℝ)) =
108
+ lineFiberLength (euclideanCube d) x (WithLp.toLp 2 (1 : Fin d → ℝ)) +
109
+ ‖WithLp.toLp 2 (1 : Fin d → ℝ)‖ := by
110
+ obtain ⟨a, b, hab, hcube, hextrusion⟩ := cube_lineFiber_extrusion_intervals hd x hne
111
+ rw [lineFiberLength_of_eq_Icc _ _ _ (by linarith : a ≤ b + 1) hextrusion,
112
+ lineFiberLength_of_eq_Icc _ _ _ hab hcube]
113
+ exact interval_line_length_increase _ _ hab
114
+
115
+ end Paper092
116
+
117
+ end
118
+
119
+ end OAI
lean/OAI/Geometry/ProjectionVolume/EuclideanVolume.lean ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import Mathlib.MeasureTheory.Measure.Haar.InnerProductSpace
2
+ import OAI.Geometry.ProjectionVolume.Extrusion
3
+
4
+ namespace OAI
5
+
6
+ universe uι
7
+
8
+ open Set MeasureTheory
9
+ open scoped Pointwise
10
+
11
+ namespace Paper092
12
+
13
+ theorem volume_euclidean_image {ι : Type uι} [Fintype ι] (s : Set (ι → ℝ)) :
14
+ (volume : Measure (EuclideanSpace ℝ ι)) (WithLp.toLp 2 '' s) = volume s := by
15
+ change volume ((MeasurableEquiv.toLp 2 (ι → ℝ)) '' s) = volume s
16
+ rw [MeasurableEquiv.image_eq_preimage_symm]
17
+ exact (EuclideanSpace.volume_preserving_symm_measurableEquiv_toLp ι).measure_preimage_equiv s
18
+
19
+ theorem toLp_image_add_segment {ι : Type uι} [Fintype ι] (s : Set (ι → ℝ)) :
20
+ WithLp.toLp 2 '' (s + segment ℝ (0 : ι → ℝ) 1) =
21
+ WithLp.toLp 2 '' s + segment ℝ (0 : EuclideanSpace ℝ ι)
22
+ (WithLp.toLp 2 (1 : ι → ℝ)) := by
23
+ let e := (WithLp.linearEquiv 2 ℝ (ι → ℝ)).symm
24
+ have ha := Set.image_add (s := s) (t := segment ℝ (0 : ι → ℝ) 1) e.toAddEquiv
25
+ have hs := image_segment ℝ e.toAffineEquiv.toAffineMap (0 : ι → ℝ) 1
26
+ simpa [e] using ha.trans (congrArg (fun t => e '' s + t) hs)
27
+
28
+ theorem volume_euclidean_cube_add_diagonal (d : ℕ) (hd : 0 < d) :
29
+ volume ((WithLp.toLp 2 '' Icc (0 : Fin d → ℝ) 1) +
30
+ segment ℝ (0 : EuclideanSpace ℝ (Fin d)) (WithLp.toLp 2 (1 : Fin d → ℝ))) =
31
+ d + 1 := by
32
+ rw [← toLp_image_add_segment, volume_euclidean_image]
33
+ exact volume_Icc_add_segment_one d hd
34
+
35
+ end Paper092
36
+
37
+ end OAI
lean/OAI/Geometry/ProjectionVolume/ExposedBounds.lean ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.ExposedProduct
2
+
3
+ namespace OAI
4
+
5
+ noncomputable section
6
+ open Set
7
+ open scoped RealInnerProductSpace
8
+
9
+ namespace Paper092
10
+
11
+ theorem exposedFace_vectorSpan_le_normalHyperplane {n : ℕ}
12
+ (K : Set (Euclidean n)) (u : Euclidean n) :
13
+ vectorSpan ℝ (exposedFace K u) ≤ normalHyperplane u := by
14
+ rw [vectorSpan_def]
15
+ apply Submodule.span_le.mpr
16
+ rintro _ ⟨x, hx, y, hy, rfl⟩
17
+ apply Submodule.mem_orthogonal_singleton_iff_inner_right.mpr
18
+ change ⟪u, x - y⟫ = 0
19
+ rw [inner_sub_right]
20
+ exact sub_eq_zero.mpr (le_antisymm (hy.2 x hx.1) (hx.2 y hy.1))
21
+
22
+ theorem exposedFace_finrank_le {n : ℕ} (K : Set (Euclidean n))
23
+ {u : Euclidean n} (hu : u ≠ 0) :
24
+ Module.finrank ℝ (vectorSpan ℝ (exposedFace K u)) ≤ n - 1 := by
25
+ have h := Submodule.finrank_mono (exposedFace_vectorSpan_le_normalHyperplane K u)
26
+ rwa [normalHyperplane_finrank u hu] at h
27
+
28
+ theorem exposedFace_ssubset {n : ℕ} (K : Set (Euclidean n))
29
+ (hint : (interior K).Nonempty) {u : Euclidean n} (hu : u ≠ 0) :
30
+ exposedFace K u ⊂ K := by
31
+ refine ssubset_iff_subset_ne.mpr ⟨fun _ hx => hx.1, ?_⟩
32
+ intro heq
33
+ obtain ⟨x, hx⟩ := hint
34
+ obtain ⟨ε, hε, hball⟩ := Metric.mem_nhds_iff.mp (mem_interior_iff_mem_nhds.mp hx)
35
+ have hnorm : 0 < ‖u‖ := norm_pos_iff.mpr hu
36
+ let t : ℝ := ε / (2 * ‖u‖)
37
+ have ht : 0 < t := div_pos hε (mul_pos (by norm_num) hnorm)
38
+ have hdist : dist (x + t • u) x < ε := by
39
+ rw [dist_eq_norm, add_sub_cancel_left, norm_smul, Real.norm_eq_abs, abs_of_pos ht]
40
+ dsimp [t]
41
+ field_simp
42
+ linarith
43
+ have hy := hball (Metric.mem_ball.mpr hdist)
44
+ have hface : x ∈ exposedFace K u := heq.symm ▸ interior_subset hx
45
+ have hle := hface.2 (x + t • u) hy
46
+ change ⟪u, x + t • u⟫ ≤ ⟪u, x⟫ at hle
47
+ rw [inner_add_right, real_inner_smul_right, real_inner_self_eq_norm_sq] at hle
48
+ have hpos := mul_pos ht (sq_pos_of_pos hnorm)
49
+ linarith
50
+
51
+ end Paper092
52
+
53
+ end
54
+
55
+ end OAI
lean/OAI/Geometry/ProjectionVolume/ExposedProduct.lean ADDED
@@ -0,0 +1,104 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.ProductPolytope
2
+ import Mathlib.Analysis.Convex.Exposed
3
+ import Mathlib.LinearAlgebra.AffineSpace.FiniteDimensional
4
+
5
+ namespace OAI
6
+
7
+ noncomputable section
8
+ open Set MeasureTheory
9
+ open scoped RealInnerProductSpace
10
+
11
+ namespace Paper092
12
+
13
+ def exposedFace {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) : Set (Euclidean n) :=
14
+ (innerSL ℝ u).toExposed K
15
+
16
+ @[simp] theorem exposedFace_zero {n : ℕ} (K : Set (Euclidean n)) : exposedFace K 0 = K := by
17
+ ext x
18
+ simp [exposedFace, ContinuousLinearMap.toExposed]
19
+
20
+ theorem exposedFace_nonempty {n : ℕ} (K : Set (Euclidean n)) (hK : IsCompact K)
21
+ (hne : K.Nonempty) (u : Euclidean n) : (exposedFace K u).Nonempty := by
22
+ obtain ⟨x, hx, hmax⟩ := hK.exists_isMaxOn hne (innerSL ℝ u).continuous.continuousOn
23
+ exact ⟨x, hx, hmax⟩
24
+
25
+ theorem exposedFace_product {r s : ℕ} (A : Set (Euclidean r)) (B : Set (Euclidean s))
26
+ (w : Euclidean (r + s)) :
27
+ exposedFace (cartesianBody A B) w =
28
+ cartesianBody (exposedFace A (splitEuclideanProduct r s w).1)
29
+ (exposedFace B (splitEuclideanProduct r s w).2) := by
30
+ ext x
31
+ change (x ∈ cartesianBody A B ∧ ∀ y ∈ cartesianBody A B, ⟪w, y⟫ ≤ ⟪w, x⟫) ↔
32
+ (((splitEuclideanProduct r s x).1 ∈ A ∧
33
+ ∀ a ∈ A, ⟪(splitEuclideanProduct r s w).1, a⟫ ≤
34
+ ⟪(splitEuclideanProduct r s w).1, (splitEuclideanProduct r s x).1⟫) ∧
35
+ ((splitEuclideanProduct r s x).2 ∈ B ∧
36
+ ∀ b ∈ B, ⟪(splitEuclideanProduct r s w).2, b⟫ ≤
37
+ ⟪(splitEuclideanProduct r s w).2, (splitEuclideanProduct r s x).2⟫))
38
+ constructor
39
+ · rintro ⟨⟨hA, hB⟩, hmax⟩
40
+ refine ⟨⟨hA, ?_⟩, ⟨hB, ?_⟩⟩
41
+ · intro a ha
42
+ have hm : (splitEuclideanProduct r s).symm (a, (splitEuclideanProduct r s x).2) ∈
43
+ cartesianBody A B := by
44
+ rw [cartesianBody_eq_preimage, Set.mem_preimage,
45
+ ContinuousLinearEquiv.apply_symm_apply]
46
+ exact ⟨ha, hB⟩
47
+ have h := hmax _ hm
48
+ rw [splitEuclideanProduct_inner r s, splitEuclideanProduct_inner r s,
49
+ ContinuousLinearEquiv.apply_symm_apply] at h
50
+ exact (add_le_add_iff_right _).mp h
51
+ · intro b hb
52
+ have hm : (splitEuclideanProduct r s).symm ((splitEuclideanProduct r s x).1, b) ∈
53
+ cartesianBody A B := by
54
+ rw [cartesianBody_eq_preimage, Set.mem_preimage,
55
+ ContinuousLinearEquiv.apply_symm_apply]
56
+ exact ⟨hA, hb⟩
57
+ have h := hmax _ hm
58
+ rw [splitEuclideanProduct_inner r s, splitEuclideanProduct_inner r s,
59
+ ContinuousLinearEquiv.apply_symm_apply] at h
60
+ exact (add_le_add_iff_left _).mp h
61
+ · rintro ⟨⟨hA, hmaxA⟩, ⟨hB, hmaxB⟩⟩
62
+ refine ⟨⟨hA, hB⟩, ?_⟩
63
+ intro y hy
64
+ rw [splitEuclideanProduct_inner r s, splitEuclideanProduct_inner r s]
65
+ exact add_le_add (hmaxA _ hy.1) (hmaxB _ hy.2)
66
+
67
+ theorem cartesianBody_eq_image {r s : ℕ} (A : Set (Euclidean r)) (B : Set (Euclidean s)) :
68
+ cartesianBody A B = (splitEuclideanProduct r s).symm '' (A ×ˢ B) := by
69
+ ext x
70
+ constructor
71
+ · intro hx
72
+ exact ⟨splitEuclideanProduct r s x, hx, (splitEuclideanProduct r s).symm_apply_apply x⟩
73
+ · rintro ⟨y, hy, rfl⟩
74
+ change splitEuclideanProduct r s ((splitEuclideanProduct r s).symm y) ∈ A ×ˢ B
75
+ simpa using hy
76
+
77
+ theorem submodule_prod_finrank {r s : ℕ} (P : Submodule ℝ (Euclidean r))
78
+ (Q : Submodule ℝ (Euclidean s)) :
79
+ Module.finrank ℝ (P.prod Q) = Module.finrank ℝ P + Module.finrank ℝ Q := by
80
+ let e : (P.prod Q) ≃ₗ[ℝ] P × Q :=
81
+ { toFun := fun x => (⟨x.1.1, x.2.1⟩, ⟨x.1.2, x.2.2⟩)
82
+ invFun := fun x => ⟨(x.1, x.2), ⟨x.1.2, x.2.2⟩⟩
83
+ left_inv := fun _ => rfl
84
+ right_inv := fun _ => rfl
85
+ map_add' := fun _ _ => rfl
86
+ map_smul' := fun _ _ => rfl }
87
+ rw [e.finrank_eq, Module.finrank_prod]
88
+
89
+ theorem cartesianBody_affine_dimension {r s : ℕ} (A : Set (Euclidean r)) (B : Set (Euclidean s))
90
+ (hA : A.Nonempty) (hB : B.Nonempty) :
91
+ Module.finrank ℝ (vectorSpan ℝ (cartesianBody A B)) =
92
+ Module.finrank ℝ (vectorSpan ℝ A) + Module.finrank ℝ (vectorSpan ℝ B) := by
93
+ let e := (splitEuclideanProduct r s).symm.toLinearEquiv
94
+ rw [cartesianBody_eq_image]
95
+ change Module.finrank ℝ (vectorSpan ℝ (e.toLinearMap.toAffineMap '' (A ×ˢ B))) = _
96
+ rw [← AffineMap.map_vectorSpan]
97
+ change Module.finrank ℝ ((vectorSpan ℝ (A ×ˢ B)).map e.toLinearMap) = _
98
+ rw [e.finrank_map_eq, vectorSpan_prod_eq hA hB, submodule_prod_finrank]
99
+
100
+ end Paper092
101
+
102
+ end
103
+
104
+ end OAI
lean/OAI/Geometry/ProjectionVolume/Extrusion.lean ADDED
@@ -0,0 +1,220 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import Mathlib.MeasureTheory.Measure.Lebesgue.EqHaar
2
+ import Mathlib.Analysis.Convex.Segment
3
+ import Mathlib.Tactic.Linarith
4
+ import Mathlib.Tactic.NormNum
5
+
6
+ namespace OAI
7
+
8
+ universe uι
9
+
10
+ open Set MeasureTheory
11
+ open scoped ENNReal Pointwise
12
+
13
+ namespace Paper092
14
+
15
+ variable {ι : Type uι} [Fintype ι] [DecidableEq ι]
16
+
17
+ def unitCube (ι : Type uι) : Set (ι → ℝ) := Icc 0 1
18
+
19
+ def extrusionCell (i : ι) : Set (ι → ℝ) :=
20
+ {x | (1 ≤ x i ∧ x i ≤ 2) ∧ ∀ j, j ≠ i → x i - 1 ≤ x j ∧ x j ≤ x i}
21
+
22
+ def shearMatrix (i : ι) : Matrix ι ι ℝ :=
23
+ (1 : Matrix ι ι ℝ).updateCol i (fun _ => 1)
24
+
25
+ theorem det_shearMatrix (i : ι) : (shearMatrix i).det = 1 := by
26
+ simpa [shearMatrix, Matrix.one_apply] using
27
+ Matrix.det_updateCol_sum (1 : Matrix ι ι ℝ) i (fun _ => (1 : ℝ))
28
+
29
+ def cellMap (i : ι) (x : ι → ℝ) : ι → ℝ :=
30
+ fun j => if j = i then 1 + x i else x i + x j
31
+
32
+ omit [Fintype ι] in
33
+ theorem cellMap_mem_iff (i : ι) (x : ι → ℝ) :
34
+ cellMap i x ∈ extrusionCell i ↔ x ∈ unitCube ι := by
35
+ simp only [extrusionCell, cellMap, unitCube, mem_ofPred_eq, mem_Icc, Pi.le_def,
36
+ Pi.zero_apply, Pi.one_apply, ite_true]
37
+ constructor
38
+ · rintro ⟨hi, h⟩
39
+ constructor <;> intro j
40
+ · by_cases hj : j = i
41
+ · subst j; linarith
42
+ · have := h j hj
43
+ simp only [ite_eq_right hj] at this
44
+ linarith
45
+ · by_cases hj : j = i
46
+ · subst j; linarith
47
+ · have := h j hj
48
+ simp only [ite_eq_right hj] at this
49
+ linarith
50
+ · rintro ⟨h0, h1⟩
51
+ refine ⟨⟨by linarith [h0 i], by linarith [h1 i]⟩, ?_⟩
52
+ intro j hj
53
+ simp only [ite_eq_right hj]
54
+ constructor <;> linarith [h0 j, h1 j]
55
+
56
+ theorem cellMap_eq_matrix (i : ι) (x : ι → ℝ) :
57
+ cellMap i x = Pi.single i 1 + Matrix.toLin' (shearMatrix i) x := by
58
+ funext j
59
+ simp only [cellMap, Pi.add_apply, Matrix.toLin'_apply, Matrix.mulVec, dotProduct,
60
+ shearMatrix, Matrix.updateCol_apply, Matrix.one_apply]
61
+ by_cases hj : j = i
62
+ · subst j
63
+ have hsum : ∀ k : ι,
64
+ (if k = i then 1 else if i = k then 1 else 0) * x k =
65
+ if k = i then x k else 0 := by
66
+ intro k
67
+ by_cases hk : k = i
68
+ · subst k; simp
69
+ · simp [hk, Ne.symm hk]
70
+ simp_rw [hsum]
71
+ simp
72
+ · have hsum : ∀ k : ι,
73
+ (if k = i then 1 else if j = k then 1 else 0) * x k =
74
+ (if k = i then x i else 0) + (if k = j then x j else 0) := by
75
+ intro k
76
+ by_cases hki : k = i
77
+ · subst k; simp [Ne.symm hj]
78
+ · by_cases hkj : k = j
79
+ · subst k; simp [hj]
80
+ · simp [hki, hkj, Ne.symm hkj]
81
+ simp_rw [hsum]
82
+ simp [hj, Finset.sum_add_distrib]
83
+
84
+ theorem cellMap_measurePreserving (i : ι) :
85
+ MeasurePreserving (cellMap i) volume volume := by
86
+ have hs : MeasurePreserving (Matrix.toLin' (shearMatrix i)) volume volume := by
87
+ refine ⟨(Matrix.toLin' (shearMatrix i)).continuous_of_finiteDimensional.measurable, ?_⟩
88
+ simpa [det_shearMatrix] using
89
+ Real.map_matrix_volume_pi_eq_smul_volume_pi
90
+ (M := shearMatrix i) (by rw [det_shearMatrix]; norm_num)
91
+ have h := (measurePreserving_add_left (volume : Measure (ι → ℝ)) (Pi.single i 1)).comp hs
92
+ simpa only [Function.comp_def, ← cellMap_eq_matrix] using h
93
+
94
+ omit [DecidableEq ι] in
95
+ theorem extrusionCell_measurable (i : ι) : MeasurableSet (extrusionCell i) := by
96
+ simp only [extrusionCell, ofPred_and, ofPred_forall]
97
+ exact ((measurableSet_le measurable_const (measurable_pi_apply i)).inter
98
+ (measurableSet_le (measurable_pi_apply i) measurable_const)).inter
99
+ (MeasurableSet.iInter fun j => MeasurableSet.iInter fun _ =>
100
+ (measurableSet_le ((measurable_pi_apply i).sub measurable_const)
101
+ (measurable_pi_apply j)).inter
102
+ (measurableSet_le (measurable_pi_apply j) (measurable_pi_apply i)))
103
+
104
+ omit [DecidableEq ι] in
105
+ theorem unitCube_volume : volume (unitCube ι) = 1 := by
106
+ simp [unitCube, Real.volume_Icc_pi]
107
+
108
+ theorem extrusionCell_volume (i : ι) : volume (extrusionCell i) = 1 := by
109
+ have hpre : cellMap i ⁻¹' extrusionCell i = unitCube ι :=
110
+ Set.ext (cellMap_mem_iff i)
111
+ rw [← (cellMap_measurePreserving i).measure_preimage
112
+ (extrusionCell_measurable i).nullMeasurableSet, hpre, unitCube_volume]
113
+
114
+ omit [DecidableEq ι] in
115
+ theorem coordinate_eq_null (i : ι) (c : ℝ) :
116
+ volume {x : ι → ℝ | x i = c} = 0 := by
117
+ simpa [volume_pi] using Measure.pi_hyperplane (fun _ : ι => (volume : Measure ℝ)) i c
118
+
119
+ theorem coordinates_eq_null (i j : ι) (hij : i ≠ j) :
120
+ volume {x : ι → ℝ | x i = x j} = 0 := by
121
+ let f : (ι → ℝ) →ₗ[ℝ] ℝ :=
122
+ (LinearMap.proj i : (ι → ℝ) →ₗ[ℝ] ℝ) - LinearMap.proj j
123
+ have hker : LinearMap.ker f ≠ ⊤ := by
124
+ intro h
125
+ have hz : f (Pi.single i 1) = 0 := by
126
+ apply LinearMap.mem_ker.mp
127
+ rw [h]
128
+ exact Submodule.mem_top
129
+ simp [f, Ne.symm hij] at hz
130
+ have hset : {x : ι → ℝ | x i = x j} = (LinearMap.ker f : Set (ι → ℝ)) := by
131
+ ext x
132
+ change x i = x j ↔ x i - x j = 0
133
+ exact sub_eq_zero.symm
134
+ rw [hset]
135
+ exact Measure.addHaar_submodule (volume : Measure (ι → ℝ)) (LinearMap.ker f) hker
136
+
137
+ omit [DecidableEq ι] in
138
+ theorem cube_cell_aedisjoint (i : ι) :
139
+ AEDisjoint volume (unitCube ι) (extrusionCell i) := by
