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| import OAI.Analysis.Brenier.HalfspaceKernel | |
| namespace OAI | |
| noncomputable section | |
| open MeasureTheory Filter | |
| open scoped Topology | |
| namespace Problem358 | |
| /-- Transport the moving-halfspace derivative through a measure-preserving | |
| coordinate chart. The affine geometry enters only through the exact threshold | |
| identity, while the derivative and all integration steps are proved here. -/ | |
| theorem hasDerivAt_integral_cut_difference_of_chart | |
| {X V : Type*} [MeasurableSpace X] [MeasurableSpace V] | |
| {μ : Measure X} [SFinite μ] {ρ : Measure V} | |
| {chart : X × ℝ → V} (hchart : MeasurePreserving chart (μ.prod volume) ρ) | |
| {f ell : ℝ → V → ℝ} {speed : ℝ → X → ℝ} {A B slope trace : X → ℝ} | |
| {s : Set ℝ} (hs : s ∈ nhds 0) | |
| (hf : ∀ h, Measurable (f h)) (hell : ∀ h, Measurable (ell h)) | |
| (hspeed : ∀ h, Measurable (speed h)) | |
| (hlevel : ∀ h ∈ s, ∀ p : X × ℝ, | |
| 0 ≤ ell h (chart p) ↔ -(h * speed h p.1) ≤ p.2) | |
| (hspeedlim : ∀ᵐ x ∂μ, Tendsto (fun h => speed h x) (nhds 0) (nhds (slope x))) | |
| (hlim : ∀ᵐ x ∂μ, ∀ u : ℝ, | |
| Tendsto (fun h : ℝ => f h (chart (x, -(h * speed h x * u)))) | |
| (nhds 0) (nhds (trace x))) | |
| (hspeedbound : ∀ᵐ x ∂μ, ∀ h ∈ s, |speed h x| ≤ A x) | |
| (hbound : ∀ᵐ x ∂μ, ∀ h ∈ s, ∀ t : ℝ, ‖f h (chart (x, t))‖ ≤ B x) | |
| (hdom : Integrable (fun x => A x * B x) μ) | |
| (hInt : ∀ᶠ h in nhds 0, Integrable (f h) ρ) : | |
| HasDerivAt (fun h : ℝ => ∫ v, | |
| f h v * ((if 0 ≤ ell h v then (1 : ℝ) else 0) - | |
| (if 0 ≤ ell 0 v then (1 : ℝ) else 0)) ∂ρ) | |
| (∫ x, slope x * trace x ∂μ) 0 := by | |
| let F : ℝ → X → ℝ → ℝ := fun h => Function.curry (f h ∘ chart) | |
| have hF : ∀ h, Measurable (Function.uncurry (F h)) := by | |
| intro h | |
| simpa only [F, Function.uncurry_curry] using (hf h).comp hchart.measurable | |
| have hFI : ∀ᶠ h in nhds 0, Integrable (Function.uncurry (F h)) (μ.prod volume) := by | |
| filter_upwards [hInt] with h hh | |
| simpa only [F, Function.uncurry_curry] using hchart.integrable_comp_of_integrable hh | |
| have hd := hasDerivAt_prod_integral_halfspace_difference_local | |
| (f := F) hs hF hspeed hspeedlim hlim hspeedbound hbound hdom hFI | |
| apply hd.congr_of_eventuallyEq | |
| filter_upwards [hs] with h hh | |
| have hraw : Measurable (fun v => f h v * | |
| ((if 0 ≤ ell h v then (1 : ℝ) else 0) - | |
| (if 0 ≤ ell 0 v then (1 : ℝ) else 0))) := | |
| (hf h).mul ((Measurable.ite (measurableSet_le measurable_const (hell h)) | |
| measurable_const measurable_const).sub | |
| (Measurable.ite (measurableSet_le measurable_const (hell 0)) | |
| measurable_const measurable_const)) | |
