Download lean/OAI/Geometry/ProjectionVolume/Brightness.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
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5.69 kB
| import OAI.Geometry.ProjectionVolume.Basic | |
| namespace OAI | |
| open Set MeasureTheory | |
| open scoped RealInnerProductSpace Pointwise | |
| namespace Paper092 | |
| theorem normalHyperplane_smul {n : ℕ} (u : Euclidean n) {c : ℝ} (hc : c ≠ 0) : | |
| normalHyperplane (c • u) = normalHyperplane u := by | |
| unfold normalHyperplane | |
| rw [Submodule.span_singleton_smul_eq (isUnit_iff_ne_zero.mpr hc)] | |
| theorem projectionVolume_smul {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) | |
| {c : ℝ} (hc : c ≠ 0) : projectionVolume K (c • u) = projectionVolume K u := by | |
| exact congrArg (fun V : Submodule ℝ (Euclidean n) => | |
| (volume : Measure V) (V.orthogonalProjectionOnto '' K)) (normalHyperplane_smul u hc) | |
| theorem brightness_smul {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) (c : ℝ) : | |
| brightness K (c • u) = |c| * brightness K u := by | |
| by_cases hc : c = 0 | |
| · simp [hc, brightness] | |
| · rw [brightness, projectionVolume_smul K u hc, norm_smul, Real.norm_eq_abs, brightness] | |
| ring | |
| theorem brightness_neg {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) : | |
| brightness K (-u) = brightness K u := by | |
| simpa using brightness_smul K u (-1) | |
| theorem brightness_nonneg {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) : | |
| 0 ≤ brightness K u := mul_nonneg (norm_nonneg u) ENNReal.toReal_nonneg | |
| theorem zero_mem_projectionBody {n : ℕ} (K : Set (Euclidean n)) : | |
| 0 ∈ projectionBody K := by | |
| intro u | |
| simpa using brightness_nonneg K u | |
| theorem neg_mem_projectionBody_iff {n : ℕ} (K : Set (Euclidean n)) (y : Euclidean n) : | |
| -y ∈ projectionBody K ↔ y ∈ projectionBody K := by | |
| constructor | |
| · intro h u | |
| simpa [brightness_neg] using h (-u) | |
| · intro h u | |
| simpa [brightness_neg] using h (-u) | |
| theorem projectionBody_neg_eq {n : ℕ} (K : Set (Euclidean n)) : | |
| -projectionBody K = projectionBody K := by | |
| ext y | |
| simp [neg_mem_projectionBody_iff] | |
| theorem projectionVolume_lt_top {n : ℕ} {K : Set (Euclidean n)} (hK : IsCompact K) | |
| (u : Euclidean n) : projectionVolume K u < ⊤ := by | |
| exact (hK.image (normalHyperplane u).orthogonalProjectionOnto.continuous).measure_lt_top | |
| theorem projectionVolume_mono {n : ℕ} {A B : Set (Euclidean n)} (h : A ⊆ B) | |
| (u : Euclidean n) : projectionVolume A u ≤ projectionVolume B u := | |
| measure_mono (image_mono h) | |
| theorem brightness_mono {n : ℕ} {A B : Set (Euclidean n)} (h : A ⊆ B) | |
| (hB : IsCompact B) (u : Euclidean n) : brightness A u ≤ brightness B u := | |
| mul_le_mul_of_nonneg_left | |
| (ENNReal.toReal_mono (projectionVolume_lt_top hB u).ne (projectionVolume_mono h u)) | |
| (norm_nonneg u) | |
| theorem projectionBody_mono {n : ℕ} {A B : Set (Euclidean n)} (h : A ⊆ B) | |
| (hB : IsCompact B) : projectionBody A ⊆ projectionBody B := | |
