import Mathlib import OAI.Analysis.BoxTransport.Definitions namespace OAI /-! Quantitative box separation, affine images and positive diagonal shape estimates. -/ noncomputable section open scoped Topology open scoped BigOperators ContDiff namespace BoxTransport.Routing @[simp] theorem mixedDerivative_zero (ds : List Axis) : mixedDerivative ds (fun _ => (0 : Space)) = fun _ => 0 := by induction ds with | nil => rfl | cons j js ih => simp [mixedDerivative, ih] theorem effective_zero : Effective (fun _ => (0 : Space)) := by refine ⟨fun _ => (0, 0, 0), fun _ => 0, fun _ => 0, Computable.const (0, 0, 0), Computable.const 0, Computable.const 0, ?_, ?_⟩ · intro ds q n p hp j simp only [mixedDerivative_zero, Pi.zero_apply, rationalValue, Nat.cast_zero, sub_self, zero_div, Rat.cast_zero, abs_zero] positivity · intro ds p j simp theorem admissible_zero : AdmissibleField (fun _ => (0 : Space)) := by refine ⟨contDiff_const, ?_, effective_zero, ?_, ?_⟩ · exact HasCompactSupport.zero · intro t x simp [spatialDivergence] · intro t x ht rfl theorem globalFlow_zero : IsGlobalFlow (fun _ => (0 : Space)) (fun _ x => x) := by refine ⟨fun _ => rfl, ?_, ?_⟩ · intro t x exact hasDerivAt_const t x · intro x γ hγ hder t have hc := is_const_of_deriv_eq_zero (fun s => (hder s).differentiableAt) (fun s => (hder s).deriv) t 0 exact hc.trans hγ theorem identity_routing {n : ℕ} (a h : Fin n → RationalSpace) (hh : ∀ i j, 0 < h i j) : ∃ U : Field, ∃ Φ : ℝ → Space → Space, AdmissibleField U ∧ IsGlobalFlow U Φ ∧ Delivers a a h h Φ := by refine ⟨fun _ => 0, fun _ x => x, admissible_zero, globalFlow_zero, ?_⟩ intro i refine ⟨Set.univ, isOpen_univ, Set.subset_univ _, ?_⟩ intro x hx ext j simp [prescribedAffine, ne_of_gt (hh i j)] theorem empty_routing (a b h k : Fin 0 → RationalSpace) : ∃ U : Field, ∃ Φ : ℝ → Space → Space, AdmissibleField U ∧ IsGlobalFlow U Φ ∧ Delivers a b h k Φ := by refine ⟨fun _ => 0, fun _ x => x, admissible_zero, globalFlow_zero, ?_⟩ exact fun i => Fin.elim0 i theorem center_mem_realBox {c h : Space} (hh : ∀ j, 0 ≤ h j) : c ∈ realBox c h := by intro j simpa using hh j theorem realBox_disjoint_of_gap {c d h k : Space} (hgap : ∃ j, h j + k j < |c j - d j|) : Disjoint (realBox c h) (realBox d k) := by apply Set.disjoint_left.mpr intro x hx hy obtain ⟨j, hj⟩ := hgap have hle : |c j - d j| ≤ h j + k j := calc |c j - d j| = |(c j - x j) + (x j - d j)| := by congr 1; ring _ ≤ |c j - x j| + |x j - d j| := abs_add_le _ _ _ = |x j - c j| + |x j - d j| := by rw [abs_sub_comm (c j) (x j)] _ ≤ h j + k j := add_le_add (hx j) (hy j) exact (not_lt_of_ge hle) hj theorem realBox_disjoint_iff {c d h k : Space} (hh : ∀ j, 0 ≤ h j) (hk : ∀ j, 0 ≤ k j) : Disjoint (realBox c h) (realBox d k) ↔ ∃ j, h j + k j < |c j - d j| := by refine ⟨?