| rw [← hchart.map_eq, integral_map hchart.measurable.aemeasurable hraw.aestronglyMeasurable] | |
| apply integral_congr_ae | |
| exact Eventually.of_forall fun p => by | |
| have hz := hlevel 0 (mem_of_mem_nhds hs) p | |
| simp only [zero_mul, neg_zero] at hz | |
| simp only [F, Function.curry, Function.comp_apply, hlevel h hh p, hz] | |
| end Problem358 | |
| end | |
| noncomputable section | |
| open MeasureTheory Finset | |
| open scoped BigOperators | |
| namespace Problem358 | |
| namespace FiniteIntersectionVariation | |
| /-- Exact finite telescoping formula, changing the factors one at a time. -/ | |
| theorem prod_range_sub_prod_range {R : Type*} [CommRing R] | |
| (a b : ℕ → R) (n : ℕ) : | |
| (∏ i ∈ Finset.range n, a i) - (∏ i ∈ Finset.range n, b i) = | |
| ∑ i ∈ Finset.range n, | |
| (a i - b i) * (∏ j ∈ Finset.range i, a j) * | |
| ∏ j ∈ Finset.Ico (i + 1) n, b j := by | |
| induction n with | |
| | zero => simp | |
| | succ n ih => | |
| rw [Finset.sum_range_succ] | |
| have hsum : | |
| (∑ i ∈ Finset.range n, | |
| (a i - b i) * (∏ j ∈ Finset.range i, a j) * | |
| ∏ j ∈ Finset.Ico (i + 1) (n + 1), b j) = | |
| (∑ i ∈ Finset.range n, | |
| (a i - b i) * (∏ j ∈ Finset.range i, a j) * | |
| ∏ j ∈ Finset.Ico (i + 1) n, b j) * b n := by | |
| rw [Finset.sum_mul] | |
| apply Finset.sum_congr rfl | |
| intro i hi | |
| rw [Finset.prod_Ico_succ_top (Nat.succ_le_of_lt (Finset.mem_range.mp hi))] | |
| ring | |
| rw [hsum, ← ih] | |
| simp only [Finset.Ico_self, Finset.prod_empty, mul_one, Finset.prod_range_succ] | |
| ring | |
| /-- The indicator of a finite intersection factors into the individual indicators. -/ | |
| theorem indicator_finite_intersection {X : Type*} (A : ℕ → Set X) (n : ℕ) (x : X) : | |
| ({x | ∀ i < n, x ∈ A i}.indicator (fun _ => (1 : ℝ))) x = | |
| ∏ i ∈ Finset.range n, (A i).indicator (fun _ => (1 : ℝ)) x := by | |
| classical | |
| by_cases hx : ∀ i < n, x ∈ A i | |
| · rw [Set.indicator_of_mem (s := {x | ∀ i < n, x ∈ A i}) hx] | |
| symm | |
| apply Finset.prod_eq_one | |
| intro i hi | |
| exact Set.indicator_of_mem (hx i (Finset.mem_range.mp hi)) _ | |
| · rw [Set.indicator_of_notMem (s := {x | ∀ i < n, x ∈ A i}) hx] | |
| push Not at hx | |
| obtain ⟨i, hi, hix⟩ := hx | |
| symm | |
| apply Finset.prod_eq_zero (Finset.mem_range.mpr hi) | |
| exact Set.indicator_of_notMem hix _ | |
| /-- Each term changes one cut; all other cuts appear only as bounded indicator factors. -/ | |
| theorem indicator_intersection_sub {X : Type*} (A B : ℕ → Set X) (n : ℕ) (x : X) : | |
| ({x | ∀ i < n, x ∈ A i}.indicator (fun _ => (1 : ℝ))) x - | |
| ({x | ∀ i < n, x ∈ B i}.indicator (fun _ => (1 : ℝ))) x = | |
| ∑ i ∈ Finset.range n, | |