| fun _ hy u => (hy u).trans (brightness_mono h hB u) | |
| theorem projectionBody_isClosed {n : ℕ} (K : Set (Euclidean n)) : | |
| IsClosed (projectionBody K) := by | |
| rw [projectionBody, ofPred_forall] | |
| exact isClosed_iInter fun u => isClosed_le (innerSL ℝ u).continuous continuous_const | |
| theorem projectionBody_convex {n : ℕ} (K : Set (Euclidean n)) : | |
| Convex ℝ (projectionBody K) := by | |
| rw [projectionBody, ofPred_forall] | |
| exact convex_iInter fun u => (convex_Iic (brightness K u)).linear_preimage (innerSL ℝ u).toLinearMap | |
| theorem projectionBody_norm_le {n : ℕ} (K : Set (Euclidean n)) | |
| {y : Euclidean n} (hy : y ∈ projectionBody K) : | |
| ‖y‖ ≤ ∑ i : Fin n, brightness K (EuclideanSpace.basisFun (Fin n) ℝ i) := by | |
| let b := EuclideanSpace.basisFun (Fin n) ℝ | |
| calc | |
| ‖y‖ = ‖∑ i : Fin n, inner ℝ (b i) y • b i‖ := by rw [b.sum_repr'] | |
| _ ≤ ∑ i : Fin n, ‖inner ℝ (b i) y • b i‖ := norm_sum_le _ _ | |
| _ = ∑ i : Fin n, |inner ℝ (b i) y| := by simp [norm_smul, Real.norm_eq_abs] | |
| _ ≤ ∑ i : Fin n, brightness K (b i) := by | |
| apply Finset.sum_le_sum | |
| intro i _ | |
| apply abs_le.mpr | |
| constructor | |
| · have h := hy (-b i) | |
| simpa [brightness_neg] using neg_le_neg h | |
| · exact hy (b i) | |
| theorem projectionBody_isCompact {n : ℕ} (K : Set (Euclidean n)) : | |
| IsCompact (projectionBody K) := by | |
| apply Metric.isCompact_iff_isClosed_bounded.mpr | |
| refine ⟨projectionBody_isClosed K, isBounded_iff_forall_norm_le.mpr ?_⟩ | |
| exact ⟨_, fun _ hy => projectionBody_norm_le K hy⟩ | |
| theorem projectionVolume_body_smul {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) | |
| (hu : u ≠ 0) (c : ℝ) : | |
| projectionVolume (c • K) u = ENNReal.ofReal (|c| ^ (n - 1)) * projectionVolume K u := by | |
| unfold projectionVolume | |
| rw [image_smul_comm _ c K (fun x => map_smul _ c x), | |
| Measure.addHaar_smul, normalHyperplane_finrank u hu, abs_pow] | |
| theorem brightness_body_smul {n : ℕ} (K : Set (Euclidean n)) (u : Euclidean n) (c : ℝ) : | |
| brightness (c • K) u = |c| ^ (n - 1) * brightness K u := by | |
| by_cases hu : u = 0 | |
| · simp [hu, brightness] | |
| · rw [brightness, projectionVolume_body_smul K u hu c, ENNReal.toReal_mul, | |
| ENNReal.toReal_ofReal (pow_nonneg (abs_nonneg c) _), brightness] | |
| ring | |
| theorem projectionBody_body_smul {n : ℕ} (K : Set (Euclidean n)) (c : ℝ) (hc : c ≠ 0) : | |
| projectionBody (c • K) = |c| ^ (n - 1) • projectionBody K := by | |
| have hq : 0 < |c| ^ (n - 1) := pow_pos (abs_pos.mpr hc) _ | |
| ext y | |
| rw [mem_smul_set_iff_inv_smul_mem₀ hq.ne'] | |
| constructor | |
| · intro h u | |
| have hh := mul_le_mul_of_nonneg_left (h u) (inv_nonneg.mpr hq.le) | |
| simpa [brightness_body_smul, inner_smul_right, mul_assoc, hq.ne'] using hh | |
| · intro h u | |
| have hh := mul_le_mul_of_nonneg_left (h u) hq.le | |
| simpa [brightness_body_smul, inner_smul_right, mul_assoc, hq.ne'] using hh | |
| end Paper092 | |
| end OAI | |