_, realBox_disjoint_of_gap⟩ intro hdis by_contra hn push Not at hn let x : Space := fun j => max (c j - h j) (d j - k j) have hx : x ∈ realBox c h := by intro j have hj := (abs_le.mp (hn j)).1 have hwidth := hh j apply abs_le.mpr constructor · dsimp [x] have := le_max_left (c j - h j) (d j - k j) linarith · have hup : x j ≤ c j + h j := by apply max_le <;> linarith linarith have hy : x ∈ realBox d k := by intro j have hj := (abs_le.mp (hn j)).2 have hwidth := hk j apply abs_le.mpr constructor · dsimp [x] have := le_max_right (c j - h j) (d j - k j) linarith · have hup : x j ≤ d j + k j := by apply max_le <;> linarith linarith exact (Set.disjoint_left.mp hdis) hx hy theorem solidBox_disjoint_iff {a b h k : RationalSpace} (hh : ∀ j, 0 ≤ h j) (hk : ∀ j, 0 ≤ k j) : Disjoint (solidBox a h) (solidBox b k) ↔ ∃ j, h j + k j < |a j - b j| := by have hh' : ∀ j, 0 ≤ realPoint h j := by intro j change (0 : ℝ) ≤ (h j : ℝ) exact_mod_cast hh j have hk' : ∀ j, 0 ≤ realPoint k j := by intro j change (0 : ℝ) ≤ (k j : ℝ) exact_mod_cast hk j rw [solidBox, solidBox, realBox_disjoint_iff hh' hk'] constructor · rintro ⟨j, hj⟩ refine ⟨j, ?_⟩ change (h j : ℝ) + (k j : ℝ) < |(a j : ℝ) - (b j : ℝ)| at hj exact_mod_cast hj · rintro ⟨j, hj⟩ refine ⟨j, ?_⟩ change (h j : ℝ) + (k j : ℝ) < |(a j : ℝ) - (b j : ℝ)| exact_mod_cast hj theorem centers_ne_of_disjoint {c d h k : Space} (hh : ∀ j, 0 ≤ h j) (hk : ∀ j, 0 ≤ k j) (hdis : Disjoint (realBox c h) (realBox d k)) : c ≠ d := by intro hcd subst d exact Set.disjoint_left.mp hdis (center_mem_realBox hh) (center_mem_realBox hk) theorem expansion_preserves_disjoint {c d h k : Space} {Λ : ℝ} (hh : ∀ j, 0 ≤ h j) (hk : ∀ j, 0 ≤ k j) (hdis : Disjoint (realBox c h) (realBox d k)) (hΛ : 1 ≤ Λ) : Disjoint (realBox (fun j => Λ * c j) h) (realBox (fun j => Λ * d j) k) := by obtain ⟨j, hj⟩ := (realBox_disjoint_iff hh hk).mp hdis apply realBox_disjoint_of_gap refine ⟨j, hj.trans_le ?_⟩ calc |c j - d j| ≤ Λ * |c j - d j| := le_mul_of_one_le_left (abs_nonneg _) hΛ _ = |Λ * c j - Λ * d j| := by rw [← mul_sub, abs_mul, abs_of_nonneg (by linarith : 0 ≤ Λ)] theorem padded_boxes_disjoint_of_clearance {c d h k : Space} {R η : ℝ} (hR : 0 < R) (hη : η < R / 8) (hh : ∀ j, h j ≤ R) (hk : ∀ j, k j ≤ R) (hclear : ∃ j, 4 * R ≤ |c j - d j|) : Disjoint (realBox c (fun j => h j + 2 * η)) (realBox d (fun j => k j + 2 * η)) := by obtain ⟨j, hj⟩ := hclear apply realBox_disjoint_of_gap refine ⟨j, ?