| ((A i).indicator (fun _ => (1 : ℝ)) x - (B i).indicator (fun _ => (1 : ℝ)) x) * | |
| (∏ j ∈ Finset.range i, (A j).indicator (fun _ => (1 : ℝ)) x) * | |
| ∏ j ∈ Finset.Ico (i + 1) n, (B j).indicator (fun _ => (1 : ℝ)) x := by | |
| rw [indicator_finite_intersection, indicator_finite_intersection] | |
| exact prod_range_sub_prod_range _ _ n | |
| /-- Signed contribution from changing one cut in the finite intersection. -/ | |
| def cutTerm {X : Type*} (A B : ℕ → Set X) (n i : ℕ) (x : X) : ℝ := | |
| ((A i).indicator (fun _ => (1 : ℝ)) x - (B i).indicator (fun _ => (1 : ℝ)) x) * | |
| (∏ j ∈ Finset.range i, (A j).indicator (fun _ => (1 : ℝ)) x) * | |
| ∏ j ∈ Finset.Ico (i + 1) n, (B j).indicator (fun _ => (1 : ℝ)) x | |
| lemma norm_indicator_one_le {X : Type*} (S : Set X) (x : X) : | |
| ‖S.indicator (fun _ => (1 : ℝ)) x‖ ≤ 1 := by | |
| classical | |
| by_cases hx : x ∈ S <;> simp [hx] | |
| lemma norm_cutTerm_le {X : Type*} (A B : ℕ → Set X) (n i : ℕ) (x : X) : | |
| ‖cutTerm A B n i x‖ ≤ 1 := by | |
| classical | |
| have hd : ‖(A i).indicator (fun _ => (1 : ℝ)) x - | |
| (B i).indicator (fun _ => (1 : ℝ)) x‖ ≤ 1 := by | |
| by_cases ha : x ∈ A i <;> by_cases hb : x ∈ B i <;> | |
| simp [ha, hb] | |
| have hp (C : ℕ → Set X) (s : Finset ℕ) : | |
| ‖∏ j ∈ s, (C j).indicator (fun _ => (1 : ℝ)) x‖ ≤ 1 := by | |
| rw [norm_prod] | |
| exact Finset.prod_le_one₀ (fun _ _ => norm_nonneg _) (fun j _ => norm_indicator_one_le (C j) x) | |
| unfold cutTerm | |
| rw [norm_mul, norm_mul] | |
| calc | |
| _ ≤ (1 : ℝ) * 1 * 1 := by | |
| gcongr | |
| · exact hp A _ | |
| · exact hp B _ | |
| _ = 1 := by norm_num | |
| variable {X : Type*} [MeasurableSpace X] {μ : Measure X} | |
| lemma measurable_cutTerm (A B : ℕ → Set X) (n i : ℕ) | |
| (hA : ∀ j, MeasurableSet (A j)) (hB : ∀ j, MeasurableSet (B j)) : | |
| Measurable (cutTerm A B n i) := by | |
| have hAm (j : ℕ) : Measurable ((A j).indicator (fun _ => (1 : ℝ))) := | |
| measurable_const.indicator (hA j) | |
| have hBm (j : ℕ) : Measurable ((B j).indicator (fun _ => (1 : ℝ))) := | |
| measurable_const.indicator (hB j) | |
| exact ((hAm i).sub (hBm i)).mul | |
| (Finset.measurable_prod _ (fun j _ => hAm j)) |>.mul | |
| (Finset.measurable_prod _ (fun j _ => hBm j)) | |
| lemma integrable_cutTerm_mul (A B : ℕ → Set X) (n i : ℕ) | |
| (hA : ∀ j, MeasurableSet (A j)) (hB : ∀ j, MeasurableSet (B j)) | |
| {w : X → ℝ} (hw : Integrable w μ) : | |
| Integrable (fun x => cutTerm A B n i x * w x) μ := by | |
| exact hw.bdd_mul (measurable_cutTerm A B n i hA hB).aestronglyMeasurable | |
| (Filter.Eventually.of_forall fun x => norm_cutTerm_le A B n i x) | |
| /-- Weighted integral form of finite-intersection telescoping. -/ | |