140
+ apply measure_mono_null _ (coordinate_eq_null i 1)
141
+ rintro x ⟨hx, hi⟩
142
+ exact le_antisymm (hx.2 i) hi.1.1
143
+
144
+ theorem cells_aedisjoint : Pairwise (fun i j : ι =>
145
+ AEDisjoint volume (extrusionCell i) (extrusionCell j)) := by
146
+ intro i j hij
147
+ apply measure_mono_null _ (coordinates_eq_null i j hij)
148
+ rintro x ⟨hi, hj⟩
149
+ exact le_antisymm (hj.2 i hij).2 (hi.2 j hij.symm).2
150
+
151
+ theorem cube_add_diagonal_eq_union [Nonempty ι] :
152
+ unitCube ι + segment ℝ (0 : ι → ℝ) 1 =
153
+ unitCube ι ∪ ⋃ i, extrusionCell i := by
154
+ ext x
155
+ constructor
156
+ · rintro ⟨q, hq, z, hz, rfl⟩
157
+ change (∀ i, 0 ≤ q i) ∧ (∀ i, q i ≤ 1) at hq
158
+ rw [segment_eq_image] at hz
159
+ rcases hz with ⟨t, ht, rfl⟩
160
+ simp only [smul_zero, zero_add]
161
+ by_cases hmax : ∀ i, q i + t ≤ 1
162
+ · left
163
+ constructor <;> intro i
164
+ · simp only [Pi.add_apply, Pi.smul_apply, smul_eq_mul, Pi.one_apply, mul_one]
165
+ exact add_nonneg (hq.1 i) ht.1
166
+ · simpa only [Pi.add_apply, Pi.smul_apply, smul_eq_mul, Pi.one_apply, mul_one]
167
+ using hmax i
168
+ · right
169
+ obtain ⟨i, _, hi⟩ := Finset.exists_max_image Finset.univ q Finset.univ_nonempty
170
+ refine mem_iUnion.mpr ⟨i, ?_⟩
171
+ push Not at hmax
172
+ obtain ⟨j, hj⟩ := hmax
173
+ have hji := hi j (Finset.mem_univ j)
174
+ constructor
175
+ · constructor
176
+ · simp only [Pi.add_apply, Pi.smul_apply, smul_eq_mul, Pi.one_apply, mul_one]
177
+ linarith
178
+ · simp only [Pi.add_apply, Pi.smul_apply, smul_eq_mul, Pi.one_apply, mul_one]
179
+ linarith [hq.2 i, ht.2]
180
+ · intro k _
181
+ simp only [Pi.add_apply, Pi.smul_apply, smul_eq_mul, Pi.one_apply, mul_one]
182
+ constructor
183
+ · linarith [hq.2 i, hq.1 k]
184
+ · linarith [hi k (Finset.mem_univ k)]
185
+ · rintro (hx | hx)
186
+ · exact ⟨x, hx, 0, left_mem_segment ℝ _ _, add_zero x⟩
187
+ · obtain ⟨i, hi⟩ := mem_iUnion.mp hx
188
+ refine ⟨fun j => x j - (x i - 1), ?_, (x i - 1) • (1 : ι → ℝ), ?_, ?_⟩
189
+ · constructor <;> intro j
190
+ · change 0 ≤ x j - (x i - 1)
191
+ by_cases hj : j = i
192
+ · subst j; linarith
193
+ · linarith [(hi.2 j hj).1]
194
+ · change x j - (x i - 1) ≤ 1
195
+ by_cases hj : j = i
196
+ · subst j; linarith
197
+ · linarith [(hi.2 j hj).2]
198
+ · rw [segment_eq_image]
199
+ refine ⟨x i - 1, ⟨by linarith [hi.1.1], by linarith [hi.1.2]⟩, ?_⟩
200
+ simp
201
+ · ext j
202
+ simp
203
+
204
+ theorem volume_cube_add_diagonal [Nonempty ι] :
205
+ volume (unitCube ι + segment ℝ (0 : ι → ℝ) 1) = Fintype.card ι + 1 := by
206
+ rw [cube_add_diagonal_eq_union,
207
+ measure_union₀ ((MeasurableSet.iUnion extrusionCell_measurable).nullMeasurableSet)
208
+ (AEDisjoint.iUnion_right_iff.mpr cube_cell_aedisjoint),
209
+ measure_iUnion₀ cells_aedisjoint (fun i => (extrusionCell_measurable i).nullMeasurableSet),
210
+ unitCube_volume]
211
+ simp [extrusionCell_volume, add_comm]
212
+
213
+ theorem volume_Icc_add_segment_one (d : ℕ) (hd : 0 < d) :
214
+ volume (Icc (0 : Fin d → ℝ) 1 + segment ℝ (0 : Fin d → ℝ) 1) = d + 1 := by
215
+ let : Nonempty (Fin d) := ⟨⟨0, hd⟩⟩
216
+ simpa [unitCube] using (volume_cube_add_diagonal (ι := Fin d))
217
+
218
+ end Paper092
219
+
220
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FacetAreas.lean ADDED
@@ -0,0 +1,166 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.ProductVolume
2
+ import OAI.Geometry.ProjectionVolume.SimplexProjection
3
+ import Mathlib.Analysis.InnerProductSpace.NormDet
4
+ import Mathlib.LinearAlgebra.Matrix.SchurComplement
5
+
6
+ namespace OAI
7
+
8
+ noncomputable section
9
+
10
+ open Set MeasureTheory
11
+ open scoped BigOperators RealInnerProductSpace ENNReal
12
+
13
+ namespace Paper092
14
+
15
+ def facetEmbedding (n : ℕ) (i : Fin (n + 1)) (c : ℝ) :
16
+ Euclidean n →ₗ[ℝ] Euclidean (n + 1) where
17
+ toFun x := WithLp.toLp 2 (i.insertNth (c * ∑ j, x j) x)
18
+ map_add' x y := by
19
+ ext j
20
+ induction j using i.succAboveCases <;>
21
+ simp [PiLp.add_apply, Finset.sum_add_distrib, mul_add]
22
+ map_smul' a x := by
23
+ ext j
24
+ induction j using i.succAboveCases <;>
25
+ simp [PiLp.smul_apply, smul_eq_mul, Finset.mul_sum, mul_left_comm]
26
+
27
+ theorem facetEmbedding_apply_same (n : ℕ) (i : Fin (n + 1)) (c : ℝ) (x : Euclidean n) :
28
+ facetEmbedding n i c x i = c * ∑ j, x j := by
29
+ simp [facetEmbedding]
30
+
31
+ theorem facetEmbedding_apply_succAbove (n : ℕ) (i : Fin (n + 1)) (c : ℝ)
32
+ (x : Euclidean n) (j : Fin n) :
33
+ facetEmbedding n i c x (i.succAbove j) = x j := by
34
+ simp [facetEmbedding]
35
+
36
+ theorem facetEmbedding_inner (n : ℕ) (i : Fin (n + 1)) (c : ℝ) (x y : Euclidean n) :
37
+ ⟪facetEmbedding n i c x, facetEmbedding n i c y⟫ =
38
+ ⟪x, y⟫ + c ^ 2 * (∑ j, x j) * (∑ j, y j) := by
39
+ rw [PiLp.inner_apply, Fin.sum_univ_succAbove _ i]
40
+ simp only [facetEmbedding_apply_same, facetEmbedding_apply_succAbove, Real.inner_apply,
41
+ PiLp.inner_apply]
42
+ ring
43
+
44
+ theorem facetEmbedding_normDet_sq (n : ℕ) (i : Fin (n + 1)) (c : ℝ) :
45
+ (facetEmbedding n i c).normDet ^ 2 = 1 + (n : ℝ) * c ^ 2 := by
46
+ have hsq := (facetEmbedding n i c).normDet_sq_eq_det_gram (EuclideanSpace.basisFun (Fin n) ℝ)
47
+ simp only [RCLike.ofReal_real_eq_id, id_eq] at hsq
48
+ have hgram : Matrix.gram ℝ
49
+ (fun j => facetEmbedding n i c (EuclideanSpace.basisFun (Fin n) ℝ j)) =
50
+ 1 + Matrix.replicateCol (Fin 1) (fun _ : Fin n => c) *
51
+ Matrix.replicateRow (Fin 1) (fun _ : Fin n => c) := by
52
+ ext j k
53
+ simp only [Matrix.gram_apply, facetEmbedding_inner,
54
+ (EuclideanSpace.basisFun (Fin n) ℝ).inner_eq_ite]
55
+ simp [EuclideanSpace.basisFun_apply, PiLp.single_apply, Matrix.one_apply,
56
+ Matrix.mul_apply, pow_two]
57
+ rw [hgram] at hsq
58
+ have hd := Matrix.det_one_add_replicateCol_mul_replicateRow (ι := Fin 1)
59
+ (fun _ : Fin n => c) (fun _ : Fin n => c)
60
+ simpa [dotProduct, pow_two, mul_assoc] using hsq.trans hd
61
+
62
+ theorem facetEmbedding_normDet_zero (n : ℕ) (i : Fin (n + 1)) :
63
+ (facetEmbedding n i 0).normDet = 1 := by
64
+ have h := facetEmbedding_normDet_sq n i 0
65
+ have hp := (facetEmbedding n i 0).normDet_nonneg
66
+ nlinarith
67
+
68
+ theorem facetEmbedding_normDet_neg_one (n : ℕ) (i : Fin (n + 1)) :
69
+ (facetEmbedding n i (-1)).normDet = Real.sqrt (n + 1) := by
70
+ have h := facetEmbedding_normDet_sq n i (-1)
71
+ have hp := (facetEmbedding n i (-1)).normDet_nonneg
72
+ have hs := Real.sq_sqrt (by positivity : (0 : ℝ) ≤ n + 1)
73
+ have hsp := Real.sqrt_nonneg ((n : ℝ) + 1)
74
+ nlinarith
75
+
76
+ theorem facetEmbedding_zero_image (n : ℕ) (i : Fin (n + 1)) :
77
+ facetEmbedding n i 0 '' standardSimplex n = simplexFacet (n + 1) (some i) := by
78
+ ext y
79
+ constructor
80
+ · rintro ⟨x, hx, rfl⟩
81
+ change facetEmbedding n i 0 x ∈ standardSimplex (n + 1) ∧
82
+ facetEmbedding n i 0 x i = 0
83
+ rw [mem_standardSimplex_iff] at hx ⊢
84
+ simp [facetEmbedding, Fin.forall_iff_succAbove i, hx]
85
+ · rintro ⟨hy, hi⟩
86
+ change y i = 0 at hi
87
+ refine ⟨WithLp.toLp 2 (i.removeNth y), ?_, ?_⟩
88
+ · rw [mem_standardSimplex_iff] at hy ⊢
89
+ refine ⟨fun j => hy.1 (i.succAbove j), ?_⟩
90
+ have hsum := Fin.add_sum_removeNth i (fun j => y j)
91
+ simpa [hi, Fin.removeNth] using hsum.trans_le hy.2
92
+ · ext j
93
+ induction j using i.succAboveCases <;> simp [facetEmbedding, hi]
94
+
95
+ theorem simplexFacet_coordinate_area (n : ℕ) (i : Fin (n + 1)) :
96
+ Measure.euclideanHausdorffMeasure n (simplexFacet (n + 1) (some i)) =
97
+ ENNReal.ofReal (1 / (Nat.factorial n : ℝ)) := by
98
+ rw [← facetEmbedding_zero_image n i]
99
+ have h := (facetEmbedding n i 0).euclideanHausdorffMeasure_image_eq_normDet_mul_volume
100
+ (standardSimplex n)
101
+ simpa only [finrank_euclideanSpace_fin, facetEmbedding_normDet_zero, ENNReal.ofReal_one,
102
+ one_mul, standardSimplex_volume] using h
103
+
104
+ def diagonalFacetChart (n : ℕ) (i : Fin (n + 1)) (x : Euclidean n) : Euclidean (n + 1) :=
105
+ WithLp.toLp 2 (i.insertNth (1 - ∑ j, x j) x)
106
+
107
+ theorem diagonalFacetChart_eq (n : ℕ) (i : Fin (n + 1)) (x : Euclidean n) :
108
+ diagonalFacetChart n i x = facetEmbedding n i (-1) x + EuclideanSpace.single i 1 := by
109
+ ext j
110
+ induction j using i.succAboveCases <;>
111
+ simp [diagonalFacetChart, facetEmbedding, sub_eq_add_neg, add_comm]
112
+
113
+ theorem diagonalFacetChart_image (n : ℕ) (i : Fin (n + 1)) :
114
+ diagonalFacetChart n i '' standardSimplex n = simplexFacet (n + 1) none := by
115
+ ext y
116
+ constructor
117
+ · rintro ⟨x, hx, rfl⟩
118
+ rw [mem_standardSimplex_iff] at hx
119
+ change diagonalFacetChart n i x ∈ standardSimplex (n + 1) ∧
120
+ 1 - ∑ j, diagonalFacetChart n i x j = 0
121
+ rw [mem_standardSimplex_iff]
122
+ simp [diagonalFacetChart, Fin.forall_iff_succAbove i]
123
+ exact ⟨hx.2, hx.1⟩
124
+ · rintro ⟨hy, hi⟩
125
+ change 1 - ∑ j, y j = 0 at hi
126
+ have htotal : ∑ j, y j = 1 := by linarith
127
+ rw [mem_standardSimplex_iff] at hy
128
+ have hsum := Fin.add_sum_removeNth i (fun j => y j)
129
+ refine ⟨WithLp.toLp 2 (i.removeNth y), ?_, ?_⟩
130
+ · rw [mem_standardSimplex_iff]
131
+ refine ⟨fun j => hy.1 (i.succAbove j), ?_⟩
132
+ change ∑ j, i.removeNth (fun k => y k) j ≤ 1
133
+ linarith [hy.1 i]
134
+ · ext j
135
+ induction j using i.succAboveCases
136
+ · simp only [diagonalFacetChart, PiLp.toLp_apply, Fin.insertNth_apply_same]
137
+ change 1 - ∑ j, i.removeNth (fun k => y k) j = y i
138
+ linarith
139
+ · simp [diagonalFacetChart]
140
+
141
+ theorem simplexFacet_diagonal_area (n : ℕ) :
142
+ Measure.euclideanHausdorffMeasure n (simplexFacet (n + 1) none) =
143
+ ENNReal.ofReal (Real.sqrt (n + 1) / (Nat.factorial n : ℝ)) := by
144
+ let i : Fin (n + 1) := Fin.last n
145
+ rw [← diagonalFacetChart_image n i]
146
+ have hset : diagonalFacetChart n i '' standardSimplex n =
147
+ (IsometryEquiv.vaddConst (EuclideanSpace.single i (1 : ℝ))) ''
148
+ (facetEmbedding n i (-1) '' standardSimplex n) := by
149
+ rw [image_image]
150
+ congr 1
151
+ funext x
152
+ exact diagonalFacetChart_eq n i x
153
+ rw [hset, (IsometryEquiv.vaddConst (EuclideanSpace.single i (1 : ℝ))).isometry.euclideanHausdorffMeasure_image]
154
+ have h := (facetEmbedding n i (-1)).euclideanHausdorffMeasure_image_eq_normDet_mul_volume
155
+ (standardSimplex n)
156
+ simp only [finrank_euclideanSpace_fin, facetEmbedding_normDet_neg_one,
157
+ standardSimplex_volume] at h
158
+ rw [h, ← ENNReal.ofReal_mul (Real.sqrt_nonneg _)]
159
+ congr 1
160
+ ring
161
+
162
+ end Paper092
163
+
164
+ end
165
+
166
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FacetBijection.lean ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.FacetExhaustiveness
2
+ import OAI.Geometry.ProjectionVolume.FacetUniqueness
3
+ import OAI.Geometry.ProjectionVolume.ProductFacetFamilies
4
+
5
+ namespace OAI
6
+
7
+ universe uι
8
+
9
+ noncomputable section
10
+ open Set
11
+ open scoped RealInnerProductSpace
12
+
13
+ namespace Paper092.HPolytope
14
+
15
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
16
+
17
+ theorem face_eq_exposedFace (i : ι) (hne : (P.face i).Nonempty) :
18
+ P.face i = exposedFace P.body (P.normal i) := by
19
+ ext x
20
+ constructor
21
+ · rintro ⟨hx, hxi⟩
22
+ refine ⟨hx, ?_⟩
23
+ intro y hy
24
+ change ⟪P.normal i, y⟫ ≤ ⟪P.normal i, x⟫
25
+ rw [hxi]
26
+ exact hy i
27
+ · intro hx
28
+ obtain ⟨y, hy⟩ := hne
29
+ refine ⟨hx.1, le_antisymm (hx.1 i) ?_⟩
30
+ have h := hx.2 y hy.1
31
+ change ⟪P.normal i, y⟫ ≤ ⟪P.normal i, x⟫ at h
32
+ rwa [hy.2] at h
33
+
34
+ theorem face_isExposed (i : ι) : IsExposed ℝ P.body (P.face i) := by
35
+ intro hne
36
+ refine ⟨innerSL ℝ (P.normal i), ?_⟩
37
+ exact P.face_eq_exposedFace i hne
38
+
39
+ theorem exposed_facet_eq_unique_face (hd : 0 < d) (F : Set (Euclidean d))
40
+ (hF : IsExposed ℝ P.body F) (hne : F.Nonempty)
41
+ (hdim : Module.finrank ℝ (vectorSpan ℝ F) = d - 1) :
42
+ ∃! i, F = P.face i := by
43
+ obtain ⟨u, rfl⟩ := eq_exposedFace_of_isExposed hF hne
44
+ have hu : u ≠ 0 := by
45
+ intro hzero
46
+ rw [hzero, exposedFace_zero,
47
+ vectorSpan_finrank_of_interior_nonempty P.body P.body_interior_nonempty] at hdim
48
+ omega
49
+ obtain ⟨i, hi⟩ := P.exposedFace_eq_face hu hdim
50
+ refine ⟨i, hi, ?_⟩
51
+ intro j hj
52
+ apply P.face_index_unique_of_finrank j i
53
+ · rwa [← hj]
54
+ · rwa [← hj]
55
+ · exact hj.symm.trans hi
56
+
57
+ theorem finite_exposed_facets (hd : 0 < d) :
58
+ {F : Set (Euclidean d) | IsExposed ℝ P.body F ∧ F.Nonempty ∧
59
+ Module.finrank ℝ (vectorSpan ℝ F) = d - 1}.Finite := by
60
+ apply (Set.finite_range P.face).subset
61
+ rintro F ⟨hF, hne, hdim⟩
62
+ obtain ⟨i, hi, _⟩ := P.exposed_facet_eq_unique_face hd F hF hne hdim
63
+ exact ⟨i, hi.symm⟩
64
+
65
+ end Paper092.HPolytope
66
+
67
+ end
68
+
69
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FacetDimension.lean ADDED
@@ -0,0 +1,98 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.FacetUniqueness
2
+ import OAI.Geometry.ProjectionVolume.ProjectionNullity
3
+
4
+ namespace OAI
5
+
6
+ universe uι
7
+
8
+ open Set MeasureTheory
9
+ open scoped RealInnerProductSpace Classical Pointwise
10
+
11
+ noncomputable section
12
+
13
+ namespace Paper092.HPolytope
14
+
15
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
16
+
17
+ theorem face_finrank_le (i : ι) :
18
+ Module.finrank ℝ (vectorSpan ℝ (P.face i)) ≤ d - 1 := by
19
+ have hn : P.normal i ≠ 0 := by
20
+ intro h
21
+ have := P.normal_unit i
22
+ simp only [h, norm_zero] at this
23
+ norm_num at this
24
+ have h := Submodule.finrank_mono (P.face_vectorSpan_le_normalHyperplane i)
25
+ rwa [normalHyperplane_finrank (P.normal i) hn] at h
26
+
27
+ theorem face_surface_zero_of_finrank_lt (i : ι)
28
+ (h : Module.finrank ℝ (vectorSpan ℝ (P.face i)) < d - 1) :
29
+ μHE[d - 1] (P.face i) = 0 := by
30
+ have hn : P.normal i ≠ 0 := by
31
+ intro h
32
+ have := P.normal_unit i
33
+ simp only [h, norm_zero] at this
34
+ norm_num at this
35
+ have hz := projectionVolume_eq_zero_of_finrank_lt (P.face i) hn h
36
+ rw [projectionVolume_of_subset_affine_hyperplane (P.normal i) (P.normal i)
37
+ (P.normal_unit i) (P.normal_unit i) (P.offset i) (P.face i) (fun _ hx => hx.2)] at hz
38
+ simpa only [real_inner_self_eq_norm_sq, P.normal_unit, one_pow, abs_one,
39
+ ENNReal.ofReal_one, one_mul] using hz