_⟩ have := hh j have := hk j linarith def coordinateGap (a b h k : RationalSpace) : ℚ := (Finset.univ : Finset (Fin 3)).sup' Finset.univ_nonempty (fun j => |a j - b j| - h j - k j) theorem coordinateGap_pos_iff (a b h k : RationalSpace) : 0 < coordinateGap a b h k ↔ ∃ j, h j + k j < |a j - b j| := by simp only [coordinateGap, Finset.lt_sup'_iff, Finset.mem_univ, true_and] constructor <;> rintro ⟨j, hj⟩ <;> exact ⟨j, by linarith⟩ theorem positive_finset_lower_bound {ι : Type*} [DecidableEq ι] (s : Finset ι) (f : ι → ℚ) : (∀ i ∈ s, 0 < f i) → ∃ g : ℚ, 0 < g ∧ ∀ i ∈ s, g ≤ f i := by induction s using Finset.induction_on with | empty => intro _ exact ⟨1, by norm_num, by simp⟩ | @insert i s hi ih => intro hf obtain ⟨g, hg, hgf⟩ := ih (fun j hj => hf j (Finset.mem_insert_of_mem hj)) refine ⟨min g (f i), lt_min hg (hf i (Finset.mem_insert_self _ _)), ?_⟩ intro j hj rcases Finset.mem_insert.mp hj with rfl | hj · exact min_le_right _ _ · exact (min_le_left _ _).trans (hgf j hj) theorem uniform_rational_gap {n : ℕ} (a h : Fin n → RationalSpace) (hh : ∀ i j, 0 ≤ h i j) (hdis : Pairwise fun i j => Disjoint (solidBox (a i) (h i)) (solidBox (a j) (h j))) : ∃ g : ℚ, 0 < g ∧ ∀ i j, i ≠ j → ∃ l, h i l + h j l + g ≤ |a i l - a j l| := by let pairs := (Finset.univ : Finset (Fin n × Fin n)).filter (fun p => p.1 ≠ p.2) have hpos : ∀ p ∈ pairs, 0 < coordinateGap (a p.1) (a p.2) (h p.1) (h p.2) := by intro p hp have hne : p.1 ≠ p.2 := (Finset.mem_filter.mp hp).2 apply (coordinateGap_pos_iff _ _ _ _).mpr exact (solidBox_disjoint_iff (hh _) (hh _)).mp (hdis hne) obtain ⟨g, hg, hbound⟩ := positive_finset_lower_bound pairs (fun p => coordinateGap (a p.1) (a p.2) (h p.1) (h p.2)) hpos refine ⟨g, hg, ?_⟩ intro i j hij have hb := hbound (i, j) (by simp [pairs, hij]) obtain ⟨l, hlmem, hl⟩ := (Finset.le_sup'_iff Finset.univ_nonempty).mp hb exact ⟨l, by dsimp at hl; linarith⟩ theorem exists_expansion_factor {n : ℕ} (a b h k : Fin n → RationalSpace) (hh : ∀ i j, 0 ≤ h i j) (hk : ∀ i j, 0 ≤ k i j) (ha : Pairwise fun i j => Disjoint (solidBox (a i) (h i)) (solidBox (a j) (h j))) (hb : Pairwise fun i j => Disjoint (solidBox (b i) (k i)) (solidBox (b j) (k j))) (R : ℚ) (hR : 0 < R) : ∃ Λ : ℚ, 10 < Λ ∧ (∀ i j, i ≠ j → ∃ l, 20 * R < |Λ * a i l - Λ * a j l|) ∧ (∀ i j, i ≠ j → ∃ l, 20 * R < |Λ * b i l - Λ * b j l|) := by obtain ⟨ga, hga, haga⟩ := uniform_rational_gap a h hh ha obtain ⟨gb, hgb, hbgb⟩ := uniform_rational_gap b k hk hb let g := min ga gb have hg : 0 < g := lt_min hga hgb let Λ : ℚ := 11 + 20 * R / g have hΛ : 10 < Λ := by have : 0 < 20 * R / g := by positivity dsimp [Λ] linarith have hΛ0 : 0 ≤ Λ := by linarith have hΛg : 20 * R < Λ * g := by dsimp [Λ] rw [add_mul, div_mul_cancel₀ _ (ne_of_gt hg)] nlinarith refine ⟨Λ, hΛ, ?_, ?_⟩ · intro i j hij obtain ⟨l, hl⟩ := haga i j hij have hgabs : g ≤ |a i l - a j l| := by have := hh i l have := hh j l have : g ≤ ga := min_le_left _ _ linarith refine ⟨l, hΛg.trans_le ?