| theorem integral_indicator_intersection_sub (A B : ℕ → Set X) (n : ℕ) | |
| (hA : ∀ j, MeasurableSet (A j)) (hB : ∀ j, MeasurableSet (B j)) | |
| {w : X → ℝ} (hw : Integrable w μ) : | |
| (∫ x, (({x | ∀ i < n, x ∈ A i}.indicator (fun _ => (1 : ℝ))) x - | |
| ({x | ∀ i < n, x ∈ B i}.indicator (fun _ => (1 : ℝ))) x) * w x ∂μ) = | |
| ∑ i ∈ Finset.range n, ∫ x, cutTerm A B n i x * w x ∂μ := by | |
| have heq (x : X) : | |
| (({x | ∀ i < n, x ∈ A i}.indicator (fun _ => (1 : ℝ))) x - | |
| ({x | ∀ i < n, x ∈ B i}.indicator (fun _ => (1 : ℝ))) x) * w x = | |
| ∑ i ∈ Finset.range n, cutTerm A B n i x * w x := by | |
| rw [indicator_intersection_sub, Finset.sum_mul] | |
| rfl | |
| simp_rw [heq] | |
| exact integral_finsetSum _ (fun i _ => integrable_cutTerm_mul A B n i hA hB hw) | |
| lemma measurableSet_finiteIntersection (A : ℕ → Set X) (n : ℕ) | |
| (hA : ∀ i, MeasurableSet (A i)) : | |
| MeasurableSet {x | ∀ i < n, x ∈ A i} := by | |
| have heq : {x | ∀ i < n, x ∈ A i} = ⋂ i, ⋂ (_ : i < n), A i := by | |
| ext x | |
| simp | |
| rw [heq] | |
| exact MeasurableSet.iInter fun i => MeasurableSet.iInter fun (_ : i < n) => hA i | |
| /-- Difference of weighted intersection integrals is the sum of independent cut variations. -/ | |
| theorem integral_intersection_sub_integral_intersection (A B : ℕ → Set X) (n : ℕ) | |
| (hA : ∀ j, MeasurableSet (A j)) (hB : ∀ j, MeasurableSet (B j)) | |
| {w : X → ℝ} (hw : Integrable w μ) : | |
| (∫ x in {x | ∀ i < n, x ∈ A i}, w x ∂μ) - | |
| (∫ x in {x | ∀ i < n, x ∈ B i}, w x ∂μ) = | |
| ∑ i ∈ Finset.range n, ∫ x, cutTerm A B n i x * w x ∂μ := by | |
| have hMA := measurableSet_finiteIntersection A n hA | |
| have hMB := measurableSet_finiteIntersection B n hB | |
| rw [← integral_indicator hMA, ← integral_indicator hMB, | |
| ← integral_sub (hw.indicator hMA) (hw.indicator hMB)] | |
| calc | |
| _ = ∫ x, (({x | ∀ i < n, x ∈ A i}.indicator (fun _ => (1 : ℝ))) x - | |
| ({x | ∀ i < n, x ∈ B i}.indicator (fun _ => (1 : ℝ))) x) * w x ∂μ := by | |
| apply integral_congr_ae | |
| apply Filter.Eventually.of_forall | |
| intro x | |
| by_cases hax : x ∈ {x | ∀ i < n, x ∈ A i} <;> | |
| by_cases hbx : x ∈ {x | ∀ i < n, x ∈ B i} <;> | |
| simp [Set.indicator, hax, hbx] | |
| _ = _ := integral_indicator_intersection_sub A B n hA hB hw | |
| /-- Reassemble derivatives of signed single-cut contributions into the derivative of a cell integral. -/ | |
| theorem hasDerivAt_intersection_integral (A : ℝ → ℕ → Set X) (n : ℕ) | |
| (hA : ∀ t i, MeasurableSet (A t i)) {w : X → ℝ} (hw : Integrable w μ) | |
| (d : ℕ → ℝ) | |
| (hd : ∀ i < n, HasDerivAt | |
| (fun t : ℝ => ∫ x, cutTerm (A t) (A 0) n i x * w x ∂μ) (d i) 0) : | |