40
+
41
+ theorem faceArea_zero_of_not_facet (i : ι)
42
+ (h : ¬ ((P.face i).Nonempty ∧
43
+ Module.finrank ℝ (vectorSpan ℝ (P.face i)) = d - 1)) : P.faceArea i = 0 := by
44
+ by_cases hne : (P.face i).Nonempty
45
+ · have hdim : Module.finrank ℝ (vectorSpan ℝ (P.face i)) ≠ d - 1 :=
46
+ fun heq => h ⟨hne, heq⟩
47
+ rw [faceArea, P.face_surface_zero_of_finrank_lt i (lt_of_le_of_ne (P.face_finrank_le i) hdim),
48
+ ENNReal.toReal_zero]
49
+ · have he : P.face i = ∅ := by
50
+ ext x
51
+ constructor
52
+ · intro hx
53
+ exact (hne ⟨x, hx⟩).elim
54
+ · intro hx
55
+ exact hx.elim
56
+ simp only [faceArea, he, measure_empty, ENNReal.toReal_zero]
57
+
58
+ theorem brightness_eq_facet_sum (u : Euclidean d) :
59
+ brightness P.body u = (1 / 2 : ℝ) *
60
+ ∑ i ∈ Finset.univ.filter (fun i => (P.face i).Nonempty ∧
61
+ Module.finrank ℝ (vectorSpan ℝ (P.face i)) = d - 1),
62
+ P.faceArea i * |⟪P.normal i, u⟫| := by
63
+ have hsum : (∑ i, P.faceArea i * |⟪u, P.normal i⟫|) =
64
+ ∑ i ∈ Finset.univ.filter (fun i => (P.face i).Nonempty ∧
65
+ Module.finrank ℝ (vectorSpan ℝ (P.face i)) = d - 1),
66
+ P.faceArea i * |⟪u, P.normal i⟫| := by
67
+ symm
68
+ apply Finset.sum_subset (Finset.filter_subset _ _)
69
+ intro i hi hni
70
+ have hn : ¬ ((P.face i).Nonempty ∧
71
+ Module.finrank ℝ (vectorSpan ℝ (P.face i)) = d - 1) :=
72
+ fun hf => hni (Finset.mem_filter.mpr ⟨hi, hf⟩)
73
+ rw [P.faceArea_zero_of_not_facet i hn, zero_mul]
74
+ rw [P.brightness_eq_sum, hsum]
75
+ simp_rw [real_inner_comm u]
76
+ ring
77
+
78
+ theorem projectionBody_eq_facet_sum :
79
+ projectionBody P.body =
80
+ ∑ i ∈ Finset.univ.filter (fun i => (P.face i).Nonempty ∧
81
+ Module.finrank ℝ (vectorSpan ℝ (P.face i)) = d - 1),
82
+ segment ℝ (-(P.faceArea i / 2) • P.normal i) ((P.faceArea i / 2) • P.normal i) := by
83
+ rw [P.projectionBody_eq_facetZonotope]
84
+ unfold facetZonotope
85
+ symm
86
+ apply Finset.sum_subset (Finset.filter_subset _ _)
87
+ intro i hi hni
88
+ have hn : ¬ ((P.face i).Nonempty ∧
89
+ Module.finrank ℝ (vectorSpan ℝ (P.face i)) = d - 1) :=
90
+ fun hf => hni (Finset.mem_filter.mpr ⟨hi, hf⟩)
91
+ simp only [P.faceArea_zero_of_not_facet i hn, zero_div, neg_zero, zero_smul,
92
+ segment_same, Set.singleton_zero]
93
+
94
+ end Paper092.HPolytope
95
+
96
+ end
97
+
98
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FacetExhaustiveness.lean ADDED
@@ -0,0 +1,117 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PolytopeFront
2
+ import OAI.Geometry.ProjectionVolume.ExposedBounds
3
+ import Mathlib.Analysis.Convex.Intrinsic
4
+
5
+ namespace OAI
6
+
7
+ universe uι
8
+
9
+ noncomputable section
10
+
11
+ open Set MeasureTheory
12
+ open scoped RealInnerProductSpace Pointwise
13
+
14
+ namespace Paper092
15
+
16
+ theorem inner_eq_of_mem_intrinsicInterior {d : ℕ} {S : Set (Euclidean d)}
17
+ {x : Euclidean d} (hx : x ∈ intrinsicInterior ℝ S) (v : Euclidean d)
18
+ (hmax : ∀ z ∈ S, ⟪v, z⟫ ≤ ⟪v, x⟫) :
19
+ ∀ z ∈ S, ⟪v, z⟫ = ⟪v, x⟫ := by
20
+ obtain ⟨xQ, hxQ, rfl⟩ := mem_intrinsicInterior.mp hx
21
+ obtain ⟨ε, hε, hball⟩ := Metric.mem_nhds_iff.mp (mem_interior_iff_mem_nhds.mp hxQ)
22
+ intro z hz
23
+ by_cases hzx : z = xQ.val
24
+ · simp only [hzx]
25
+ let t : ℝ := ε / (2 * ‖xQ.val - z‖)
26
+ have hnorm : 0 < ‖xQ.val - z‖ := norm_pos_iff.mpr (sub_ne_zero.mpr (Ne.symm hzx))
27
+ have ht : 0 < t := div_pos hε (mul_pos (by norm_num) hnorm)
28
+ let y : affineSpan ℝ S := ⟨xQ.val + t • (xQ.val - z), by
29
+ simpa only [vsub_eq_sub, vadd_eq_add, add_comm] using
30
+ (affineSpan ℝ S).smul_vsub_vadd_mem t xQ.property
31
+ (subset_affineSpan ℝ S hz) xQ.property⟩
32
+ have hyball : y ∈ Metric.ball xQ ε := by
33
+ change dist (xQ.val + t • (xQ.val - z)) xQ.val < ε
34
+ rw [dist_eq_norm, add_sub_cancel_left, norm_smul, Real.norm_eq_abs, abs_of_pos ht]
35
+ have heq : t * ‖xQ.val - z‖ = ε / 2 := by
36
+ dsimp [t]
37
+ field_simp
38
+ rw [heq]
39
+ linarith
40
+ have hy : y.val ∈ S := hball hyball
41
+ have hle := hmax y.val hy
42
+ change ⟪v, xQ.val + t • (xQ.val - z)⟫ ≤ ⟪v, xQ.val⟫ at hle
43
+ rw [inner_add_right, real_inner_smul_right, inner_sub_right] at hle
44
+ exact le_antisymm (hmax z hz) (by nlinarith)
45
+
46
+ namespace HPolytope
47
+
48
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
49
+
50
+ theorem exists_active_of_mem_exposedFace {u x : Euclidean d} (hu : u ≠ 0)
51
+ (hx : x ∈ exposedFace P.body u) : ∃ i, x ∈ P.face i := by
52
+ obtain ⟨t, ht, hxt, i, _, hi⟩ := P.exists_front_point x u hu hx.1
53
+ have hmax := hx.2 (x + t • u) hxt
54
+ change ⟪u, x + t • u⟫ ≤ ⟪u, x⟫ at hmax
55
+ rw [inner_add_right, real_inner_smul_right] at hmax
56
+ have hpos := real_inner_self_pos.mpr hu
57
+ have ht0 : t = 0 := by nlinarith
58
+ refine ⟨i, hx.1, ?_⟩
59
+ change P.offset i - ⟪P.normal i, x + t • u⟫ = 0 at hi
60
+ simp only [ht0, zero_smul, add_zero] at hi
61
+ exact (sub_eq_zero.mp hi).symm
62
+
63
+ theorem exposedFace_eq_face {u : Euclidean d} (hu : u ≠ 0)
64
+ (hdim : Module.finrank ℝ (vectorSpan ℝ (exposedFace P.body u)) = d - 1) :
65
+ ∃ i, exposedFace P.body u = P.face i := by
66
+ have hconv : Convex ℝ (exposedFace P.body u) :=
67
+ (show IsExposed ℝ P.body (exposedFace P.body u) from
68
+ ContinuousLinearMap.toExposed.isExposed).convex P.body_convex
69
+ have hne := exposedFace_nonempty P.body P.compact P.body_nonempty u
70
+ obtain ⟨x, hx⟩ := (intrinsicInterior_nonempty hconv).mpr hne
71
+ have hxF : x ∈ exposedFace P.body u := intrinsicInterior_subset hx
72
+ obtain ⟨i, hxi⟩ := P.exists_active_of_mem_exposedFace hu hxF
73
+ have hinner : ∀ z ∈ exposedFace P.body u, ⟪P.normal i, z⟫ = P.offset i := by
74
+ intro z hz
75
+ apply Eq.trans (inner_eq_of_mem_intrinsicInterior hx (P.normal i) ?_ z hz) hxi.2
76
+ intro y hy
77
+ rw [hxi.2]
78
+ exact hy.1 i
79
+ have hle : vectorSpan ℝ (exposedFace P.body u) ≤ normalHyperplane (P.normal i) := by
80
+ rw [vectorSpan_def]
81
+ apply Submodule.span_le.mpr
82
+ rintro _ ⟨a, ha, b, hb, rfl⟩
83
+ apply Submodule.mem_orthogonal_singleton_iff_inner_right.mpr
84
+ change ⟪P.normal i, a - b⟫ = 0
85
+ rw [inner_sub_right, hinner a ha, hinner b hb, sub_self]
86
+ have hn : P.normal i ≠ 0 := by
87
+ intro h
88
+ have hnorm := P.normal_unit i
89
+ rw [h, norm_zero] at hnorm
90
+ norm_num at hnorm
91
+ have hspan_i : vectorSpan ℝ (exposedFace P.body u) = normalHyperplane (P.normal i) :=
92
+ Submodule.eq_of_le_of_finrank_eq hle (hdim.trans (normalHyperplane_finrank _ hn).symm)
93
+ have hspan_u : vectorSpan ℝ (exposedFace P.body u) = normalHyperplane u :=
94
+ Submodule.eq_of_le_of_finrank_eq (exposedFace_vectorSpan_le_normalHyperplane P.body u)
95
+ (hdim.trans (normalHyperplane_finrank u hu).symm)
96
+ refine ⟨i, Subset.antisymm (fun z hz => ⟨hz.1, hinner z hz⟩) ?_⟩
97
+ intro y hy
98
+ have hyi : y - x ∈ normalHyperplane (P.normal i) := by
99
+ apply Submodule.mem_orthogonal_singleton_iff_inner_right.mpr
100
+ rw [inner_sub_right, hy.2, hxi.2, sub_self]
101
+ have hyu : y - x ∈ normalHyperplane u := by
102
+ rwa [← hspan_u, hspan_i]
103
+ have heq : ⟪u, y⟫ = ⟪u, x⟫ := by
104
+ have h := Submodule.mem_orthogonal_singleton_iff_inner_right.mp hyu
105
+ simpa only [inner_sub_right, sub_eq_zero] using h
106
+ refine ⟨hy.1, ?_⟩
107
+ intro z hz
108
+ change ⟪u, z⟫ ≤ ⟪u, y⟫
109
+ rw [heq]
110
+ exact hxF.2 z hz
111
+
112
+ end HPolytope
113
+ end Paper092
114
+
115
+ end
116
+
117
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FacetLinearImage.lean ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.AffineBrightness
2
+ import OAI.Geometry.ProjectionVolume.ProjectionJacobian
3
+
4
+ namespace OAI
5
+
6
+ noncomputable section
7
+ open Set MeasureTheory
8
+ open scoped RealInnerProductSpace
9
+
10
+ namespace Paper092
11
+
12
+ def linearImageNormal {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
13
+ (v : Euclidean n) : Euclidean n :=
14
+ ‖L.symm.toLinearMap.adjoint v‖⁻¹ • L.symm.toLinearMap.adjoint v
15
+
16
+ theorem inverseAdjoint_ne_zero {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
17
+ (v : Euclidean n) (hv : ‖v‖ = 1) : L.symm.toLinearMap.adjoint v ≠ 0 := by
18
+ intro h
19
+ have hh := L.symm.toLinearMap.adjoint_inner_left (L v) v
20
+ rw [h, inner_zero_left] at hh
21
+ change 0 = ⟪v, L.symm (L v)⟫ at hh
22
+ rw [L.symm_apply_apply, real_inner_self_eq_norm_sq, hv, one_pow] at hh
23
+ norm_num at hh
24
+
25
+ theorem linearImageNormal_norm {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
26
+ (v : Euclidean n) (hv : ‖v‖ = 1) : ‖linearImageNormal L v‖ = 1 := by
27
+ simp [linearImageNormal, norm_smul, inverseAdjoint_ne_zero L v hv]
28
+
29
+ theorem linearImageNormal_inner {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
30
+ (v x : Euclidean n) :
31
+ ⟪linearImageNormal L v, L x⟫ = ⟪v, x⟫ / ‖L.symm.toLinearMap.adjoint v‖ := by
32
+ rw [linearImageNormal, real_inner_smul_left, LinearMap.adjoint_inner_left]
33
+ change ‖L.symm.toLinearMap.adjoint v‖⁻¹ * ⟪v, L.symm (L x)⟫ = _
34
+ rw [L.symm_apply_apply]
35
+ ring
36
+
37
+ theorem linearImageNormal_support_iff {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
38
+ (v x : Euclidean n) (hv : ‖v‖ = 1) (c : ℝ) :
39
+ ⟪linearImageNormal L v, L x⟫ ≤ c / ‖L.symm.toLinearMap.adjoint v‖ ↔ ⟪v, x⟫ ≤ c := by
40
+ rw [linearImageNormal_inner, div_le_div_iff_of_pos_right
41
+ (norm_pos_iff.mpr (inverseAdjoint_ne_zero L v hv))]
42
+
43
+ theorem linearImageNormal_plane {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
44
+ (v : Euclidean n) (c : ℝ) (F : Set (Euclidean n))
45
+ (hplane : ∀ x ∈ F, ⟪v, x⟫ = c) :
46
+ ∀ y ∈ L '' F, ⟪linearImageNormal L v, y⟫ = c / ‖L.symm.toLinearMap.adjoint v‖ := by
47
+ rintro y ⟨x, hx, rfl⟩
48
+ rw [linearImageNormal_inner, hplane x hx]
49
+
50
+ theorem affineHyperplane_area_lt_top {n : ℕ} (v : Euclidean n) (hv : ‖v‖ = 1)
51
+ (c : ℝ) (F : Set (Euclidean n)) (hF : IsCompact F)
52
+ (hplane : ∀ x ∈ F, ⟪v, x⟫ = c) : μHE[n - 1] F < ⊤ := by
53
+ have h := projectionVolume_of_subset_affine_hyperplane v v hv hv c F hplane
54
+ simp only [real_inner_self_eq_norm_sq, hv, one_pow, abs_one, ENNReal.ofReal_one,
55
+ one_mul] at h
56
+ rw [← h]
57
+ exact (hF.image (normalHyperplane v).orthogonalProjectionOnto.continuous).measure_lt_top
58
+
59
+ theorem affineHyperplane_linearImage_area_real {n : ℕ}
60
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (v : Euclidean n) (hv : ‖v‖ = 1)
61
+ (c : ℝ) (F : Set (Euclidean n)) (hplane : ∀ x ∈ F, ⟪v, x⟫ = c) :
62
+ (μHE[n - 1] (L '' F)).toReal =
63
+ |L.toLinearMap.det| * ‖L.symm.toLinearMap.adjoint v‖ * (μHE[n - 1] F).toReal := by
64
+ let w := linearImageNormal L v
65
+ have hw : ‖w‖ = 1 := linearImageNormal_norm L v hv
66
+ have hi := brightness_of_subset_affine_hyperplane w w hw
67
+ (c / ‖L.symm.toLinearMap.adjoint v‖) (L '' F) (linearImageNormal_plane L v c F hplane)
68
+ simp only [real_inner_self_eq_norm_sq, hw, one_pow, abs_one, one_mul] at hi
69
+ rw [← hi, brightness_linearEquiv_image,
70
+ brightness_of_subset_affine_hyperplane (L.symm w) v hv c F hplane]
71
+ have hin : ⟪L.symm w, v⟫ = ‖L.symm.toLinearMap.adjoint v‖ := by
72
+ change ⟪L.symm.toLinearMap w, v⟫ = _
73
+ rw [← LinearMap.adjoint_inner_right]
74
+ change ⟪linearImageNormal L v, L.symm.toLinearMap.adjoint v⟫ = _
75
+ rw [linearImageNormal, real_inner_smul_left, real_inner_self_eq_norm_sq]
76
+ field_simp [norm_ne_zero_iff.mpr (inverseAdjoint_ne_zero L v hv)]
77
+ rw [hin, abs_of_nonneg (norm_nonneg _)]
78
+ ring
79
+
80
+ theorem affineHyperplane_linearImage_area {n : ℕ}
81
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (v : Euclidean n) (hv : ‖v‖ = 1)
82
+ (c : ℝ) (F : Set (Euclidean n)) (hF : IsCompact F)
83
+ (hplane : ∀ x ∈ F, ⟪v, x⟫ = c) :
84
+ μHE[n - 1] (L '' F) = ENNReal.ofReal
85
+ (|L.toLinearMap.det| * ‖L.symm.toLinearMap.adjoint v‖) * μHE[n - 1] F := by
86
+ have hfinite := affineHyperplane_area_lt_top v hv c F hF hplane
87
+ have hfinite' := affineHyperplane_area_lt_top (linearImageNormal L v)
88
+ (linearImageNormal_norm L v hv) (c / ‖L.symm.toLinearMap.adjoint v‖)
89
+ (L '' F) (hF.image L.toContinuousLinearEquiv.continuous)
90
+ (linearImageNormal_plane L v c F hplane)
91
+ apply (ENNReal.toReal_eq_toReal_iff' hfinite'.ne (ENNReal.mul_ne_top ENNReal.ofReal_ne_top hfinite.ne)).mp
92
+ rw [ENNReal.toReal_mul, ENNReal.toReal_ofReal (mul_nonneg (abs_nonneg _) (norm_nonneg _))]
93
+ exact affineHyperplane_linearImage_area_real L v hv c F hplane
94
+
95
+ end Paper092
96
+
97
+ end
98
+
99
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FacetPrism.lean ADDED
@@ -0,0 +1,106 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PrismVolume
2
+
3
+ namespace OAI
4
+
5
+ noncomputable section
6
+ open Set MeasureTheory
7
+ open scoped RealInnerProductSpace Pointwise
8
+
9
+ namespace Paper092
10
+
11
+ theorem vadd_add_set {n : ℕ} (a : Euclidean n) (A B : Set (Euclidean n)) :
12
+ (a +ᵥ A) + B = a +ᵥ (A + B) := by
13
+ ext z
14
+ constructor
15
+ · rintro ⟨x, ⟨x₀, hx, rfl⟩, y, hy, rfl⟩
16
+ exact ⟨x₀ + y, ⟨x₀, hx, y, hy, rfl⟩, (add_assoc a x₀ y).symm⟩
17
+ · rintro ⟨z, ⟨x, hx, y, hy, rfl⟩, rfl⟩
18
+ exact ⟨a + x, ⟨x, hx, rfl⟩, y, hy, add_assoc a x y⟩
19
+
20
+ theorem affineHyperplane_unitPrism_volume {n : ℕ} (hn : 0 < n)
21
+ (v : Euclidean n) (hv : ‖v‖ = 1) (c : ℝ) (F : Set (Euclidean n))
22
+ (hF : IsCompact F) (hplane : ∀ x ∈ F, ⟪v, x⟫ = c) :
23
+ volume (F + segment ℝ 0 v) = μHE[n - 1] F := by
24
+ have hv0 : v ≠ 0 := by intro h; simp [h] at hv
25
+ let H := normalHyperplane v
26
+ let T : Set (Euclidean n) := (-c) • v +ᵥ F
27
+ have hT : T ⊆ (H : Set (Euclidean n)) := by
28
+ rintro x ⟨y, hy, rfl⟩
29
+ apply Submodule.mem_orthogonal_singleton_iff_inner_right.mpr
30
+ change ⟪v, (-c) • v + y⟫ = 0
31
+ simp [inner_add_right, inner_smul_right, hv, hplane y hy]
32
+ let b := stdOrthonormalBasis ℝ H
33
+ let f : Euclidean (Module.finrank ℝ H) →ₗᵢ[ℝ] Euclidean n :=
34
+ H.subtypeₗᵢ.comp b.repr.symm.toLinearIsometry
35
+ let A : Set (Euclidean (Module.finrank ℝ H)) := f ⁻¹' T
36
+ have hTcompact : IsCompact T := hF.image (continuous_const.add continuous_id)
37
+ have hA : MeasurableSet A := hTcompact.measurableSet.preimage f.continuous.measurable
38
+ have hfimage : f '' A = T := by
39
+ apply image_preimage_eq_of_subset
40
+ intro y hy
41
+ refine ⟨b.repr ⟨y, hT hy⟩, ?_⟩
42
+ change ((b.repr.symm (b.repr ⟨y, hT hy⟩) : H) : Euclidean n) = y