_⟩ calc Λ * g ≤ Λ * |a i l - a j l| := mul_le_mul_of_nonneg_left hgabs hΛ0 _ = |Λ * a i l - Λ * a j l| := by rw [← mul_sub, abs_mul, abs_of_nonneg hΛ0] · intro i j hij obtain ⟨l, hl⟩ := hbgb i j hij have hgabs : g ≤ |b i l - b j l| := by have := hk i l have := hk j l have : g ≤ gb := min_le_right _ _ linarith refine ⟨l, hΛg.trans_le ?_⟩ calc Λ * g ≤ Λ * |b i l - b j l| := mul_le_mul_of_nonneg_left hgabs hΛ0 _ = |Λ * b i l - Λ * b j l| := by rw [← mul_sub, abs_mul, abs_of_nonneg hΛ0] theorem exists_rational_padding {n : ℕ} (a b h k : Fin n → RationalSpace) (hh : ∀ i j, 0 ≤ h i j) (hk : ∀ i j, 0 ≤ k i j) (ha : Pairwise fun i j => Disjoint (solidBox (a i) (h i)) (solidBox (a j) (h j))) (hb : Pairwise fun i j => Disjoint (solidBox (b i) (k i)) (solidBox (b j) (k j))) (R : ℚ) (hR : 0 < R) : ∃ η : ℚ, 0 < η ∧ η < R / 8 ∧ (Pairwise fun i j => Disjoint (realBox (realPoint (a i)) (fun l => (h i l : ℝ) + 2 * η)) (realBox (realPoint (a j)) (fun l => (h j l : ℝ) + 2 * η))) ∧ (Pairwise fun i j => Disjoint (realBox (realPoint (b i)) (fun l => (k i l : ℝ) + 2 * η)) (realBox (realPoint (b j)) (fun l => (k j l : ℝ) + 2 * η))) := by obtain ⟨ga, hga, haga⟩ := uniform_rational_gap a h hh ha obtain ⟨gb, hgb, hbgb⟩ := uniform_rational_gap b k hk hb let m := min R (min ga gb) have hm : 0 < m := lt_min hR (lt_min hga hgb) let η := m / 16 have hη0 : 0 < η := by dsimp [η]; positivity have hmR : m ≤ R := min_le_left _ _ have hmga : m ≤ ga := (min_le_right _ _).trans (min_le_left _ _) have hmgb : m ≤ gb := (min_le_right _ _).trans (min_le_right _ _) have hηR : η < R / 8 := by dsimp [η]; linarith have hηa : 4 * η < ga := by dsimp [η]; linarith have hηb : 4 * η < gb := by dsimp [η]; linarith refine ⟨η, hη0, hηR, ?_, ?_⟩ · intro i j hij obtain ⟨l, hl⟩ := haga i j hij apply realBox_disjoint_of_gap refine ⟨l, ?_⟩ have hlt : (h i l + 2 * η) + (h j l + 2 * η) < |a i l - a j l| := by linarith change ((h i l : ℝ) + 2 * (η : ℝ)) + ((h j l : ℝ) + 2 * (η : ℝ)) < |(a i l : ℝ) - (a j l : ℝ)| exact_mod_cast hlt · intro i j hij obtain ⟨l, hl⟩ := hbgb i j hij apply realBox_disjoint_of_gap refine ⟨l, ?_⟩ have hlt : (k i l + 2 * η) + (k j l + 2 * η) < |b i l - b j l| := by linarith change ((k i l : ℝ) + 2 * (η : ℝ)) + ((k j l : ℝ) + 2 * (η : ℝ)) < |(b i l : ℝ) - (b j l : ℝ)| exact_mod_cast hlt def parkingCenter (K R : ℚ) (i : ℕ) : RationalSpace := ![K + 30 * R * ((i : ℚ) + 1), 0, 0] theorem parking_separated {K R : ℚ} (hR : 0 < R) {i j : ℕ} (hij : i ≠ j) : 30 * R ≤ |parkingCenter K R i 0 - parkingCenter K R j 0| := by rcases lt_or_gt_of_ne hij with hlt | hgt · have hle : (i : ℚ) + 1 ≤ (j : ℚ) := by exact_mod_cast Nat.succ_le_of_lt hlt have habs := neg_le_abs (parkingCenter K R i 0 - parkingCenter K R j 0) simp only [parkingCenter, Matrix.cons_val_zero] at * nlinarith · have hle : (j : ℚ) + 1 ≤ (i : ℚ) := by exact_mod_cast Nat.succ_le_of_lt hgt have habs := le_abs_self (parkingCenter K R i 0 - parkingCenter K R j 0) simp only [parkingCenter, Matrix.cons_val_zero] at * nlinarith theorem parking_clearance {K R : ℚ} (hR : 0 < R) (q : RationalSpace) (hq : |q 0| ≤ K) (i : ℕ) : 30 * R ≤ |parkingCenter K R i 0 - q 0| := by have hq' : q 0 ≤ K := (le_abs_self _).trans hq have hi : (0 : ℚ) ≤ (i : ℚ) := Nat.cast_nonneg i calc 30 * R ≤ parkingCenter K R i 0 - q 0 := by dsimp [parkingCenter]; nlinarith _ ≤ |parkingCenter K R i 0 - q 0| := le_abs_self _ theorem exists_parking_offset {n : ℕ} (a b : Fin n → RationalSpace) (Λ : ℚ) : ∃ K : ℚ, 4 * Λ ≤ K ∧ (∀ i, |Λ * a i 0| ≤ K) ∧ (∀ i, |Λ * b i 0| ≤ K) := by let f : Option (Bool × Fin n) → ℚ | none => 4 * Λ | some (false, i) => |Λ * a i 0| | some (true, i) => |Λ * b i 0| let K := (Finset.univ : Finset (Option (Bool × Fin n))).sup' Finset.univ_nonempty f have hf (p : Option (Bool × Fin n)) : f p ≤ K := Finset.le_sup' f (Finset.mem_univ p) exact ⟨K, hf none, fun i => hf (some (false, i)), fun i => hf (some (true, i))⟩ theorem smooth_power_scale {s : ℝ} (hs : 0 < s) : ContDiff ℝ ∞ (fun θ : ℝ => s ^ θ) := by simp only [Real.rpow_def_of_pos hs] fun_prop theorem power_scale_between {s θ : ℝ} (hs : 0 < s) (hθ : θ ∈ Set.Icc (0 : ℝ) 1) : min 1 s ≤ s ^ θ ∧ s ^ θ ≤ max 1 s := by rcases le_total 1 s with hle | hle · rw [min_eq_left hle, max_eq_right hle] constructor · simpa using Real.rpow_le_rpow_of_exponent_le hle hθ.1 · simpa using Real.rpow_le_rpow_of_exponent_le hle hθ.2 · rw [min_eq_right hle, max_eq_left hle] constructor · simpa using Real.rpow_le_rpow_of_exponent_ge hs hle hθ.2 · exact Real.rpow_le_one hs.le hle hθ.1 theorem determinant_power_scale (s : Space) (hs : ∀ j, 0 < s j) (hdet : ∏ j : Fin 3, s j = 1) (θ : ℝ) : Matrix.det (Matrix.diagonal (fun j => s j ^ θ)) = 1 := by rw [Matrix.det_diagonal, Real.finsetProd_rpow _ _ (fun j _ => (hs j).le), hdet, Real.one_rpow] theorem geometric_halfwidth_le {h k R θ : ℝ} (hh : 0 < h) (hk : 0 < k) (hhR : h ≤ R) (hkR : k ≤ R) (hθ : θ ∈ Set.Icc (0 : ℝ) 1) : h * (k / h) ^ θ ≤ R := by rcases le_total k h with hkh | hhk · have hs : k / h ≤ 1 := (div_le_one hh).mpr hkh have hp : (k / h) ^ θ ≤ 1 := Real.rpow_le_one (div_pos hk hh).le hs hθ.1 calc h * (k / h) ^ θ ≤ h * 1 := mul_le_mul_of_nonneg_left hp hh.le _ ≤ R := by simpa using hhR · have hs : 1 ≤ k / h := (le_div_iff₀ hh).mpr (by simpa using hhk) have hp : (k / h) ^ θ ≤ k / h := by simpa using Real.rpow_le_rpow_of_exponent_le hs hθ.2 calc h * (k / h) ^ θ ≤ h * (k / h) := mul_le_mul_of_nonneg_left hp hh.le _ = k := by field_simp _ ≤ R := hkR theorem reshaping_properties (h k : Space) (hh : ∀ j, 0 < h j) (hk : ∀ j, 0 < k j) (hvol : ∏ j : Fin 3, k j / h j = 1) {R θ : ℝ} (hhR : ∀ j, h j ≤ R) (hkR : ∀ j, k j ≤ R) (hθ : θ ∈ Set.Icc (0 : ℝ) 1) : (∀ j, 0 < (k j / h j) ^ θ) ∧ (∀ j, h j * (k j / h j) ^ θ ≤ R) ∧ Matrix.det (Matrix.diagonal (fun j => (k j / h j) ^ θ)) = 1 := by refine ⟨fun j => Real.rpow_pos_of_pos (div_pos (hk j) (hh j)) _, ?