| HasDerivAt (fun t : ℝ => ∫ x in {x | ∀ i < n, x ∈ A t i}, w x ∂μ) | |
| (∑ i ∈ Finset.range n, d i) 0 := by | |
| have hs : HasDerivAt | |
| (fun t : ℝ => ∑ i ∈ Finset.range n, ∫ x, cutTerm (A t) (A 0) n i x * w x ∂μ) | |
| (∑ i ∈ Finset.range n, d i) 0 := | |
| HasDerivAt.fun_sum (fun i hi => hd i (Finset.mem_range.mp hi)) | |
| have hs' := hs.const_add (∫ x in {x | ∀ i < n, x ∈ A 0 i}, w x ∂μ) | |
| apply hs'.congr_of_eventuallyEq | |
| apply Filter.Eventually.of_forall | |
| intro t | |
| have heq := integral_intersection_sub_integral_intersection | |
| (A t) (A 0) n (hA t) (hA 0) hw | |
| dsimp | |
| linarith | |
| variable {V : Type*} [NormedAddCommGroup V] [NormedSpace ℝ V] | |
| lemma integrable_cutTerm_smul (A B : ℕ → Set X) (n i : ℕ) | |
| (hA : ∀ j, MeasurableSet (A j)) (hB : ∀ j, MeasurableSet (B j)) | |
| {w : X → V} (hw : Integrable w μ) : | |
| Integrable (fun x => cutTerm A B n i x • w x) μ := by | |
| exact hw.bdd_smul 1 (measurable_cutTerm A B n i hA hB).aestronglyMeasurable | |
| (Filter.Eventually.of_forall fun x => norm_cutTerm_le A B n i x) | |
| /-- Vector-valued version, in particular applicable to unnormalized cell moments. -/ | |
| theorem integral_intersection_sub_integral_intersection_vector | |
| (A B : ℕ → Set X) (n : ℕ) | |
| (hA : ∀ j, MeasurableSet (A j)) (hB : ∀ j, MeasurableSet (B j)) | |
| {w : X → V} (hw : Integrable w μ) : | |
| (∫ x in {x | ∀ i < n, x ∈ A i}, w x ∂μ) - | |
| (∫ x in {x | ∀ i < n, x ∈ B i}, w x ∂μ) = | |
| ∑ i ∈ Finset.range n, ∫ x, cutTerm A B n i x • w x ∂μ := by | |
| have hMA := measurableSet_finiteIntersection A n hA | |
| have hMB := measurableSet_finiteIntersection B n hB | |
| rw [← integral_indicator hMA, ← integral_indicator hMB, | |
| ← integral_sub (hw.indicator hMA) (hw.indicator hMB)] | |
| calc | |
| _ = ∫ x, ∑ i ∈ Finset.range n, cutTerm A B n i x • w x ∂μ := by | |
| apply integral_congr_ae | |
| apply Filter.Eventually.of_forall | |
| intro x | |
| have heq : {x | ∀ i < n, x ∈ A i}.indicator w x - | |
| {x | ∀ i < n, x ∈ B i}.indicator w x = | |
| (({x | ∀ i < n, x ∈ A i}.indicator (fun _ => (1 : ℝ))) x - | |
| ({x | ∀ i < n, x ∈ B i}.indicator (fun _ => (1 : ℝ))) x) • w x := by | |
| by_cases hax : x ∈ {x | ∀ i < n, x ∈ A i} <;> | |
| by_cases hbx : x ∈ {x | ∀ i < n, x ∈ B i} <;> | |
| simp [Set.indicator, hax, hbx] | |
| dsimp only | |
| rw [heq, indicator_intersection_sub, Finset.sum_smul] | |
| rfl | |
| _ = _ := integral_finsetSum _ (fun i _ => integrable_cutTerm_smul A B n i hA hB hw) | |
| /-- Reassemble single-cut derivatives for vector-valued integrals, including cell moments. -/ | |
| theorem hasDerivAt_intersection_integral_vector (A : ℝ → ℕ → Set X) (n : ℕ) | |