43
+ rw [LinearIsometryEquiv.symm_apply_apply]
44
+ have hrank : Module.finrank ℝ H = n - 1 := normalHyperplane_finrank v hv0
45
+ have hvolA : volume A = μHE[n - 1] F := by
46
+ have h := f.toLinearMap.euclideanHausdorffMeasure_image_eq_normDet_mul_volume A
47
+ simp only [finrank_euclideanSpace_fin, LinearIsometry.normDet_eq_one,
48
+ ENNReal.ofReal_one, one_mul] at h
49
+ change μHE[Module.finrank ℝ H] (f '' A) = volume A at h
50
+ rw [hfimage] at h
51
+ conv_lhs at h => rw [hrank]
52
+ change μHE[n - 1] ((-c) • v +ᵥ F) = volume A at h
53
+ rw [measure_vadd] at h
54
+ exact h.symm
55
+ have hfperp (x : Euclidean (Module.finrank ℝ H)) : ⟪v, f x⟫ = 0 :=
56
+ Submodule.mem_orthogonal_singleton_iff_inner_right.mp (b.repr.symm x).property
57
+ have h := orthogonalPrism_volume f v hv hfperp (by omega) A hA
58
+ rw [hfimage, hvolA] at h
59
+ change volume (((-c) • v +ᵥ F) + segment ℝ 0 v) = _ at h
60
+ rw [vadd_add_set, measure_vadd] at h
61
+ exact h
62
+
63
+ theorem linearImage_unitPrism {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
64
+ (v : Euclidean n) (F : Set (Euclidean n)) :
65
+ L '' (F + segment ℝ 0 v) = L '' F + segment ℝ 0 (L v) := by
66
+ rw [Set.image_add]
67
+ congr 1
68
+ simpa using (image_segment ℝ (L.toLinearMap.toAffineMap) (0 : Euclidean n) v)
69
+
70
+ theorem linearImage_unitPrism_volume {n : ℕ} (hn : 0 < n)
71
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (v : Euclidean n) (hv : ‖v‖ = 1)
72
+ (c : ℝ) (F : Set (Euclidean n)) (hF : IsCompact F)
73
+ (hplane : ∀ x ∈ F, ⟪v, x⟫ = c) :
74
+ volume (L '' F + segment ℝ 0 (L v)) = ENNReal.ofReal |L.toLinearMap.det| * μHE[n - 1] F := by
75
+ rw [← linearImage_unitPrism]
76
+ change volume (L.toLinearMap '' (F + segment ℝ 0 v)) = _
77
+ rw [volume.addHaar_image_linearMap, affineHyperplane_unitPrism_volume hn v hv c F hF hplane]
78
+
79
+ theorem linearImage_unitPrism_height {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
80
+ (v : Euclidean n) (hv : ‖v‖ = 1) :
81
+ ⟪linearImageNormal L v, L v⟫ = 1 / ‖L.symm.toLinearMap.adjoint v‖ := by
82
+ rw [linearImageNormal_inner, real_inner_self_eq_norm_sq, hv, one_pow]
83
+
84
+ theorem linearImage_unitPrism_offset {n : ℕ} (L : Euclidean n ≃ₗ[ℝ] Euclidean n)
85
+ (v : Euclidean n) (hv : ‖v‖ = 1) (c : ℝ) (x : Euclidean n)
86
+ (hx : ⟪v, x⟫ = c) (t : ℝ) :
87
+ ⟪linearImageNormal L v, L (x + t • v)⟫ =
88
+ c / ‖L.symm.toLinearMap.adjoint v‖ + t / ‖L.symm.toLinearMap.adjoint v‖ := by
89
+ rw [linearImageNormal_inner, inner_add_right, real_inner_smul_right,
90
+ real_inner_self_eq_norm_sq, hv, one_pow, mul_one, hx, add_div]
91
+
92
+ theorem linearImage_unitPrism_volume_eq_area_mul_height {n : ℕ} (hn : 0 < n)
93
+ (L : Euclidean n ≃ₗ[ℝ] Euclidean n) (v : Euclidean n) (hv : ‖v‖ = 1)
94
+ (c : ℝ) (F : Set (Euclidean n)) (hF : IsCompact F)
95
+ (hplane : ∀ x ∈ F, ⟪v, x⟫ = c) :
96
+ (volume (L '' F + segment ℝ 0 (L v))).toReal =
97
+ (μHE[n - 1] (L '' F)).toReal * (1 / ‖L.symm.toLinearMap.adjoint v‖) := by
98
+ rw [linearImage_unitPrism_volume hn L v hv c F hF hplane, ENNReal.toReal_mul,
99
+ ENNReal.toReal_ofReal (abs_nonneg _), affineHyperplane_linearImage_area_real L v hv c F hplane]
100
+ field_simp [norm_ne_zero_iff.mpr (inverseAdjoint_ne_zero L v hv)]
101
+
102
+ end Paper092
103
+
104
+ end
105
+
106
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FacetUniqueness.lean ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PolytopeFacets
2
+
3
+ namespace OAI
4
+
5
+ universe uι
6
+
7
+ open Set
8
+ open scoped RealInnerProductSpace
9
+
10
+ noncomputable section
11
+
12
+ namespace Paper092.HPolytope
13
+
14
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
15
+
16
+ theorem face_vectorSpan_le_normalHyperplane (a : ι) :
17
+ vectorSpan ℝ (P.face a) ≤ normalHyperplane (P.normal a) := by
18
+ rw [vectorSpan_def]
19
+ apply Submodule.span_le.mpr
20
+ rintro _ ⟨x, hx, y, hy, rfl⟩
21
+ apply Submodule.mem_orthogonal_singleton_iff_inner_right.mpr
22
+ change ⟪P.normal a, x - y⟫ = 0
23
+ rw [inner_sub_right, hx.2, hy.2, sub_self]
24
+
25
+ theorem face_index_unique_of_finrank (a b : ι) (hne : (P.face a).Nonempty)
26
+ (hdim : Module.finrank ℝ (vectorSpan ℝ (P.face a)) = d - 1)
27
+ (heq : P.face a = P.face b) : a = b := by
28
+ have han : P.normal a ≠ 0 := by
29
+ intro h
30
+ have := P.normal_unit a
31
+ simp only [h, norm_zero] at this
32
+ norm_num at this
33
+ have hbn : P.normal b ≠ 0 := by
34
+ intro h
35
+ have := P.normal_unit b
36
+ simp only [h, norm_zero] at this
37
+ norm_num at this
38
+ have hWa : vectorSpan ℝ (P.face a) = normalHyperplane (P.normal a) :=
39
+ Submodule.eq_of_le_of_finrank_eq (P.face_vectorSpan_le_normalHyperplane a)
40
+ (hdim.trans (normalHyperplane_finrank (P.normal a) han).symm)
41
+ have hWb : vectorSpan ℝ (P.face b) = normalHyperplane (P.normal b) :=
42
+ Submodule.eq_of_le_of_finrank_eq (P.face_vectorSpan_le_normalHyperplane b)
43
+ ((heq ▸ hdim).trans (normalHyperplane_finrank (P.normal b) hbn).symm)
44
+ have hH : normalHyperplane (P.normal a) = normalHyperplane (P.normal b) := by
45
+ rw [← hWa, ← hWb, heq]
46
+ have hspan : Submodule.span ℝ {P.normal a} = Submodule.span ℝ {P.normal b} := by
47
+ have h := congrArg Submodule.orthogonal hH
48
+ simpa only [normalHyperplane, Submodule.orthogonal_orthogonal] using h
49
+ have hbspan : P.normal b ∈ Submodule.span ℝ {P.normal a} := by
50
+ rw [hspan]
51
+ exact Submodule.subset_span (mem_singleton _)
52
+ obtain ⟨c, hc⟩ := Submodule.mem_span_singleton.mp hbspan
53
+ have hnorm : |c| = 1 := by
54
+ have h := congrArg norm hc
55
+ simpa only [norm_smul, Real.norm_eq_abs, P.normal_unit, mul_one] using h
56
+ obtain ⟨x, hxa⟩ := hne
57
+ have hxb : x ∈ P.face b := heq ▸ hxa
58
+ have hoff : P.offset b = c * P.offset a := by
59
+ rw [← hxb.2, ← hc, real_inner_smul_left, hxa.2]
60
+ obtain ⟨p, hp⟩ := P.strict_feasible
61
+ have haPos : 0 < P.offset a - ⟪P.normal a, p⟫ := sub_pos.mpr (hp a)
62
+ have hbPos : 0 < c * (P.offset a - ⟪P.normal a, p⟫) := by
63
+ have h := sub_pos.mpr (hp b)
64
+ rwa [hoff, ← hc, real_inner_smul_left, ← mul_sub] at h
65
+ have hcPos : 0 < c := by
66
+ by_contra h
67
+ exact (not_lt_of_ge (mul_nonpos_of_nonpos_of_nonneg (le_of_not_gt h) haPos.le)) hbPos
68
+ have hcOne : c = 1 := by rwa [abs_of_pos hcPos] at hnorm
69
+ have hn : P.normal a = P.normal b := by simpa only [hcOne, one_smul] using hc
70
+ have ho : P.offset a = P.offset b := by simpa only [hcOne, one_mul] using hoff.symm
71
+ exact P.distinct (Prod.ext hn ho)
72
+
73
+ end Paper092.HPolytope
74
+
75
+ end
76
+
77
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FiniteApproximation.lean ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.Basic
2
+ import OAI.Geometry.ProjectionVolume.SupportGeometry
3
+ import OAI.Geometry.ProjectionVolume.Brightness
4
+ import Mathlib.Analysis.Normed.Affine.Convex
5
+
6
+ namespace OAI
7
+
8
+ open Set Metric Filter
9
+ open scoped Pointwise Topology RealInnerProductSpace
10
+
11
+ namespace Paper092
12
+
13
+ theorem convex_smul_subset_interior {n : ℕ} {K : Set (Euclidean n)}
14
+ (hK : Convex ℝ K) (h0 : (0 : Euclidean n) ∈ interior K)
15
+ {r : ℝ} (hr : 0 ≤ r) (hr1 : r < 1) : r • K ⊆ interior K := by
16
+ rintro _ ⟨x, hx, rfl⟩
17
+ simpa only [smul_zero, add_zero] using
18
+ hK.combo_self_interior_mem_interior hx h0 hr (sub_pos.mpr hr1) (add_sub_cancel _ _)
19
+
20
+ theorem exists_inscribed_finset_sandwich {n : ℕ} {K : Set (Euclidean n)}
21
+ (hc : IsCompact K) (hv : Convex ℝ K) (h0 : (0 : Euclidean n) ∈ interior K)
22
+ {r : ℝ} (hr : 0 ≤ r) (hr1 : r < 1) :
23
+ ∃ t : Finset (Euclidean n),
24
+ r • K ⊆ interior (convexHull ℝ (t : Set (Euclidean n))) ∧
25
+ convexHull ℝ (t : Set (Euclidean n)) ⊆ K ∧
26
+ (0 : Euclidean n) ∈ interior (convexHull ℝ (t : Set (Euclidean n))) := by
27
+ obtain ⟨t, ht, htK⟩ := (hv.smul r).exists_subset_interior_convexHull_finset_of_isCompact
28
+ (hc.smul r) (mem_nhdsSet_iff_exists.mpr
29
+ ⟨interior K, isOpen_interior, convex_smul_subset_interior hv h0 hr hr1, interior_subset⟩)
30
+ refine ⟨t, ht, htK, ht ?_⟩
31
+ exact ⟨0, interior_subset h0, smul_zero r⟩
32
+
33
+ theorem support_mono {n : ℕ} {A B : Set (Euclidean n)}
34
+ (hne : A.Nonempty) (hc : IsCompact B) (h : A ⊆ B) (u : Euclidean n) :
35
+ SupportGeometry.support A (innerSL ℝ u) ≤
36
+ SupportGeometry.support B (innerSL ℝ u) :=
37
+ SupportGeometry.support_le hne _ fun _ hx => SupportGeometry.le_support hc _ (h hx)
38
+
39
+ theorem projectionBody_support_le {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) :
40
+ SupportGeometry.support (projectionBody K) (innerSL ℝ u) ≤ brightness K u :=
41
+ SupportGeometry.support_le ⟨0, zero_mem_projectionBody K⟩ _ fun _ hx => hx u
42
+
43
+ end Paper092
44
+
45
+ end OAI
lean/OAI/Geometry/ProjectionVolume/FiniteVertices.lean ADDED
@@ -0,0 +1,84 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PolytopeDefinitions
2
+ import Mathlib.Analysis.Convex.KreinMilman
3
+ import Mathlib.Tactic.FunProp
4
+ import Mathlib.Tactic.Linarith
5
+
6
+ namespace OAI
7
+
8
+ universe uι
9
+
10
+ open Set Filter Topology
11
+ open scoped RealInnerProductSpace
12
+
13
+ namespace Paper092
14
+ namespace HPolytope
15
+
16
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
17
+
18
+ theorem extreme_active_unique {x y : Euclidean d}
19
+ (hx : x ∈ P.body.extremePoints ℝ)
20
+ (ha : ∀ i, ⟪P.normal i, x⟫ = P.offset i → ⟪P.normal i, y⟫ = P.offset i) :
21
+ y = x := by
22
+ have hnear : ∀ᶠ t : ℝ in 𝓝 0, ∀ i,
23
+ ⟪P.normal i, x⟫ < P.offset i →
24
+ ⟪P.normal i, x + t • (y - x)⟫ < P.offset i := by
25
+ apply Filter.eventually_all.mpr
26
+ intro i
27
+ by_cases hi : ⟪P.normal i, x⟫ < P.offset i
28
+ · have h : ∀ᶠ t : ℝ in 𝓝 0,
29
+ ⟪P.normal i, x + t • (y - x)⟫ < P.offset i :=
30
+ (isOpen_lt (by fun_prop) continuous_const).mem_nhds (by simpa using hi)
31
+ filter_upwards [h] with t ht
32
+ exact fun _ => ht
33
+ · exact Filter.Eventually.of_forall fun _ h => (hi h).elim
34
+ obtain ⟨ε, hε, hsmall⟩ := Metric.eventually_nhds_iff.mp hnear
35
+ have hpert (t : ℝ) (ht : dist t 0 < ε) : x + t • (y - x) ∈ P.body := by
36
+ intro i
37
+ rcases (hx.1 i).lt_or_eq with hi | hi
38
+ · exact (hsmall ht i hi).le
39
+ · simp [inner_add_right, inner_smul_right, inner_sub_right, hi, ha i hi]
40
+ have hp : dist (ε / 2) 0 < ε := by
41
+ rw [Real.dist_eq, sub_zero, abs_of_pos (half_pos hε)]
42
+ linarith
43
+ have hm : dist (-(ε / 2)) 0 < ε := by simpa using hp
44
+ have hxplus := hx.2 (hpert (ε / 2) hp)
45
+ (show x - (ε / 2) • (y - x) ∈ P.body by simpa only [neg_smul, ← sub_eq_add_neg] using hpert (-(ε / 2)) hm)
46
+ (mem_openSegment_add_sub (𝕜 := ℝ) x ((ε / 2) • (y - x)))
47
+ have hz : (ε / 2) • (y - x) = 0 := add_left_cancel (hxplus.trans (add_zero x).symm)
48
+ exact sub_eq_zero.mp ((smul_eq_zero.mp hz).resolve_left (ne_of_gt (half_pos hε)))
49
+
50
+ theorem finite_extremePoints : (P.body.extremePoints ℝ).Finite := by
51
+ classical
52
+ let active (x : Euclidean d) : Finset ι :=
53
+ Finset.univ.filter (fun i => ⟪P.normal i, x⟫ = P.offset i)
54
+ have hi : Set.InjOn active (P.body.extremePoints ℝ) := by
55
+ intro x hx y _ hxy
56
+ apply (P.extreme_active_unique hx ?_).symm
57
+ intro i hix
58
+ have hm : i ∈ active x := by simp [active, hix]
59
+ rw [hxy] at hm
60
+ exact (Finset.mem_filter.mp hm).2
61
+ exact (Set.toFinite (Set.univ : Set (Finset ι))).of_injOn
62
+ (fun _ _ => Set.mem_univ _) hi
63
+
64
+ theorem eq_convexHull_extremePoints : P.body = convexHull ℝ (P.body.extremePoints ℝ) := by
65
+ have hc : Convex ℝ P.body := by
66
+ change Convex ℝ {x : Euclidean d | ∀ i, ⟪P.normal i, x⟫ ≤ P.offset i}
67
+ simp only [Set.ofPred_forall]
68
+ exact convex_iInter fun i => (convex_Iic (P.offset i)).linear_preimage
69
+ (innerSL ℝ (P.normal i)).toLinearMap
70
+ have h := closure_convexHull_extremePoints P.compact hc
71
+ change closure (convexHull ℝ (P.body.extremePoints ℝ)) = P.body at h
72
+ rw [P.finite_extremePoints.isClosed_convexHull ℝ |>.closure_eq] at h
73
+ exact h.symm
74
+
75
+ end HPolytope
76
+
77
+ theorem halfspaces_are_finite_convex_hull {d : ℕ} {ι : Type uι} [Fintype ι]
78
+ (P : HPolytope d ι) :
79
+ ∃ S : Finset (Euclidean d), P.body = convexHull ℝ (S : Set (Euclidean d)) := by
80
+ classical
81
+ exact ⟨P.finite_extremePoints.toFinset, by simpa using P.eq_convexHull_extremePoints⟩
82
+ end Paper092
83
+
84
+ end OAI
lean/OAI/Geometry/ProjectionVolume/GeneralProduct.lean ADDED
@@ -0,0 +1,88 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.ProductArea
2
+ import OAI.Geometry.ProjectionVolume.ProductReconstruction
3
+ import OAI.Geometry.ProjectionVolume.PolytopeCauchy
4
+
5
+ namespace OAI
6
+
7
+ universe uι uκ
8
+
9
+ noncomputable section
10
+ open Set MeasureTheory
11
+ open scoped BigOperators RealInnerProductSpace Pointwise
12
+
13
+ namespace Paper092
14
+
15
+ namespace HPolytope
16
+
17
+ variable {r s : ℕ} {ι : Type uι} {κ : Type uκ} [Fintype ι] [Fintype κ]
18
+
19
+ theorem product_faceArea_inl (hr : 0 < r) (A : HPolytope r ι) (B : HPolytope s κ)
20
+ (i : ι) : (A.product B).faceArea (.inl i) =
21
+ A.faceArea i * (volume B.body).toReal := by
22
+ unfold faceArea
23
+ rw [product_face_inl, cartesianBody_eq_preimage,
24
+ affineHyperplane_product_area_left hr (A.normal i) (A.normal_unit i) (A.offset i)
25
+ (A.face i) (A.face_isCompact i) (fun _ hx => hx.2) B.body B.compact.measurableSet,
26
+ ENNReal.toReal_mul]
27
+
28
+ theorem product_faceArea_inr (hs : 0 < s) (A : HPolytope r ι) (B : HPolytope s κ)
29
+ (i : κ) : (A.product B).faceArea (.inr i) =
30
+ (volume A.body).toReal * B.faceArea i := by
31
+ unfold faceArea
32
+ rw [product_face_inr, cartesianBody_eq_preimage,
33
+ affineHyperplane_product_area_right hs (B.normal i) (B.normal_unit i) (B.offset i)
34
+ (B.face i) (B.face_isCompact i) (fun _ hx => hx.2) A.body A.compact.measurableSet,
35
+ ENNReal.toReal_mul]
36
+
37
+ theorem brightness_product (hr : 0 < r) (hs : 0 < s)
38
+ (A : HPolytope r ι) (B : HPolytope s κ) (w : Euclidean (r + s)) :
39
+ brightness (cartesianBody A.body B.body) w =
40
+ (volume B.body).toReal * brightness A.body (splitEuclideanProduct r s w).1 +
41
+ (volume A.body).toReal * brightness B.body (splitEuclideanProduct r s w).2 := by
42
+ classical
43
+ rw [← product_body A B, (A.product B).brightness_eq_sum,