_, ?_⟩ · intro j exact geometric_halfwidth_le (hh j) (hk j) (hhR j) (hkR j) hθ · exact determinant_power_scale _ (fun j => div_pos (hk j) (hh j)) hvol θ theorem diagonal_affine_image (c d h s : Space) (hs : ∀ j, 0 < s j) : (fun x : Space => fun j => d j + s j * (x j - c j)) '' realBox c h = realBox d (fun j => s j * h j) := by ext y constructor · rintro ⟨x, hx, rfl⟩ intro j dsimp rw [add_sub_cancel_left, abs_mul, abs_of_pos (hs j)] exact mul_le_mul_of_nonneg_left (hx j) (hs j).le · intro hy let x : Space := fun j => c j + (y j - d j) / s j refine ⟨x, ?_, ?_⟩ · intro j dsimp [x] rw [add_sub_cancel_left, abs_div, abs_of_pos (hs j)] apply (div_le_iff₀ (hs j)).mpr simpa [mul_comm] using hy j · ext j dsimp [x] rw [add_sub_cancel_left] have hsj : s j ≠ 0 := ne_of_gt (hs j) field_simp ring theorem prescribedAffine_image (a b h k : RationalSpace) (hh : ∀ j, 0 < h j) (hk : ∀ j, 0 < k j) : prescribedAffine a b h k '' solidBox a h = solidBox b k := by let s : Space := fun j => ((k j / h j : ℚ) : ℝ) have hs : ∀ j, 0 < s j := by intro j change (0 : ℝ) < ((k j / h j : ℚ) : ℝ) exact_mod_cast div_pos (hk j) (hh j) have hw : (fun j => s j * realPoint h j) = realPoint k := by ext j change ((k j / h j : ℚ) : ℝ) * (h j : ℝ) = (k j : ℝ) exact_mod_cast div_mul_cancel₀ (k j) (ne_of_gt (hh j)) have himage := diagonal_affine_image (realPoint a) (realPoint b) (realPoint h) s hs rw [hw] at himage exact himage def openBox (c h : Space) (ε : ℝ) : Set Space := {x | ∀ j, |x j - c j| < h j + ε} theorem isOpen_openBox (c h : Space) (ε : ℝ) : IsOpen (openBox c h ε) := by simp only [openBox, Set.ofPred_forall] apply isOpen_iInter_of_finite intro j apply isOpen_lt · fun_prop · fun_prop theorem realBox_subset_openBox (c h : Space) {ε : ℝ} (hε : 0 < ε) : realBox c h ⊆ openBox c h ε := by intro x hx j exact (hx j).trans_lt (lt_add_of_pos_right _ hε) theorem affine_openBox_control (c d h s : Space) {ε M : ℝ} (hε : 0 ≤ ε) (hs : ∀ j, 0 < s j) (hsM : ∀ j, s j ≤ M) {x : Space} (hx : x ∈ openBox c h ε) : (fun j => d j + s j * (x j - c j)) ∈ openBox d (fun j => s j * h j) (M * ε) := by intro j dsimp rw [add_sub_cancel_left, abs_mul, abs_of_pos (hs j)] calc s j * |x j - c j| < s j * (h j + ε) := mul_lt_mul_of_pos_left (hx j) (hs j) _ ≤ s j * h j + M * ε := by have := mul_le_mul_of_nonneg_right (hsM j) hε nlinarith end BoxTransport.Routing end end OAI