44
+ A.brightness_eq_sum, B.brightness_eq_sum, Fintype.sum_sum_type]
45
+ have hleft (i : ι) : ⟪w, (A.product B).normal (.inl i)⟫ =
46
+ ⟪(splitEuclideanProduct r s w).1, A.normal i⟫ := by
47
+ change ⟪w, productLiftLeft r s (A.normal i)⟫ = _
48
+ rw [real_inner_comm, inner_productLiftLeft, real_inner_comm]
49
+ have hright (i : κ) : ⟪w, (A.product B).normal (.inr i)⟫ =
50
+ ⟪(splitEuclideanProduct r s w).2, B.normal i⟫ := by
51
+ change ⟪w, productLiftRight r s (B.normal i)⟫ = _
52
+ rw [real_inner_comm, inner_productLiftRight, real_inner_comm]
53
+ simp_rw [product_faceArea_inl hr, product_faceArea_inr hs, hleft, hright]
54
+ simp_rw [mul_assoc]
55
+ rw [← Finset.mul_sum]
56
+ have heq : (∑ i, A.faceArea i * ((volume B.body).toReal *
57
+ |⟪(splitEuclideanProduct r s w).1, A.normal i⟫|)) =
58
+ (volume B.body).toReal * ∑ i, A.faceArea i *
59
+ |⟪(splitEuclideanProduct r s w).1, A.normal i⟫| := by
60
+ rw [Finset.mul_sum]
61
+ apply Finset.sum_congr rfl
62
+ intro i _
63
+ ring
64
+ rw [heq]
65
+ ring
66
+
67
+ end HPolytope
68
+
69
+ theorem projectionBody_product {r s : ℕ} (hr : 2 ≤ r) (hs : 2 ≤ s)
70
+ {ι : Type uι} {κ : Type uκ} [Fintype ι] [Fintype κ] (A : HPolytope r ι) (B : HPolytope s κ) :
71
+ projectionBody (cartesianBody A.body B.body) =
72
+ cartesianBody ((volume B.body).toReal • projectionBody A.body)
73
+ ((volume A.body).toReal • projectionBody B.body) :=
74
+ projectionBody_cartesian_of_brightness A.body B.body A.volume_pos B.volume_pos
75
+ (A.brightness_product (by omega) (by omega) B)
76
+
77
+ theorem normalizedProjectionVolume_product {r s : ℕ} (hr : 2 ≤ r) (hs : 2 ≤ s)
78
+ {ι : Type uι} {κ : Type uκ} [Fintype ι] [Fintype κ] (A : HPolytope r ι) (B : HPolytope s κ) :
79
+ normalizedProjectionVolume (cartesianBody A.body B.body) =
80
+ normalizedProjectionVolume A.body * normalizedProjectionVolume B.body :=
81
+ normalized_cartesian_of_projectionBody_eq (by omega) (by omega) A.body B.body
82
+ A.compact B.compact A.volume_pos B.volume_pos (projectionBody_product hr hs A B)
83
+
84
+ end Paper092
85
+
86
+ end
87
+
88
+ end OAI
lean/OAI/Geometry/ProjectionVolume/InnerSequence.lean ADDED
@@ -0,0 +1,116 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.FiniteApproximation
2
+ import Mathlib.Analysis.SpecificLimits.Basic
3
+ import Mathlib.Analysis.Normed.Module.Ball.Pointwise
4
+
5
+ namespace OAI
6
+
7
+ open Set Metric Filter
8
+ open scoped Pointwise Topology
9
+
10
+ namespace Paper092
11
+
12
+ noncomputable def inscribedScale (m : ℕ) : ℝ := 1 - 1 / ((m : ℝ) + 2)
13
+
14
+ theorem inscribedScale_nonneg (m : ℕ) : 0 ≤ inscribedScale m := by
15
+ unfold inscribedScale
16
+ apply sub_nonneg.mpr
17
+ apply (div_le_one (by positivity : 0 < (m : ℝ) + 2)).mpr
18
+ linarith [Nat.cast_nonneg (α := ℝ) m]
19
+
20
+ theorem inscribedScale_lt_one (m : ℕ) : inscribedScale m < 1 := by
21
+ unfold inscribedScale
22
+ exact sub_lt_self _ (by positivity)
23
+
24
+ theorem exists_increasing_inscribed_finsets {n : ℕ} {K : Set (Euclidean n)}
25
+ (hc : IsCompact K) (hv : Convex ℝ K) (h0 : (0 : Euclidean n) ∈ interior K) :
26
+ ∃ V : ℕ → Finset (Euclidean n),
27
+ Monotone (fun m => convexHull ℝ (V m : Set (Euclidean n))) ∧
28
+ (∀ m, convexHull ℝ (V m : Set (Euclidean n)) ⊆ K) ∧
29
+ (∀ m, inscribedScale m • K ⊆ interior (convexHull ℝ (V m : Set (Euclidean n)))) ∧
30
+ (∀ m, (0 : Euclidean n) ∈ interior (convexHull ℝ (V m : Set (Euclidean n)))) := by
31
+ classical
32
+ have hex := fun m => exists_inscribed_finset_sandwich hc hv h0
33
+ (inscribedScale_nonneg m) (inscribedScale_lt_one m)
34
+ choose t ht htK ht0 using hex
35
+ let V : ℕ → Finset (Euclidean n) := fun m => (Finset.range (m + 1)).biUnion t
36
+ have htV (i m : ℕ) (hi : i ≤ m) : (t i : Set (Euclidean n)) ⊆ V m := by
37
+ intro x hx
38
+ exact Finset.mem_biUnion.mpr ⟨i, Finset.mem_range.mpr (by omega), hx⟩
39
+ refine ⟨V, ?_, ?_, ?_, ?_⟩
40
+ · intro i j hij
41
+ apply convexHull_mono
42
+ intro x hx
43
+ obtain ⟨k, hk, hx⟩ := Finset.mem_biUnion.mp hx
44
+ exact Finset.mem_biUnion.mpr ⟨k, Finset.mem_range.mpr
45
+ ((Finset.mem_range.mp hk).trans_le (by omega)), hx⟩
46
+ · intro m
47
+ apply convexHull_min _ hv
48
+ intro x hx
49
+ obtain ⟨i, _, hx⟩ := Finset.mem_biUnion.mp hx
50
+ exact htK i (subset_convexHull ℝ (t i : Set (Euclidean n)) hx)
51
+ · intro m
52
+ exact (ht m).trans (interior_mono (convexHull_mono (htV m m le_rfl)))
53
+ · intro m
54
+ exact interior_mono (convexHull_mono (htV m m le_rfl)) (ht0 m)
55
+
56
+ theorem add_closedBall_subset_dilate {n : ℕ} {P : Set (Euclidean n)}
57
+ (hv : Convex ℝ P) {a ε : ℝ} (ha : 0 < a) (he : 0 ≤ ε)
58
+ (hball : closedBall (0 : Euclidean n) a ⊆ P) :
59
+ P + closedBall (0 : Euclidean n) ε ⊆ (1 + ε / a) • P := by
60
+ have heq : (ε / a) • closedBall (0 : Euclidean n) a = closedBall 0 ε := by
61
+ rw [smul_closedBall _ _ ha.le, smul_zero, Real.norm_eq_abs,
62
+ abs_of_nonneg (div_nonneg he ha.le), div_mul_cancel₀ _ ha.ne']
63
+ rw [← heq, hv.add_smul zero_le_one (div_nonneg he ha.le), one_smul]
64
+ exact add_subset_add subset_rfl (image_mono hball)
65
+
66
+ theorem inscribed_thickening {n : ℕ} {K P : Set (Euclidean n)} {R : ℝ}
67
+ (hR : ∀ x ∈ K, ‖x‖ ≤ R) (m : ℕ) (hP : inscribedScale m • K ⊆ P) :
68
+ K ⊆ P + closedBall (0 : Euclidean n) (R / ((m : ℝ) + 2)) := by
69
+ intro x hx
70
+ refine ⟨inscribedScale m • x, hP ⟨x, hx, rfl⟩,
71
+ (1 / ((m : ℝ) + 2)) • x, ?_, ?_⟩
72
+ · simp only [mem_closedBall, dist_zero_right, norm_smul, Real.norm_eq_abs,
73
+ abs_of_nonneg (by positivity : 0 ≤ 1 / ((m : ℝ) + 2))]
74
+ calc
75
+ 1 / ((m : ℝ) + 2) * ‖x‖ ≤ 1 / ((m : ℝ) + 2) * R :=
76
+ mul_le_mul_of_nonneg_left (hR x hx) (by positivity)
77
+ _ = R / ((m : ℝ) + 2) := by ring
78
+ · change inscribedScale m • x + (1 / ((m : ℝ) + 2)) • x = x
79
+ rw [← add_smul]
80
+ simp [inscribedScale]
81
+
82
+ theorem tendsto_approximation_error (R : ℝ) :
83
+ Tendsto (fun m : ℕ => R / ((m : ℝ) + 2)) atTop (𝓝 0) := by
84
+ simpa only [Function.comp_def, Nat.cast_add, Nat.cast_ofNat] using
85
+ (tendsto_const_div_atTop_nhds_zero_nat R).comp (tendsto_add_atTop_nat 2)
86
+
87
+ theorem exists_inscribed_polytope_sequence {n : ℕ} {K : Set (Euclidean n)}
88
+ (hc : IsCompact K) (hv : Convex ℝ K) (h0 : (0 : Euclidean n) ∈ interior K) :
89
+ ∃ (V : ℕ → Finset (Euclidean n)) (a R : ℝ),
90
+ 0 < a ∧ 0 < R ∧ K ⊆ closedBall 0 R ∧
91
+ Monotone (fun m => convexHull ℝ (V m : Set (Euclidean n))) ∧
92
+ (∀ m, closedBall (0 : Euclidean n) a ⊆ convexHull ℝ (V m : Set (Euclidean n))) ∧
93
+ (∀ m, convexHull ℝ (V m : Set (Euclidean n)) ⊆ K ∧
94
+ K ⊆ convexHull ℝ (V m : Set (Euclidean n)) + closedBall 0 (R / ((m : ℝ) + 2)) ∧
95
+ convexHull ℝ (V m : Set (Euclidean n)) + closedBall 0 (R / ((m : ℝ) + 2)) ⊆
96
+ (1 + (R / ((m : ℝ) + 2)) / a) • convexHull ℝ (V m : Set (Euclidean n))) ∧
97
+ Tendsto (fun m : ℕ => R / ((m : ℝ) + 2)) atTop (𝓝 0) := by
98
+ obtain ⟨V, hmono, hVK, hscale, hzero⟩ := exists_increasing_inscribed_finsets hc hv h0
99
+ obtain ⟨r, hr, hball⟩ := Metric.mem_nhds_iff.mp (mem_interior_iff_mem_nhds.mp (hzero 0))
100
+ obtain ⟨R, hRpos, hR⟩ := hc.isBounded.exists_pos_norm_le
101
+ have hball0 : closedBall (0 : Euclidean n) (r / 2) ⊆ convexHull ℝ (V 0 : Set (Euclidean n)) :=
102
+ (closedBall_subset_ball (by linarith)).trans hball
103
+ have hballm : ∀ m, closedBall (0 : Euclidean n) (r / 2) ⊆
104
+ convexHull ℝ (V m : Set (Euclidean n)) :=
105
+ fun m => hball0.trans (hmono (Nat.zero_le m))
106
+ refine ⟨V, r / 2, R, half_pos hr, hRpos, ?_, hmono, hballm, ?_,
107
+ tendsto_approximation_error R⟩
108
+ · intro x hx
109
+ simpa only [mem_closedBall, dist_zero_right] using hR x hx
110
+ · intro m
111
+ exact ⟨hVK m, inscribed_thickening hR m ((hscale m).trans interior_subset),
112
+ add_closedBall_subset_dilate (convex_convexHull ℝ _) (half_pos hr) (by positivity) (hballm m)⟩
113
+
114
+ end Paper092
115
+
116
+ end OAI
lean/OAI/Geometry/ProjectionVolume/LinearApproximation.lean ADDED
@@ -0,0 +1,59 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.SequenceLimits
2
+
3
+ namespace OAI
4
+
5
+ open Set Metric Filter
6
+ open scoped Pointwise Topology RealInnerProductSpace
7
+
8
+ namespace Paper092
9
+
10
+ theorem approximation_linear_image_brightness_uniform {d : ℕ} (hd : 2 ≤ d)
11
+ {P : ℕ → Set (Euclidean d)} {K : Set (Euclidean d)}
12
+ (hP : ∀ m, IsCompact (P m)) (hK : IsCompact K)
13
+ {scale : ℕ → ℝ} (hscale : ∀ m, 1 ≤ scale m) (hscalelim : Tendsto scale atTop (𝓝 1))
14
+ (hPK : ∀ m, P m ⊆ K) (hKP : ∀ m, K ⊆ scale m • P m)
15
+ (L : Euclidean d ≃ₗ[ℝ] Euclidean d) :
16
+ TendstoUniformlyOn (fun m u => brightness (L '' P m) u) (brightness (L '' K))
17
+ atTop (sphere 0 1) := by
18
+ have hLK : IsCompact (L '' K) := hK.image L.toLinearMap.continuous_of_finiteDimensional
19
+ obtain ⟨R, hR, hbound⟩ := hLK.isBounded.exists_pos_norm_le
20
+ have hball : L '' K ⊆ closedBall 0 R := by
21
+ intro x hx
22
+ simpa only [mem_closedBall, dist_zero_right] using hbound x hx
23
+ apply approximation_brightness_uniform hd
24
+ (fun m => (hP m).image L.toLinearMap.continuous_of_finiteDimensional)
25
+ hLK hscale hscalelim hR.le hball
26
+ · exact fun m => image_mono (hPK m)
27
+ · intro m
28
+ rw [← image_smul_comm L.toLinearMap (scale m) (P m)
29
+ (fun x => L.toLinearMap.map_smul (scale m) x)]
30
+ exact image_mono (hKP m)
31
+
32
+ theorem approximation_linear_image_support_uniform {d : ℕ} (hd : 2 ≤ d)
33
+ {P : ℕ → Set (Euclidean d)} {K : Set (Euclidean d)}
34
+ (hP : ∀ m, IsCompact (P m)) (hv : ∀ m, Convex ℝ (P m))
35
+ (hi : ∀ m, (interior (P m)).Nonempty) (hK : IsCompact K)
36
+ {scale : ℕ → ℝ} (hscale : ∀ m, 1 ≤ scale m) (hscalelim : Tendsto scale atTop (𝓝 1))
37
+ (hPK : ∀ m, P m ⊆ K) (hKP : ∀ m, K ⊆ scale m • P m)
38
+ (L : Euclidean d ≃ₗ[ℝ] Euclidean d) :
39
+ TendstoUniformlyOn
40
+ (fun m u => SupportGeometry.support (projectionBody (L '' P m)) (innerSL ℝ u))
41
+ (brightness (L '' K)) atTop (sphere 0 1) := by
42
+ have hint : ∀ m, (interior (L '' P m)).Nonempty := by
43
+ intro m
44
+ change (interior (L.toContinuousLinearEquiv.toHomeomorph '' P m)).Nonempty
45
+ rw [← Homeomorph.image_interior]
46
+ exact (hi m).image _
47
+ have heq :
48
+ (fun m u => SupportGeometry.support (projectionBody (L '' P m)) (innerSL ℝ u)) =
49
+ (fun m u => brightness (L '' P m) u) := by
50
+ funext m u
51
+ exact projectionBody_support hd (L '' P m)
52
+ ((hP m).image L.toLinearMap.continuous_of_finiteDimensional)
53
+ ((hv m).linear_image L.toLinearMap) (hint m) u
54
+ rw [heq]
55
+ exact approximation_linear_image_brightness_uniform hd hP hK hscale hscalelim hPK hKP L
56
+
57
+ end Paper092
58
+
59
+ end OAI
lean/OAI/Geometry/ProjectionVolume/Main.lean ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.SimplexCounterexample
2
+ import OAI.Geometry.ProjectionVolume.CounterexampleComparison
3
+ import OAI.Geometry.ProjectionVolume.PolytopeTheorems
4
+ import OAI.Geometry.ProjectionVolume.SupportLimit
5
+ import OAI.Geometry.ProjectionVolume.ProjectionInterior
6
+ import OAI.Geometry.ProjectionVolume.SimplexProduct
7
+ import OAI.Geometry.ProjectionVolume.PolarRepresentation
8
+ import OAI.Geometry.ProjectionVolume.CubeBrightness
9
+ import OAI.Geometry.ProjectionVolume.PolytopeFaceGeometry
10
+ import OAI.Geometry.ProjectionVolume.InnerSequence
11
+
12
+ import OAI.Geometry.ProjectionVolume.SequenceLimits
13
+ import OAI.Geometry.ProjectionVolume.LinearApproximation
14
+ import OAI.Geometry.ProjectionVolume.FacetLinearImage
15
+ import OAI.Geometry.ProjectionVolume.PolytopeFacets
16
+ import OAI.Geometry.ProjectionVolume.SeparationIdentities
17
+ import OAI.Geometry.ProjectionVolume.ProductFacetFamilies
18
+ import OAI.Geometry.ProjectionVolume.CubeFibers
19
+ import OAI.Geometry.ProjectionVolume.CoordinateDrop
20
+ import OAI.Geometry.ProjectionVolume.AreaNormalVectors
21
+ import OAI.Geometry.ProjectionVolume.FacetPrism
22
+ import OAI.Geometry.ProjectionVolume.AugmentedDeterminant
23
+ import OAI.Geometry.ProjectionVolume.ProjectionNullity
24
+ import OAI.Geometry.ProjectionVolume.PolytopeIncidence
25
+ import OAI.Geometry.ProjectionVolume.FacetBijection
26
+ import OAI.Geometry.ProjectionVolume.FacetDimension
lean/OAI/Geometry/ProjectionVolume/Model.lean ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import Mathlib
2
+
3
+ namespace OAI
4
+
5
+ noncomputable section
6
+
7
+ open Set MeasureTheory
8
+ open scoped RealInnerProductSpace Pointwise
9
+
10
+ namespace Paper092
11
+
12
+ noncomputable def simplexConstant (d : ℕ) : ℝ :=
13
+ (d + 1) * (d : ℝ) ^ d / d.factorial
14
+
15
+ abbrev Euclidean (n : ℕ) := EuclideanSpace ℝ (Fin n)
16
+
17
+ def normalHyperplane {n : ℕ} (u : Euclidean n) : Submodule ℝ (Euclidean n) :=
18
+ (Submodule.span ℝ ({u} : Set (Euclidean n)))ᗮ
19
+
20
+ def projectionVolume {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) : ENNReal :=
21
+ (volume : Measure (normalHyperplane u))
22
+ ((normalHyperplane u).orthogonalProjectionOnto '' K)
23
+
24
+ def brightness {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) : ℝ :=
25
+ ‖u‖ * (projectionVolume K u).toReal
26
+
27
+ def projectionBody {n : ℕ} (K : Set (Euclidean n)) : Set (Euclidean n) :=
28
+ {y | ∀ u, ⟪u, y⟫ ≤ brightness K u}
29
+
30
+ def normalizedProjectionVolume {n : ℕ} (K : Set (Euclidean n)) : ℝ :=
31
+ (volume (projectionBody K)).toReal / (volume K).toReal ^ (n - 1)
32
+
33
+ def standardSimplex (n : ℕ) : Set (Euclidean n) :=
34
+ convexHull ℝ (insert 0 (Set.range fun i : Fin n => EuclideanSpace.single i (1 : ℝ)))
35
+
36
+ def firstBlock (x : Euclidean 20) : Euclidean 10 :=
37
+ WithLp.toLp 2 (fun i : Fin 10 => x (Fin.castAdd 10 i))
38
+
39
+ def secondBlock (x : Euclidean 20) : Euclidean 10 :=
40
+ WithLp.toLp 2 (fun i : Fin 10 => x (Fin.natAdd 10 i))
41
+
42
+ def productWitness : Set (Euclidean 20) :=
43
+ {x | firstBlock x ∈ standardSimplex 10 ∧ secondBlock x ∈ standardSimplex 10}
44
+
45
+ end Paper092
46
+
47
+ end
48
+
49
+ end OAI
lean/OAI/Geometry/ProjectionVolume/OuterApproximation.lean ADDED
@@ -0,0 +1,156 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.FiniteApproximation
2
+ import OAI.Geometry.ProjectionVolume.PolytopeDefinitions
3
+
4
+ namespace OAI
5
+
6
+ open Set Metric
7
+ open scoped Pointwise RealInnerProductSpace
8
+
9
+ namespace Paper092
10
+
11
+ theorem exists_unit_separating_support {n : ℕ} {K : Set (Euclidean n)}
12
+ (hc : IsCompact K) (hne : K.Nonempty) (hv : Convex ℝ K)
13
+ {x : Euclidean n} (hx : x ∉ K) :
14
+ ∃ u : Euclidean n, ‖u‖ = 1 ∧
15
+ SupportGeometry.support K (innerSL ℝ u) < ⟪u, x⟫ := by
16
+ have hx' := (SupportGeometry.mem_iff_inner_le_support hc hne hv).not.mp hx
17
+ push Not at hx'
18
+ obtain ⟨u, hu⟩ := hx'
19
+ have hu0 : u ≠ 0 := by
20
+ intro h
21
+ have hh := (SupportGeometry.le_support hc (innerSL ℝ u) hne.choose_spec).trans_lt hu
22
+ simp [h] at hh
23
+ let v := ‖u‖⁻¹ • u
24
+ have hv1 : ‖v‖ = 1 := by simp [v, norm_smul, hu0]
25
+ obtain ⟨y, hy, hys⟩ := SupportGeometry.exists_support hc hne (innerSL ℝ v)
26
+ refine ⟨v, hv1, ?_⟩
27
+ rw [← hys]
28
+ change ⟪v, y⟫ < ⟪v, x⟫
29
+ simp only [v, real_inner_smul_left]
30
+ exact mul_lt_mul_of_pos_left ((SupportGeometry.le_support hc (innerSL ℝ u) hy).trans_lt hu)
31
+ (inv_pos.mpr (norm_pos_iff.mpr hu0))
32
+
33
+ theorem unit_support_pos_of_zero_mem_interior {n : ℕ} {K : Set (Euclidean n)}
34
+ (hc : IsCompact K) (h0 : (0 : Euclidean n) ∈ interior K)
35
+ (u : Euclidean n) (hu : ‖u‖ = 1) :
36
+ 0 < SupportGeometry.support K (innerSL ℝ u) := by
37
+ obtain ⟨r, hr, hball⟩ := Metric.mem_nhds_iff.mp (mem_interior_iff_mem_nhds.mp h0)
38
+ have hz : (r / 2) • u ∈ K := by
39
+ apply hball
40
+ simp only [mem_ball, dist_zero_right, norm_smul, Real.norm_eq_abs, hu, mul_one]
41
+ rw [abs_of_pos (half_pos hr)]
42
+ linarith
43
+ have hh := SupportGeometry.le_support hc (innerSL ℝ u) hz
44
+ simp only [innerSL_apply_apply, inner_smul_right, real_inner_self_eq_norm_sq, hu,
45
+ one_pow, mul_one] at hh
46
+ exact (half_pos hr).trans_le hh
47
+
48
+ theorem unit_support_le_of_norm_le {n : ℕ} {K : Set (Euclidean n)}
49
+ (hne : K.Nonempty) {R : ℝ} (hR : ∀ x ∈ K, ‖x‖ ≤ R)
50
+ (u : Euclidean n) (hu : ‖u‖ = 1) :
51
+ SupportGeometry.support K (innerSL ℝ u) ≤ R := by
52
+ apply SupportGeometry.support_le hne
53
+ intro x hx
54
+ exact (real_inner_le_norm u x).trans (by simpa [hu] using hR x hx)
55
+
56
+ theorem norm_le_of_basis_inner_le {n : ℕ} {x : Euclidean n} {R : ℝ}
57
+ (h : ∀ i : Fin n, |⟪EuclideanSpace.basisFun (Fin n) ℝ i, x⟫| ≤ R) :
58
+ ‖x‖ ≤ n * R := by
59
+ let b := EuclideanSpace.basisFun (Fin n) ℝ
60
+ calc
61
+ ‖x‖ = ‖∑ i : Fin n, ⟪b i, x⟫ • b i‖ := by rw [b.sum_repr']
62
+ _ ≤ ∑ i : Fin n, ‖⟪b i, x⟫ • b i‖ := norm_sum_le _ _
63
+ _ = ∑ i : Fin n, |⟪b i, x⟫| := by simp [norm_smul, Real.norm_eq_abs]
64
+ _ ≤ ∑ i : Fin n, R := Finset.sum_le_sum (fun i _ => h i)
65
+ _ = n * R := by simp
66
+
67
+ theorem subset_interior_smul_of_one_lt {n : ℕ} {K : Set (Euclidean n)}
68
+ (hv : Convex ℝ K) (h0 : (0 : Euclidean n) ∈ interior K)
69
+ {r : ℝ} (hr : 1 < r) : K ⊆ interior (r • K) := by
70
+ have heq : (AffineMap.homothety (0 : Euclidean n) r : Euclidean n → Euclidean n) =
71
+ (fun x => r • x) := by
72
+ funext x
73
+ simp [AffineMap.homothety_apply, vsub_eq_sub, vadd_eq_add]
74
+ change K ⊆ interior ((fun x : Euclidean n => r • x) '' K)
75
+ rw [← heq]
76
+ exact hv.subset_interior_image_homothety_of_one_lt h0 r hr
77
+
78
+ theorem exists_outer_hpolytope_sandwich {n : ℕ} {K : Set (Euclidean n)}
79
+ (hc : IsCompact K) (hv : Convex ℝ K) (h0 : (0 : Euclidean n) ∈ interior K)
80
+ {r : ℝ} (hr : 1 < r) :
81
+ ∃ (F : Finset (Euclidean n)) (P : HPolytope n {u // u ∈ F}),
82
+ K ⊆ P.body ∧ P.body ⊆ r • K := by
83
+ classical
84
+ have hne : K.Nonempty := ⟨0, interior_subset h0⟩
85
+ obtain ⟨R, hRp, hR⟩ := hc.isBounded.exists_pos_norm_le
86
+ let b := EuclideanSpace.basisFun (Fin n) ℝ
87
+ let U := {u : Euclidean n // ‖u‖ = 1}
88
+ let V : U → Set (Euclidean n) := fun u =>
89
+ {x | SupportGeometry.support K (innerSL ℝ u.val) < ⟪u.val, x⟫}
90
+ have hKin := subset_interior_smul_of_one_lt hv h0 hr
91
+ have hcover : closedBall (0 : Euclidean n) (n * R) \ interior (r • K) ⊆ ⋃ u : U, V u := by
92
+ intro x hx
93
+ obtain ⟨u, hu, hsep⟩ := exists_unit_separating_support hc hne hv
94
+ (fun hxK => hx.2 (hKin hxK))
95
+ exact mem_iUnion.mpr ⟨⟨u, hu⟩, hsep⟩
96
+ obtain ⟨t, ht⟩ := ((isCompact_closedBall (0 : Euclidean n) (n * R)).diff
97
+ isOpen_interior).elim_finite_subcover V
98
+ (fun u => isOpen_lt continuous_const (innerSL ℝ u.val).continuous) hcover
99
+ let F := t.image Subtype.val ∪
100
+ (Finset.univ.image b ∪ Finset.univ.image (fun i : Fin n => -b i))
101
+ have htF (u : U) (hu : u ∈ t) : u.val ∈ F :=
102
+ Finset.mem_union_left _ (Finset.mem_image.mpr ⟨u, hu, rfl⟩)
103
+ have hpF (i : Fin n) : b i ∈ F := Finset.mem_union_right _
104
+ (Finset.mem_union_left _ (Finset.mem_image.mpr ⟨i, Finset.mem_univ i, rfl⟩))
105
+ have hnF (i : Fin n) : -b i ∈ F := Finset.mem_union_right _
106
+ (Finset.mem_union_right _ (Finset.mem_image.mpr ⟨i, Finset.mem_univ i, rfl⟩))
107
+ have hFunit : ∀ u ∈ F, ‖u‖ = 1 := by
108
+ intro u hu
109
+ rcases Finset.mem_union.mp hu with hu | hu
110
+ · obtain ⟨v, _, rfl⟩ := Finset.mem_image.mp hu
111
+ exact v.property
112
+ · rcases Finset.mem_union.mp hu with hu | hu
113
+ · obtain ⟨i, _, rfl⟩ := Finset.mem_image.mp hu
114
+ exact b.norm_eq_one i
115
+ · obtain ⟨i, _, rfl⟩ := Finset.mem_image.mp hu
116
+ simp
117
+ let H : Set (Euclidean n) := {x | ∀ u : {u // u ∈ F},
118
+ ⟪u.val, x⟫ ≤ SupportGeometry.support K (innerSL ℝ u.val)}
119
+ have hKH : K ⊆ H := fun x hx u => SupportGeometry.le_support hc (innerSL ℝ u.val) hx
120
+ have hHbound : ∀ x ∈ H, ‖x‖ ≤ n * R := by
121
+ intro x hx
122
+ apply norm_le_of_basis_inner_le
123
+ intro i
124
+ have hp := (hx ⟨b i, hpF i⟩).trans
125
+ (unit_support_le_of_norm_le hne hR (b i) (b.norm_eq_one i))
126
+ have hn := (hx ⟨-b i, hnF i⟩).trans
127
+ (unit_support_le_of_norm_le hne hR (-b i) (by simp))
128
+ apply abs_le.mpr
129
+ refine ⟨?_, hp⟩
130
+ simpa only [inner_neg_left, neg_le] using hn
131
+ have hHr : H ⊆ r • K := by
132
+ intro x hx
133
+ by_contra hxout
134
+ have hxC : x ∈ closedBall (0 : Euclidean n) (n * R) \ interior (r • K) :=
135
+ ⟨by simpa only [mem_closedBall, dist_zero_right] using hHbound x hx,
136
+ fun h => hxout (interior_subset h)⟩
137
+ obtain ⟨u, hut, hux⟩ := mem_iUnion₂.mp (ht hxC)
138
+ exact (not_lt_of_ge (hx ⟨u.val, htF u hut⟩)) hux
139
+ have hHclosed : IsClosed H := by
140
+ dsimp [H]
141
+ rw [ofPred_forall]
142
+ exact isClosed_iInter fun u => isClosed_le (innerSL ℝ u.val).continuous continuous_const
143
+ let P : HPolytope n {u // u ∈ F} := {
144
+ normal := Subtype.val
145
+ offset := fun u => SupportGeometry.support K (innerSL ℝ u.val)
146
+ normal_unit := fun u => hFunit u.val u.property
147
+ compact := (hc.smul r).of_isClosed_subset hHclosed hHr
148
+ strict_feasible := ⟨0, fun u => by
149
+ simpa only [inner_zero_right] using
150
+ unit_support_pos_of_zero_mem_interior hc h0 u.val (hFunit u.val u.property)⟩
151
+ distinct := fun i j hij => Subtype.ext (congrArg Prod.fst hij) }
152
+ exact ⟨F, P, hKH, hHr⟩
153
+
154
+ end Paper092
155
+
156
+ end OAI
lean/OAI/Geometry/ProjectionVolume/PolarRepresentation.lean ADDED
@@ -0,0 +1,181 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.FiniteVertices
2
+ import OAI.Geometry.ProjectionVolume.PolytopeOperations
3
+ import OAI.Geometry.ProjectionVolume.SupportGeometry
4
+ import Mathlib.Tactic.FieldSimp
5
+ import Mathlib.Tactic.FunProp
6
+ import Mathlib.Tactic.Linarith
7
+
8
+ namespace OAI
9
+
10
+ open Set MeasureTheory
11
+ open scoped RealInnerProductSpace Pointwise
12
+
13
+ noncomputable section
14
+ namespace Paper092
15
+
16
+ def halfspacePolar {d : ℕ} (K : Set (Euclidean d)) : Set (Euclidean d) :=
17
+ {u | ∀ x ∈ K, ⟪u, x⟫ ≤ 1}
18
+
19
+ theorem halfspacePolar_convexHull {d : ℕ} (S : Set (Euclidean d)) :
20
+ halfspacePolar (convexHull ℝ S) = halfspacePolar S := by
21
+ ext u
22
+ constructor
23
+ · intro h x hx
24
+ exact h x (subset_convexHull ℝ S hx)
25
+ · intro h x hx
26
+ have hc : Convex ℝ {y : Euclidean d | ⟪u, y⟫ ≤ 1} :=
27
+ (convex_Iic (1 : ℝ)).linear_preimage (innerSL ℝ u).toLinearMap
28
+ exact convexHull_min h hc hx
29
+
30
+ theorem halfspacePolar_isClosed {d : ℕ} (K : Set (Euclidean d)) :
31
+ IsClosed (halfspacePolar K) := by
32
+ unfold halfspacePolar
33
+ simp only [Set.ofPred_forall]
34
+ exact isClosed_iInter fun x => isClosed_iInter fun _ =>
35
+ isClosed_le (by fun_prop) continuous_const
36
+
37
+ theorem halfspacePolar_bipolar {d : ℕ} {K : Set (Euclidean d)}
38
+ (hK : IsClosed K) (hc : Convex ℝ K) (h0 : (0 : Euclidean d) ∈ K) :
39
+ halfspacePolar (halfspacePolar K) = K := by
40
+ ext x
41
+ constructor
42
+ · intro hx
43
+ by_contra hnot
44
+ obtain ⟨f, r, hr, hxgt⟩ := geometric_hahn_banach_closed_point hc hK hnot
45
+ have hr0 : 0 < r := by simpa using hr 0 h0
46
+ obtain ⟨u, hu⟩ := (InnerProductSpace.toDual ℝ (Euclidean d)).surjective f
47
+ have hf (z : Euclidean d) : ⟪u, z⟫ = f z := by
48
+ exact congrArg (fun g : StrongDual ℝ (Euclidean d) => g z) hu
49
+ have hp : r⁻¹ • u ∈ halfspacePolar K := by
50
+ intro z hz
51
+ rw [real_inner_smul_left, hf]
52
+ have := mul_le_mul_of_nonneg_left (hr z hz).le (inv_nonneg.mpr hr0.le)
53
+ simpa [hr0.ne'] using this
54
+ have h := hx (r⁻¹ • u) hp
55
+ rw [real_inner_smul_right, real_inner_comm u x, hf] at h
56
+ have hh := mul_le_mul_of_nonneg_left h hr0.le
57
+ have hle : f x ≤ r := by simpa [← mul_assoc, hr0.ne'] using hh
58
+ exact (not_le_of_gt hxgt) hle
59
+ · intro hx u hu
60
+ simpa only [real_inner_comm] using hu x hx
61
+
62
+ theorem halfspacePolar_isCompact {d : ℕ} {K : Set (Euclidean d)}
63
+ (h0 : (0 : Euclidean d) ∈ interior K) : IsCompact (halfspacePolar K) := by
64
+ obtain ⟨r, hr, hball⟩ := Metric.mem_nhds_iff.mp (mem_interior_iff_mem_nhds.mp h0)
65
+ apply Metric.isCompact_iff_isClosed_bounded.mpr
66
+ refine ⟨halfspacePolar_isClosed K, isBounded_iff_forall_norm_le.mpr ⟨2 / r, ?_⟩⟩
67
+ intro y hy
68
+ by_cases hz : y = 0
69
+ · subst y
70
+ simp only [norm_zero]
71
+ positivity
72
+ have hn : 0 < ‖y‖ := norm_pos_iff.mpr hz
73
+ have hx : ((r / 2) / ‖y‖) • y ∈ K := by
74
+ apply hball
75
+ simp only [Metric.mem_ball, dist_zero_right, norm_smul, Real.norm_eq_abs]
76
+ rw [abs_of_pos (div_pos (half_pos hr) hn), div_mul_cancel₀ _ hn.ne']
77
+ linarith
78
+ have h := hy _ hx
79
+ rw [real_inner_smul_right, real_inner_self_eq_norm_sq] at h
80
+ have heq : (r / 2 / ‖y‖) * ‖y‖ ^ 2 = (r / 2) * ‖y‖ := by field_simp
81
+ rw [heq] at h
82
+ apply (le_div_iff₀ hr).mpr
83
+ nlinarith
84
+
85
+ theorem finite_polar_has_halfspaces {d : ℕ} (S : Finset (Euclidean d))
86
+ (hc : IsCompact (halfspacePolar (S : Set (Euclidean d)))) :
87
+ ∃ (m : ℕ) (P : HPolytope d (Fin m)), P.body = halfspacePolar (S : Set (Euclidean d)) := by
88
+ classical
89
+ let T := S.filter (fun x => x ≠ 0)
90
+ let J := {x // x ∈ T}
91
+ have hn (i : J) : 0 < ‖(i : Euclidean d)‖ :=
92
+ norm_pos_iff.mpr (Finset.mem_filter.mp i.property).2
93
+ have heq : {x : Euclidean d | ∀ i : J,
94
+ ⟪‖(i : Euclidean d)‖⁻¹ • (i : Euclidean d), x⟫ ≤ ‖(i : Euclidean d)‖⁻¹} =
95
+ halfspacePolar (S : Set (Euclidean d)) := by
96
+ ext x
97
+ constructor
98
+ · intro hx y hy
99
+ by_cases hy0 : y = 0
100
+ · simp [hy0]
101
+ let i : J := ⟨y, Finset.mem_filter.mpr ⟨hy, hy0⟩⟩
102
+ have h := mul_le_mul_of_nonneg_left (hx i) (hn i).le
103
+ rw [real_inner_smul_left] at h
104
+ dsimp only [i] at h
105
+ simpa only [← mul_assoc, mul_inv_cancel₀ (norm_ne_zero_iff.mpr hy0), one_mul, real_inner_comm] using h
106
+ · intro hx i
107
+ have h := mul_le_mul_of_nonneg_left (hx i (Finset.mem_filter.mp i.property).1)
108
+ (inv_nonneg.mpr (hn i).le)
109
+ rw [real_inner_smul_left]
110
+ simpa only [mul_one, real_inner_comm] using h
111
+ let P : HPolytope d J := {
112
+ normal := fun i => ‖(i : Euclidean d)‖⁻¹ • (i : Euclidean d)
113
+ offset := fun i => ‖(i : Euclidean d)‖⁻¹
114
+ normal_unit := fun i => by simp [norm_smul, (hn i).ne']
115
+ compact := by rw [heq]; exact hc
116
+ strict_feasible := ⟨0, fun i => by simpa using inv_pos.mpr (hn i)⟩
117
+ distinct := by
118
+ intro i j h
119
+ have hnorm : ‖(i : Euclidean d)‖ = ‖(j : Euclidean d)‖ :=
120
+ inv_inj.mp (congrArg Prod.snd h)
121
+ have hv := congrArg Prod.fst h
122
+ apply Subtype.ext
123
+ have hs := congrArg (fun v : Euclidean d => ‖(i : Euclidean d)‖ • v) hv
124
+ simpa only [smul_smul, ← hnorm, mul_inv_cancel₀ (hn i).ne', one_smul] using hs }
125
+ refine ⟨Fintype.card J, P.reindex (Fintype.equivFin J).symm, ?_⟩
126
+ rw [HPolytope.reindex_body]
127
+ exact heq
128
+
129
+ theorem finite_convex_hull_has_halfspaces_centered {d : ℕ} (S : Finset (Euclidean d))
130
+ (h0 : (0 : Euclidean d) ∈ interior (convexHull ℝ (S : Set (Euclidean d)))) :
131
+ ∃ (m : ℕ) (P : HPolytope d (Fin m)), P.body = convexHull ℝ (S : Set (Euclidean d)) := by
132
+ have hc : IsCompact (halfspacePolar (S : Set (Euclidean d))) := by
133
+ rw [← halfspacePolar_convexHull]
134
+ exact halfspacePolar_isCompact h0
135
+ obtain ⟨m, P, hP⟩ := finite_polar_has_halfspaces S hc
136
+ obtain ⟨T, hT⟩ := halfspaces_are_finite_convex_hull P
137
+ have heq : halfspacePolar (T : Set (Euclidean d)) = convexHull ℝ (S : Set (Euclidean d)) := by
138
+ calc
139
+ halfspacePolar (T : Set (Euclidean d)) =
140
+ halfspacePolar (convexHull ℝ (T : Set (Euclidean d))) := (halfspacePolar_convexHull _).symm
141
+ _ = halfspacePolar P.body := by rw [hT]
142
+ _ = halfspacePolar (halfspacePolar (S : Set (Euclidean d))) := by rw [hP]
143
+ _ = halfspacePolar (halfspacePolar (convexHull ℝ (S : Set (Euclidean d)))) := by
144
+ rw [halfspacePolar_convexHull]
145
+ _ = convexHull ℝ (S : Set (Euclidean d)) := halfspacePolar_bipolar
146
+ (S.finite_toSet.isClosed_convexHull ℝ) (convex_convexHull ℝ _) (interior_subset h0)
147
+ obtain ⟨n, Q, hQ⟩ := finite_polar_has_halfspaces T
148
+ (by rw [heq]; exact S.finite_toSet.isCompact_convexHull ℝ)
149
+ exact ⟨n, Q, hQ.trans heq⟩
150
+
151
+ theorem finite_convex_hull_has_halfspaces {d : ℕ} (S : Finset (Euclidean d))
152
+ (hint : (interior (convexHull ℝ (S : Set (Euclidean d)))).Nonempty) :
153
+ ∃ (m : ℕ) (P : HPolytope d (Fin m)), P.body = convexHull ℝ (S : Set (Euclidean d)) := by
154
+ classical
155
+ obtain ⟨v, hv⟩ := hint
156
+ let S₀ : Finset (Euclidean d) := S.image (fun x => x - v)
157
+ have hS₀ : convexHull ℝ (S₀ : Set (Euclidean d)) =
158
+ (-v) +ᵥ convexHull ℝ (S : Set (Euclidean d)) := by
159
+ dsimp [S₀]
160
+ rw [Finset.coe_image]
161
+ have himage : (fun x : Euclidean d => x - v) '' (S : Set (Euclidean d)) =
162
+ (-v) +ᵥ (S : Set (Euclidean d)) := by
163
+ change (fun x : Euclidean d => x - v) '' (S : Set (Euclidean d)) =
164
+ (fun x => -v + x) '' (S : Set (Euclidean d))
165
+ congr 1
166
+ funext x
167
+ abel
168
+ rw [himage, convexHull_vadd]
169
+ have h0 : (0 : Euclidean d) ∈ interior (convexHull ℝ (S₀ : Set (Euclidean d))) := by
170
+ rw [hS₀, interior_vadd]
171
+ exact ⟨v, hv, by simp⟩
172
+ obtain ⟨m, P, hP⟩ := finite_convex_hull_has_halfspaces_centered S₀ h0
173
+ refine ⟨m, P.translate v, ?_⟩
174
+ rw [HPolytope.translate_body, hP, hS₀]
175
+ simp
176
+
177
+ end Paper092
178
+
179
+ end
180
+
181
+ end OAI
lean/OAI/Geometry/ProjectionVolume/PolytopeCauchy.lean ADDED
@@ -0,0 +1,108 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PolytopeFront
2
+ import OAI.Geometry.ProjectionVolume.Brightness
3
+ import OAI.Geometry.ProjectionVolume.ProjectionReconstruction
4
+
5
+ namespace OAI
6
+
7
+ universe uι
8
+
9
+ open Set MeasureTheory
10
+ open scoped RealInnerProductSpace Pointwise
11
+
12
+ noncomputable section
13
+
14
+ namespace Paper092.HPolytope
15
+
16
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
17
+
18
+ theorem velocity_neg (u : Euclidean d) (i : ι) :
19
+ P.velocity (-u) i = -P.velocity u i := by simp [velocity]
20
+
21
+ private theorem brightness_eq_filtered_sum (u : Euclidean d) (hu : u ≠ 0) :
22
+ brightness P.body u =
23
+ ∑ i, if P.velocity u i < 0 then P.faceArea i * |⟪u, P.normal i⟫| else 0 := by
24
+ classical
25
+ rw [P.brightness_eq_front_sum u hu]
26
+ simp only [face_brightness]
27
+ rw [← Finset.sum_filter]
28
+ exact (Finset.sum_subtype (Finset.univ.filter (fun i => P.velocity u i < 0))
29
+ (by simp) (fun i => P.faceArea i * |⟪u, P.normal i⟫|)).symm
30
+
31
+ theorem brightness_eq_sum (u : Euclidean d) :
32
+ brightness P.body u = (∑ i, P.faceArea i * |⟪u, P.normal i⟫|) / 2 := by
33
+ classical
34
+ by_cases hu : u = 0
35
+ · simp [hu, brightness]
36
+ have hplus := P.brightness_eq_filtered_sum u hu
37
+ have hminus := P.brightness_eq_filtered_sum (-u) (neg_ne_zero.mpr hu)
38
+ simp only [brightness_neg, velocity_neg, neg_lt_zero, inner_neg_left, abs_neg] at hminus
39
+ have hpoint (i : ι) :
40
+ (if P.velocity u i < 0 then P.faceArea i * |⟪u, P.normal i⟫| else 0) +
41
+ (if 0 < P.velocity u i then P.faceArea i * |⟪u, P.normal i⟫| else 0) =
42
+ P.faceArea i * |⟪u, P.normal i⟫| := by
43
+ rcases lt_trichotomy (P.velocity u i) 0 with hi | hi | hi
44
+ · simp [hi, not_lt_of_gt hi]
45
+ · have hinner : ⟪u, P.normal i⟫ = 0 := by
46
+ simpa only [velocity, neg_eq_zero, real_inner_comm] using hi
47
+ simp [hi, hinner]
48
+ · simp [hi, not_lt_of_gt hi]
49
+ have hsum := congrArg (fun f : ι → ℝ => ∑ i, f i) (funext hpoint)
50
+ simp only [Finset.sum_add_distrib] at hsum
51
+ rw [← hplus, ← hminus] at hsum
52
+ linarith
53
+
54
+ theorem faceArea_nonneg (i : ι) : 0 ≤ P.faceArea i := ENNReal.toReal_nonneg
55
+
56
+ theorem facetZonotope_isCompact : IsCompact P.facetZonotope := by
57
+ classical
58
+ exact Finset.sum_induction _ IsCompact (fun _ _ ha hb => ha.add hb)
59
+ isCompact_singleton (fun _ _ => SupportGeometry.isCompact_segment _ _)
60
+
61
+ theorem facetZonotope_nonempty : P.facetZonotope.Nonempty := by
62
+ classical
63
+ exact Finset.sum_induction _ Set.Nonempty (fun _ _ ha hb => ha.add hb)
64
+ (singleton_nonempty 0) (fun _ _ => ⟨_, left_mem_segment ℝ _ _⟩)
65
+
66
+ theorem facetZonotope_convex : Convex ℝ P.facetZonotope := by
67
+ classical
68
+ exact Finset.sum_induction _ (Convex ℝ) (fun _ _ ha hb => ha.add hb)
69
+ (convex_singleton 0) (fun _ _ => convex_segment _ _)
70
+
71
+ theorem facetZonotope_support (u : Euclidean d) :
72
+ SupportGeometry.support P.facetZonotope (innerSL ℝ u) =
73
+ (∑ i, P.faceArea i * |⟪u, P.normal i⟫|) / 2 := by
74
+ classical
75
+ unfold facetZonotope
76
+ rw [SupportGeometry.support_sum _ _
77
+ (fun _ _ => SupportGeometry.isCompact_segment _ _)
78
+ (fun _ _ => ⟨_, left_mem_segment ℝ _ _⟩)]
79
+ have hseg (i : ι) : SupportGeometry.support
80
+ (segment ℝ (-(P.faceArea i / 2) • P.normal i)
81
+ ((P.faceArea i / 2) • P.normal i)) (innerSL ℝ u) =
82
+ P.faceArea i * |⟪u, P.normal i⟫| / 2 := by
83
+ have heq : segment ℝ (-(P.faceArea i / 2) • P.normal i)
84
+ ((P.faceArea i / 2) • P.normal i) =
85
+ segment ℝ (-(1 / 2 : ℝ) • (P.faceArea i • P.normal i))
86
+ ((1 / 2 : ℝ) • (P.faceArea i • P.normal i)) := by
87
+ congr 1 <;> simp only [smul_smul] <;> congr 1 <;> ring
88
+ rw [heq, SupportGeometry.support_centered_segment]
89
+ change |⟪u, P.faceArea i • P.normal i⟫| / 2 = _
90
+ simp only [real_inner_smul_right, abs_mul,
91
+ abs_of_nonneg (P.faceArea_nonneg i)]
92
+ simp only [hseg]
93
+ exact (Finset.sum_div _ _ _).symm
94
+
95
+ theorem projectionBody_eq_facetZonotope : projectionBody P.body = P.facetZonotope :=
96
+ Paper092.projectionBody_eq_of_brightness_eq_support P.facetZonotope_isCompact
97
+ P.facetZonotope_nonempty P.facetZonotope_convex
98
+ (fun u => (P.brightness_eq_sum u).trans (P.facetZonotope_support u).symm)
99
+
100
+ theorem projectionBody_support (u : Euclidean d) :
101
+ SupportGeometry.support (projectionBody P.body) (innerSL ℝ u) = brightness P.body u := by
102
+ rw [P.projectionBody_eq_facetZonotope, P.facetZonotope_support, P.brightness_eq_sum]
103
+
104
+ end Paper092.HPolytope
105
+
106
+ end
107
+
108
+ end OAI
lean/OAI/Geometry/ProjectionVolume/PolytopeDefinitions.lean ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.Basic
2
+
3
+ namespace OAI
4
+
5
+ universe uι
6
+
7
+ open Set MeasureTheory
8
+ open scoped RealInnerProductSpace Pointwise
9
+
10
+ noncomputable section
11
+
12
+ namespace Paper092
13
+
14
+ structure HPolytope (d : ℕ) (ι : Type uι) [Fintype ι] where
15
+ normal : ι → Euclidean d
16
+ offset : ι → ℝ
17
+ normal_unit : ∀ i, ‖normal i‖ = 1
18
+ compact : IsCompact {x : Euclidean d | ∀ i, ⟪normal i, x⟫ ≤ offset i}
19
+ strict_feasible : ∃ x : Euclidean d, ∀ i, ⟪normal i, x⟫ < offset i
20
+ distinct : Function.Injective (fun i => (normal i, offset i))
21
+
22
+ namespace HPolytope
23
+
24
+ def body {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι) : Set (Euclidean d) :=
25
+ {x | ∀ i, ⟪P.normal i, x⟫ ≤ P.offset i}
26
+
27
+ def face {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι) (i : ι) :
28
+ Set (Euclidean d) :=
29
+ {x | x ∈ P.body ∧ ⟪P.normal i, x⟫ = P.offset i}
30
+
31
+ def faceArea {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι) (i : ι) : ℝ :=
32
+ (μHE[d - 1] (P.face i)).toReal
33
+
34
+ def facetZonotope {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι) :
35
+ Set (Euclidean d) :=
36
+ ∑ i, segment ℝ (-(P.faceArea i / 2) • P.normal i) ((P.faceArea i / 2) • P.normal i)
37
+
38
+ end HPolytope
39
+ end Paper092
40
+
41
+ end
42
+
43
+ end OAI
lean/OAI/Geometry/ProjectionVolume/PolytopeFaceGeometry.lean ADDED
@@ -0,0 +1,155 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PolytopeCauchy
2
+
3
+ namespace OAI
4
+
5
+ universe uι
6
+
7
+ open Set MeasureTheory
8
+ open scoped RealInnerProductSpace
9
+
10
+ noncomputable section
11
+
12
+ namespace Paper092.HPolytope
13
+
14
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
15
+
16
+ theorem projected_seam_null_left (u : Euclidean d) (a b : ι) (hab : a ≠ b)
17
+ (ha : P.velocity u a < 0) :
18
+ volume {y : normalHyperplane u |
19
+ P.velocity u b * P.slack y.val a - P.velocity u a * P.slack y.val b = 0} = 0 := by
20
+ by_cases hb : P.velocity u b < 0
21
+ · exact P.projected_seam_null u a b hab ha hb
22
+ let f : normalHyperplane u →ᵃ[ℝ] ℝ :=
23
+ P.velocity u b • ((P.slackAffine a).comp (normalHyperplane u).subtype.toAffineMap) -
24
+ P.velocity u a • ((P.slackAffine b).comp (normalHyperplane u).subtype.toAffineMap)
25
+ let S : AffineSubspace ℝ (normalHyperplane u) :=
26
+ (affineSpan ℝ ({0} : Set ℝ)).comap f
27
+ have hmem (y : normalHyperplane u) : y ∈ S ↔
28
+ P.velocity u b * P.slack y.val a - P.velocity u a * P.slack y.val b = 0 := by
29
+ simp [S, f, slackAffine_apply, smul_eq_mul]
30
+ have hproper : S ≠ ⊤ := by
31
+ intro htop
32
+ obtain ⟨x, hx⟩ := P.strict_feasible
33
+ have hq : ∀ i, 0 < P.slack x i := fun i => sub_pos.mpr (hx i)
34
+ have hy : (normalHyperplane u).orthogonalProjectionOnto x ∈ S := by
35
+ rw [htop]
36
+ exact AffineSubspace.mem_top ℝ _ _
37
+ have hz := (hmem _).mp hy
38
+ rw [seam_projection_invariant] at hz
39
+ have hpos := mul_nonneg (le_of_not_gt hb) (hq a).le
40
+ have hneg := mul_neg_of_neg_of_pos ha (hq b)
41
+ linarith
42
+ have hset : {y : normalHyperplane u |
43
+ P.velocity u b * P.slack y.val a - P.velocity u a * P.slack y.val b = 0} = S := by
44
+ ext y
45
+ exact (hmem y).symm
46
+ rw [hset]
47
+ exact Measure.addHaar_affineSubspace volume S hproper
48
+
49
+ theorem face_inter_surface_null (a b : ι) (hab : a ≠ b) :
50
+ μHE[d - 1] (P.face a ∩ P.face b) = 0 := by
51
+ have ha : P.velocity (P.normal a) a < 0 := by
52
+ simp [velocity, P.normal_unit]
53
+ have hp : projectionVolume (P.face a ∩ P.face b) (P.normal a) = 0 := by
54
+ unfold projectionVolume
55
+ apply measure_mono_null _ (P.projected_seam_null_left (P.normal a) a b hab ha)
56
+ rintro y ⟨x, hx, rfl⟩
57
+ change P.velocity (P.normal a) b *
58
+ P.slack ((normalHyperplane (P.normal a)).orthogonalProjectionOnto x) a -
59
+ P.velocity (P.normal a) a *
60
+ P.slack ((normalHyperplane (P.normal a)).orthogonalProjectionOnto x) b = 0
61
+ rw [seam_projection_invariant, ((P.mem_face_iff_slack a x).mp hx.1).2,
62
+ ((P.mem_face_iff_slack b x).mp hx.2).2]
63
+ simp
64
+ have hv := Paper092.projectionVolume_of_subset_affine_hyperplane
65
+ (P.normal a) (P.normal a) (P.normal_unit a) (P.normal_unit a)
66
+ (P.offset a) (P.face a ∩ P.face b) (fun _ hx => hx.1.2)
67
+ simp only [real_inner_self_eq_norm_sq, P.normal_unit, one_pow, abs_one,
68
+ ENNReal.ofReal_one, one_mul] at hv
69
+ exact hv.symm.trans hp
70
+
71
+ theorem exists_other_active_of_redundant (i : ι)
72
+ (hred : ∀ x : Euclidean d,
73
+ (∀ j, j ≠ i → ⟪P.normal j, x⟫ ≤ P.offset j) → ⟪P.normal i, x⟫ ≤ P.offset i)
74
+ (x : Euclidean d) (hx : x ∈ P.face i) :
75
+ ∃ j, j ≠ i ∧ ⟪P.normal j, x⟫ = P.offset j := by
76
+ classical
77
+ by_contra! hn
78
+ let S : Set (Euclidean d) := ⋂ j : {j : ι // j ≠ i},
79
+ {y | ⟪P.normal j.val, y⟫ < P.offset j.val}
80
+ have hopen : IsOpen S := isOpen_iInter_of_finite fun j =>
81
+ isOpen_lt (innerSL ℝ (P.normal j.val)).continuous continuous_const
82
+ have hxS : x ∈ S := by
83
+ apply mem_iInter.mpr
84
+ intro j
85
+ exact lt_of_le_of_ne (hx.1 j.val) (hn j.val j.property)
86
+ obtain ⟨ε, hε, hball⟩ := Metric.isOpen_iff.mp hopen x hxS
87
+ have hyball : x + (ε / 2) • P.normal i ∈ Metric.ball x ε := by
88
+ rw [Metric.mem_ball, dist_eq_norm]
89
+ simp only [add_sub_cancel_left, norm_smul, Real.norm_eq_abs, P.normal_unit,
90
+ mul_one, abs_of_pos (div_pos hε (by norm_num : (0 : ℝ) < 2))]
91
+ linarith
92
+ have hyS := hball hyball
93
+ have hy := hred (x + (ε / 2) • P.normal i) (fun j hji =>
94
+ (mem_iInter.mp hyS ⟨j, hji⟩).le)
95
+ rw [inner_add_right, real_inner_smul_right, real_inner_self_eq_norm_sq,
96
+ P.normal_unit, one_pow, mul_one, hx.2] at hy
97
+ linarith
98
+
99
+ theorem redundant_face_surface_null (i : ι)
100
+ (hred : ∀ x : Euclidean d,
101
+ (∀ j, j ≠ i → ⟪P.normal j, x⟫ ≤ P.offset j) → ⟪P.normal i, x⟫ ≤ P.offset i) :
102
+ μHE[d - 1] (P.face i) = 0 := by
103
+ classical
104
+ apply measure_mono_null (t := ⋃ j : {j : ι // j ≠ i}, P.face i ∩ P.face j.val)
105
+ · intro x hx
106
+ obtain ⟨j, hji, hj⟩ := P.exists_other_active_of_redundant i hred x hx
107
+ exact mem_iUnion.mpr ⟨⟨j, hji⟩, hx, hx.1, hj⟩
108
+ · apply measure_iUnion_null
109
+ intro j
110
+ exact P.face_inter_surface_null i j.val (Ne.symm j.property)
111
+
112
+ theorem redundant_faceArea_zero (i : ι)
113
+ (hred : ∀ x : Euclidean d,
114
+ (∀ j, j ≠ i → ⟪P.normal j, x⟫ ≤ P.offset j) → ⟪P.normal i, x⟫ ≤ P.offset i) :
115
+ P.faceArea i = 0 := by
116
+ rw [faceArea, P.redundant_face_surface_null i hred, ENNReal.toReal_zero]
117
+
118
+ theorem exists_strict_face_point_of_essential (i : ι)
119
+ (hessential : ¬ ∀ x : Euclidean d,
120
+ (∀ j, j ≠ i → ⟪P.normal j, x⟫ ≤ P.offset j) → ⟪P.normal i, x⟫ ≤ P.offset i) :
121
+ ∃ x ∈ P.face i, ∀ j, j ≠ i → ⟪P.normal j, x⟫ < P.offset j := by
122
+ classical
123
+ push Not at hessential
124
+ obtain ⟨y, hy, hyi⟩ := hessential
125
+ obtain ⟨z, hz⟩ := P.strict_feasible
126
+ have hden : 0 < ⟪P.normal i, y⟫ - ⟪P.normal i, z⟫ := by linarith [hz i]
127
+ let t : ℝ := (P.offset i - ⟪P.normal i, z⟫) /
128
+ (⟪P.normal i, y⟫ - ⟪P.normal i, z⟫)
129
+ have ht0 : 0 < t := div_pos (sub_pos.mpr (hz i)) hden
130
+ have ht1 : t < 1 := (div_lt_one hden).mpr (by linarith)
131
+ have htmul : t * (⟪P.normal i, y⟫ - ⟪P.normal i, z⟫) =
132
+ P.offset i - ⟪P.normal i, z⟫ := div_mul_cancel₀ _ hden.ne'
133
+ let x := (1 - t) • z + t • y
134
+ have hxi : ⟪P.normal i, x⟫ = P.offset i := by
135
+ dsimp [x]
136
+ simp only [inner_add_right, real_inner_smul_right]
137
+ nlinarith
138
+ have hxj : ∀ j, j ≠ i → ⟪P.normal j, x⟫ < P.offset j := by
139
+ intro j hji
140
+ have hleft := mul_lt_mul_of_pos_left (hz j) (sub_pos.mpr ht1)
141
+ have hright := mul_le_mul_of_nonneg_left (hy j hji) ht0.le
142
+ dsimp [x]
143
+ simp only [inner_add_right, real_inner_smul_right]
144
+ nlinarith
145
+ refine ⟨x, ⟨?_, hxi⟩, hxj⟩
146
+ intro j
147
+ by_cases hji : j = i
148
+ · simpa only [hji, hxi] using le_refl (P.offset i)
149
+ · exact (hxj j hji).le
150
+
151
+ end Paper092.HPolytope
152
+
153
+ end
154
+
155
+ end OAI
lean/OAI/Geometry/ProjectionVolume/PolytopeFacets.lean ADDED
@@ -0,0 +1,80 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PolytopeFaceGeometry
2
+
3
+ namespace OAI
4
+
5
+ universe uι
6
+
7
+ open Set MeasureTheory
8
+ open scoped RealInnerProductSpace
9
+
10
+ noncomputable section
11
+
12
+ namespace Paper092.HPolytope
13
+
14
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
15
+
16
+ theorem affineSpan_face_of_essential (i : ι)
17
+ (hessential : ¬ ∀ x : Euclidean d,
18
+ (∀ j, j ≠ i → ⟪P.normal j, x⟫ ≤ P.offset j) → ⟪P.normal i, x⟫ ≤ P.offset i) :
19
+ (affineSpan ℝ (P.face i) : Set (Euclidean d)) =
20
+ {y | ⟪P.normal i, y⟫ = P.offset i} := by
21
+ classical
22
+ let Q : AffineSubspace ℝ (Euclidean d) :=
23
+ (affineSpan ℝ ({P.offset i} : Set ℝ)).comap (innerₛₗ ℝ (P.normal i)).toAffineMap
24
+ have hQ (y : Euclidean d) : y ∈ Q ↔ ⟪P.normal i, y⟫ = P.offset i := by
25
+ simp [Q]
26
+ have hle : affineSpan ℝ (P.face i) ≤ Q := by
27
+ apply affineSpan_le.mpr
28
+ intro y hy
29
+ exact (hQ y).mpr hy.2
30
+ ext y
31
+ constructor
32
+ · exact fun hy => (hQ y).mp (hle hy)
33
+ · intro hy
34
+ change ⟪P.normal i, y⟫ = P.offset i at hy
35
+ change y ∈ affineSpan ℝ (P.face i)
36
+ obtain ⟨x, hx, hxstrict⟩ := P.exists_strict_face_point_of_essential i hessential
37
+ have hxspan : x ∈ affineSpan ℝ (P.face i) := subset_affineSpan ℝ _ hx
38
+ by_cases hxy : y = x
39
+ · simpa only [hxy] using hxspan
40
+ let S : Set (Euclidean d) := ⋂ j : {j : ι // j ≠ i},
41
+ {z | ⟪P.normal j.val, z⟫ < P.offset j.val}
42
+ have hopen : IsOpen S := isOpen_iInter_of_finite fun j =>
43
+ isOpen_lt (innerSL ℝ (P.normal j.val)).continuous continuous_const
44
+ have hxS : x ∈ S := mem_iInter.mpr (fun j => hxstrict j.val j.property)
45
+ obtain ⟨ε, hε, hball⟩ := Metric.isOpen_iff.mp hopen x hxS
46
+ have hnorm : 0 < ‖y - x‖ := norm_pos_iff.mpr (sub_ne_zero.mpr hxy)
47
+ let t : ℝ := ε / (2 * ‖y - x‖)
48
+ have ht : 0 < t := div_pos hε (mul_pos (by norm_num) hnorm)
49
+ let z := x + t • (y - x)
50
+ have hzball : z ∈ Metric.ball x ε := by
51
+ rw [Metric.mem_ball, dist_eq_norm]
52
+ change ‖x + t • (y - x) - x‖ < ε
53
+ rw [add_sub_cancel_left, norm_smul, Real.norm_eq_abs, abs_of_pos ht]
54
+ dsimp [t]
55
+ have heq : ε / (2 * ‖y - x‖) * ‖y - x‖ = ε / 2 := by field_simp
56
+ rw [heq]
57
+ linarith
58
+ have hzS := hball hzball
59
+ have hzi : ⟪P.normal i, z⟫ = P.offset i := by
60
+ dsimp [z]
61
+ simp only [inner_add_right, real_inner_smul_right, inner_sub_right, hy, hx.2,
62
+ sub_self, mul_zero, add_zero]
63
+ have hzface : z ∈ P.face i := by
64
+ refine ⟨?_, hzi⟩
65
+ intro j
66
+ by_cases hji : j = i
67
+ · simpa only [hji, hzi] using le_refl (P.offset i)
68
+ · exact (mem_iInter.mp hzS ⟨j, hji⟩).le
69
+ have hzspan := subset_affineSpan ℝ (P.face i) hzface
70
+ have hmem := (affineSpan ℝ (P.face i)).smul_vsub_vadd_mem t⁻¹ hzspan hxspan hxspan
71
+ have heq : t⁻¹ • (z - x) + x = y := by
72
+ dsimp [z]
73
+ rw [add_sub_cancel_left, smul_smul, inv_mul_cancel₀ ht.ne', one_smul, sub_add_cancel]
74
+ simpa only [vsub_eq_sub, vadd_eq_add, heq] using hmem
75
+
76
+ end Paper092.HPolytope
77
+
78
+ end
79
+
80
+ end OAI
lean/OAI/Geometry/ProjectionVolume/PolytopeFront.lean ADDED
@@ -0,0 +1,263 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import OAI.Geometry.ProjectionVolume.PolytopeDefinitions
2
+ import OAI.Geometry.ProjectionVolume.SimplexProjection
3
+ import OAI.Geometry.ProjectionVolume.ProjectionJacobian
4
+
5
+ namespace OAI
6
+
7
+ universe uι
8
+
9
+ open Set MeasureTheory
10
+ open scoped RealInnerProductSpace
11
+
12
+ noncomputable section
13
+
14
+ namespace Paper092.HPolytope
15
+
16
+ variable {d : ℕ} {ι : Type uι} [Fintype ι] (P : HPolytope d ι)
17
+
18
+ def slack (x : Euclidean d) (i : ι) : ℝ := P.offset i - ⟪P.normal i, x⟫
19
+
20
+ def velocity (u : Euclidean d) (i : ι) : ℝ := -⟪P.normal i, u⟫
21
+
22
+ theorem slack_add_smul (x u : Euclidean d) (t : ℝ) (i : ι) :
23
+ P.slack (x + t • u) i = P.slack x i + t * P.velocity u i := by
24
+ simp only [slack, velocity, inner_add_right, real_inner_smul_right]
25
+ ring
26
+
27
+ theorem mem_body_iff_slack (x : Euclidean d) :
28
+ x ∈ P.body ↔ ∀ i, 0 ≤ P.slack x i := by
29
+ simp only [body, mem_ofPred_eq, slack, sub_nonneg]
30
+
31
+ theorem mem_face_iff_slack (i : ι) (x : Euclidean d) :
32
+ x ∈ P.face i ↔ x ∈ P.body ∧ P.slack x i = 0 := by
33
+ change (x ∈ P.body ∧ ⟪P.normal i, x⟫ = P.offset i) ↔ _
34
+ constructor
35
+ · rintro ⟨hx, hi⟩
36
+ exact ⟨hx, by simp [slack, hi]⟩
37
+ · rintro ⟨hx, hi⟩
38
+ exact ⟨hx, (sub_eq_zero.mp hi).symm⟩
39
+
40
+ theorem body_nonempty : P.body.Nonempty := by
41
+ obtain ⟨x, hx⟩ := P.strict_feasible
42
+ exact ⟨x, fun i => (hx i).le⟩
43
+
44
+ theorem body_convex : Convex ℝ P.body := by
45
+ intro x hx y hy a b ha hb hab i
46
+ simp only [inner_add_right, real_inner_smul_right]
47
+ calc
48
+ a * ⟪P.normal i, x⟫ + b * ⟪P.normal i, y⟫ ≤
49
+ a * P.offset i + b * P.offset i :=
50
+ add_le_add (mul_le_mul_of_nonneg_left (hx i) ha)
51
+ (mul_le_mul_of_nonneg_left (hy i) hb)
52
+ _ = (a + b) * P.offset i := by ring
53
+ _ = P.offset i := by rw [hab, one_mul]
54
+
55
+ theorem velocity_neg_exists (u : Euclidean d) (hu : u ≠ 0) :
56
+ ∃ i, P.velocity u i < 0 := by
57
+ by_contra! h
58
+ obtain ⟨x, hx, hmax⟩ := P.compact.exists_isMaxOn P.body_nonempty
59
+ (innerSL ℝ u).continuous.continuousOn
60
+ have hx' : x + u ∈ P.body := by
61
+ intro i
62
+ have hi := h i
63
+ dsimp only [velocity] at hi
64
+ simp only [inner_add_right]
65
+ linarith [hx i]
66
+ have hle := hmax hx'
67
+ change ⟪u, x + u⟫ ≤ ⟪u, x⟫ at hle
68
+ rw [inner_add_right] at hle
69
+ have hpos := real_inner_self_pos.mpr hu
70
+ linarith
71
+
72
+ theorem exists_front_point (x u : Euclidean d) (hu : u ≠ 0)
73
+ (hx : x ∈ P.body) :
74
+ ∃ t : ℝ, 0 ≤ t ∧ x + t • u ∈ P.body ∧
75
+ ∃ i, P.velocity u i < 0 ∧ P.slack (x + t • u) i = 0 := by
76
+ obtain ⟨t, ht, hq, i, hi, hqi⟩ := Paper092.exists_step_to_boundary
77
+ (P.slack x) (P.velocity u) ((P.mem_body_iff_slack x).mp hx)
78
+ (P.velocity_neg_exists u hu)
79
+ refine ⟨t, ht, ?_, i, hi, ?_⟩
80
+ · exact (P.mem_body_iff_slack _).mpr (fun j => by simpa only [slack_add_smul] using hq j)
81
+ · simpa only [slack_add_smul] using hqi
82
+
83
+ theorem projection_injective_on_front (u x z : Euclidean d)
84
+ (hx : x ∈ P.body) (hz : z ∈ P.body)
85
+ (hxf : ∃ i, P.velocity u i < 0 ∧ P.slack x i = 0)
86
+ (hzf : ∃ i, P.velocity u i < 0 ∧ P.slack z i = 0)
87
+ (hp : (normalHyperplane u).orthogonalProjectionOnto x =
88
+ (normalHyperplane u).orthogonalProjectionOnto z) : x = z := by
89
+ obtain ⟨t, rfl⟩ := (Paper092.projection_eq_iff_parallel u x z).mp hp
90
+ obtain ⟨a, ha, hxa⟩ := hxf
91
+ obtain ⟨b, hb, hzb⟩ := hzf
92
+ rw [slack_add_smul] at hxa
93
+ have ht0 : 0 ≤ t := by
94
+ by_contra ht
95
+ have hprod := mul_pos_of_neg_of_neg (lt_of_not_ge ht) ha
96
+ have hz' := (P.mem_body_iff_slack z).mp hz a
97
+ linarith
98
+ have ht1 : t ≤ 0 := by
99
+ by_contra ht
100
+ have hprod := mul_neg_of_pos_of_neg (lt_of_not_ge ht) hb
101
+ have hxb := (P.mem_body_iff_slack _).mp hx b
102
+ rw [slack_add_smul, hzb] at hxb
103
+ linarith
104
+ simp [le_antisymm ht1 ht0]
105
+
106
+ theorem projection_eq_front_cover (u : Euclidean d) (hu : u ≠ 0) :
107
+ (normalHyperplane u).orthogonalProjectionOnto '' P.body =
108
+ ⋃ i : {i : ι // P.velocity u i < 0},
109
+ (normalHyperplane u).orthogonalProjectionOnto '' P.face i.val := by
110
+ ext y
111
+ constructor
112
+ · rintro ⟨x, hx, rfl⟩
113
+ obtain ⟨t, _, hq, i, hi, hqi⟩ := P.exists_front_point x u hu hx
114
+ refine mem_iUnion.mpr ⟨⟨i, hi⟩, x + t • u, ?_, ?_⟩
115
+ · exact (P.mem_face_iff_slack _ _).mpr ⟨hq, hqi⟩
116
+ · exact (Paper092.projection_eq_iff_parallel u (x + t • u) x).mpr ⟨t, rfl⟩
117
+ · intro hy
118
+ obtain ⟨i, x, hx, hpx⟩ := mem_iUnion.mp hy
119
+ exact ⟨x, hx.1, hpx⟩
120
+
121
+ theorem front_faces_projection_inter_eq (u : Euclidean d) (a b : ι)
122
+ (ha : P.velocity u a < 0) (hb : P.velocity u b < 0) :
123
+ ((normalHyperplane u).orthogonalProjectionOnto '' P.face a) ∩
124
+ ((normalHyperplane u).orthogonalProjectionOnto '' P.face b) =
125
+ (normalHyperplane u).orthogonalProjectionOnto '' (P.face a ∩ P.face b) := by
126
+ apply le_antisymm
127
+ · rintro y ⟨⟨x, hx, hpx⟩, ⟨z, hz, hpz⟩⟩
128
+ have hxa := (P.mem_face_iff_slack _ _).mp hx
129
+ have hzb := (P.mem_face_iff_slack _ _).mp hz
130
+ have heq : x = z := P.projection_injective_on_front u x z hxa.1 hzb.1
131
+ ⟨a, ha, hxa.2⟩ ⟨b, hb, hzb.2⟩ (hpx.trans hpz.symm)
132
+ subst z
133
+ exact ⟨x, ⟨hx, hz⟩, hpx⟩
134
+ · exact image_inter_subset _ _ _
135
+
136
+ def slackAffine (i : ι) : Euclidean d →ᵃ[ℝ] ℝ :=
137
+ AffineMap.const ℝ (Euclidean d) (P.offset i) - (innerₛₗ ℝ (P.normal i)).toAffineMap
138
+
139
+ theorem slackAffine_apply (i : ι) (x : Euclidean d) : P.slackAffine i x = P.slack x i := rfl
140
+
141
+ theorem seam_projection_invariant (u x : Euclidean d) (a b : ι) :
142
+ P.velocity u b * P.slack ((normalHyperplane u).orthogonalProjectionOnto x) a -
143
+ P.velocity u a * P.slack ((normalHyperplane u).orthogonalProjectionOnto x) b =
144
+ P.velocity u b * P.slack x a - P.velocity u a * P.slack x b := by
145
+ obtain ⟨t, ht⟩ := (Paper092.projection_eq_iff_parallel u x
146
+ ((normalHyperplane u).orthogonalProjectionOnto x)).mp
147
+ ((normalHyperplane u).orthogonalProjectionOnto_mem_subspace_eq_self
148
+ ((normalHyperplane u).orthogonalProjectionOnto x)).symm
149
+ conv_rhs => rw [ht, slack_add_smul, slack_add_smul]
150
+ ring
151
+
152
+ private theorem index_eq_of_weighted_slack_zero (a b : ι) (r s : ℝ)
153
+ (hr : r < 0) (hs : s < 0)
154
+ (h : ∀ x, r * P.slack x a - s * P.slack x b = 0) : a = b := by
155
+ have h0 := h 0
156
+ simp only [slack, inner_zero_right, sub_zero] at h0
157
+ have hn : r • P.normal a = s • P.normal b := by
158
+ apply ext_inner_right ℝ
159
+ intro x
160
+ simp only [real_inner_smul_left]
161
+ have hx := h x
162
+ dsimp only [slack] at hx
163
+ nlinarith
164
+ have hnorm := congrArg norm hn
165
+ simp only [norm_smul, Real.norm_eq_abs, P.normal_unit, mul_one,
166
+ abs_of_neg hr, abs_of_neg hs] at hnorm
167
+ have hrs : r = s := by linarith
168
+ rw [hrs] at hn h0
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+ have hn' : P.normal a = P.normal b :=
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+ smul_right_injective (Euclidean d) (ne_of_lt hs) hn
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+ have hc : P.offset a = P.offset b :=
172
+ mul_left_cancel₀ (ne_of_lt hs) (sub_eq_zero.mp h0)
173
+ exact P.distinct (Prod.ext hn' hc)
174
+
175
+ theorem projected_seam_null (u : Euclidean d) (a b : ι) (hab : a ≠ b)
176
+ (ha : P.velocity u a < 0) (hb : P.velocity u b < 0) :
177
+ volume {y : normalHyperplane u |
178
+ P.velocity u b * P.slack y.val a - P.velocity u a * P.slack y.val b = 0} = 0 := by
179
+ let f : normalHyperplane u →ᵃ[ℝ] ℝ :=
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+ P.velocity u b • ((P.slackAffine a).comp (normalHyperplane u).subtype.toAffineMap) -
181
+ P.velocity u a • ((P.slackAffine b).comp (normalHyperplane u).subtype.toAffineMap)
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+ let S : AffineSubspace ℝ (normalHyperplane u) :=
183
+ (affineSpan ℝ ({0} : Set ℝ)).comap f
184
+ have hmem (y : normalHyperplane u) : y ∈ S ↔
185
+ P.velocity u b * P.slack y.val a - P.velocity u a * P.slack y.val b = 0 := by
186
+ simp [S, f, slackAffine_apply, smul_eq_mul]
187
+ have hproper : S ≠ ⊤ := by
188
+ intro htop
189
+ apply hab
190
+ apply P.index_eq_of_weighted_slack_zero a b (P.velocity u b) (P.velocity u a) hb ha
191
+ intro x
192
+ have hy : (normalHyperplane u).orthogonalProjectionOnto x ∈ S := by
193
+ rw [htop]
194
+ exact AffineSubspace.mem_top ℝ _ _
195
+ have hz := (hmem _).mp hy
196
+ rwa [seam_projection_invariant] at hz
197
+ have hset : {y : normalHyperplane u |
198
+ P.velocity u b * P.slack y.val a - P.velocity u a * P.slack y.val b = 0} = S := by
199
+ ext y
200
+ exact (hmem y).symm
201
+ rw [hset]
202
+ exact Measure.addHaar_affineSubspace volume S hproper
203
+
204
+ theorem projected_front_faces_aedisjoint (u : Euclidean d) (a b : ι) (hab : a ≠ b)
205
+ (ha : P.velocity u a < 0) (hb : P.velocity u b < 0) :
206
+ AEDisjoint volume
207
+ ((normalHyperplane u).orthogonalProjectionOnto '' P.face a)
208
+ ((normalHyperplane u).orthogonalProjectionOnto '' P.face b) := by
209
+ rw [AEDisjoint, P.front_faces_projection_inter_eq u a b ha hb]
210
+ apply measure_mono_null _ (P.projected_seam_null u a b hab ha hb)
211
+ rintro y ⟨x, hx, rfl⟩
212
+ change P.velocity u b * P.slack ((normalHyperplane u).orthogonalProjectionOnto x) a -
213
+ P.velocity u a * P.slack ((normalHyperplane u).orthogonalProjectionOnto x) b = 0
214
+ rw [seam_projection_invariant,
215
+ ((P.mem_face_iff_slack a x).mp hx.1).2, ((P.mem_face_iff_slack b x).mp hx.2).2]
216
+ simp
217
+
218
+ theorem face_isCompact (i : ι) : IsCompact (P.face i) :=
219
+ P.compact.inter_right (isClosed_eq (innerSL ℝ (P.normal i)).continuous continuous_const)
220
+
221
+ theorem projected_face_isCompact (u : Euclidean d) (i : ι) :
222
+ IsCompact ((normalHyperplane u).orthogonalProjectionOnto '' P.face i) :=
223
+ (P.face_isCompact i).image (normalHyperplane u).orthogonalProjectionOnto.continuous
224
+
225
+ theorem projectionVolume_eq_front_sum (u : Euclidean d) (hu : u ≠ 0) :
226
+ projectionVolume P.body u =
227
+ ∑ i : {i : ι // P.velocity u i < 0},
228
+ volume ((normalHyperplane u).orthogonalProjectionOnto '' P.face i.val) := by
229
+ classical
230
+ unfold projectionVolume
231
+ rw [P.projection_eq_front_cover u hu]
232
+ have hd : Pairwise (fun a b : {i : ι // P.velocity u i < 0} =>
233
+ AEDisjoint volume
234
+ ((normalHyperplane u).orthogonalProjectionOnto '' P.face a.val)
235
+ ((normalHyperplane u).orthogonalProjectionOnto '' P.face b.val)) := by
236
+ intro a b hab
237
+ exact P.projected_front_faces_aedisjoint u a.val b.val (Subtype.coe_injective.ne hab)
238
+ a.property b.property
239
+ rw [measure_iUnion₀ hd (fun i =>
240
+ (P.projected_face_isCompact u i.val).measurableSet.nullMeasurableSet)]
241
+ exact tsum_fintype _
242
+
243
+ theorem brightness_eq_front_sum (u : Euclidean d) (hu : u ≠ 0) :
244
+ brightness P.body u =
245
+ ∑ i : {i : ι // P.velocity u i < 0}, brightness (P.face i.val) u := by
246
+ classical
247
+ simp only [brightness]
248
+ rw [P.projectionVolume_eq_front_sum u hu, ENNReal.toReal_sum]
249
+ · exact Finset.mul_sum _ _ _
250
+ · intro i _
251
+ exact (P.projected_face_isCompact u i.val).measure_lt_top.ne
252
+
253
+ theorem face_brightness (i : ι) (u : Euclidean d) :
254
+ brightness (P.face i) u = P.faceArea i * |⟪u, P.normal i⟫| := by
255
+ have h := Paper092.brightness_of_subset_affine_hyperplane u (P.normal i)
256
+ (P.normal_unit i) (P.offset i) (P.face i) (fun _ hx => hx.2)
257
+ simpa only [faceArea, mul_comm] using h
258
+
259
+ end Paper092.HPolytope
260
+
261
+ end
262
+
263
+ end OAI