| (hA : ∀ t i, MeasurableSet (A t i)) {w : X → V} (hw : Integrable w μ) | |
| (d : ℕ → V) | |
| (hd : ∀ i < n, HasDerivAt | |
| (fun t : ℝ => ∫ x, cutTerm (A t) (A 0) n i x • w x ∂μ) (d i) 0) : | |
| HasDerivAt (fun t : ℝ => ∫ x in {x | ∀ i < n, x ∈ A t i}, w x ∂μ) | |
| (∑ i ∈ Finset.range n, d i) 0 := by | |
| have hs : HasDerivAt | |
| (fun t : ℝ => ∑ i ∈ Finset.range n, ∫ x, cutTerm (A t) (A 0) n i x • w x ∂μ) | |
| (∑ i ∈ Finset.range n, d i) 0 := | |
| HasDerivAt.fun_sum (fun i hi => hd i (Finset.mem_range.mp hi)) | |
| have hs' := hs.const_add (∫ x in {x | ∀ i < n, x ∈ A 0 i}, w x ∂μ) | |
| apply hs'.congr_of_eventuallyEq | |
| apply Filter.Eventually.of_forall | |
| intro t | |
| have heq := integral_intersection_sub_integral_intersection_vector | |
| (A t) (A 0) n (hA t) (hA 0) hw | |
| dsimp | |
| exact (sub_eq_iff_eq_add.mp heq).trans (add_comm _ _) | |
| end FiniteIntersectionVariation | |
| end Problem358 | |
| end | |
| noncomputable section | |
| open MeasureTheory Set | |
| open scoped BigOperators NNReal | |
| namespace Problem358 | |
| /-- Changing membership in a finite intersection requires changing membership | |
| in at least one cut. This weighted pointwise form also applies to signed moments. -/ | |
| theorem norm_indicator_iInter_sub_le_sum | |
| {ι X F : Type*} [Fintype ι] [NormedAddCommGroup F] | |
| (A B : ι → Set X) (f : X → F) (x : X) : | |
| ‖(⋂ i, A i).indicator f x - (⋂ i, B i).indicator f x‖ ≤ | |
| ∑ i, ‖(A i).indicator f x - (B i).indicator f x‖ := by | |
| classical | |
| by_cases hA : ∀ i, x ∈ A i | |
| · by_cases hB : ∀ i, x ∈ B i | |
| · simp only [indicator_of_mem (mem_iInter.mpr hA), | |
| indicator_of_mem (mem_iInter.mpr hB), sub_self, norm_zero] | |
| exact Finset.sum_nonneg (fun i _ => norm_nonneg _) | |
| · obtain ⟨i, hi⟩ := not_forall.mp hB | |
| have hB' : x ∉ ⋂ j, B j := by simpa only [mem_iInter] using hB | |
| rw [indicator_of_mem (mem_iInter.mpr hA), indicator_of_notMem hB', sub_zero] | |
| have hsum := Finset.single_le_sum | |
| (fun j (_ : j ∈ (Finset.univ : Finset ι)) => | |
| norm_nonneg ((A j).indicator f x - (B j).indicator f x)) (Finset.mem_univ i) | |
| simpa only [indicator_of_mem (hA i), indicator_of_notMem hi, sub_zero] using hsum | |
| · have hA' : x ∉ ⋂ j, A j := by simpa only [mem_iInter] using hA | |
| by_cases hB : ∀ i, x ∈ B i | |
| · obtain ⟨i, hi⟩ := not_forall.mp hA | |
| rw [indicator_of_notMem hA', indicator_of_mem (mem_iInter.mpr hB), | |
| zero_sub, norm_neg] | |
| have hsum := Finset.single_le_sum | |
| (fun j (_ : j ∈ (Finset.univ : Finset ι)) => | |
| norm_nonneg ((A j).indicator f x - (B j).indicator f x)) (Finset.mem_univ i) | |
| simpa only [indicator_of_notMem hi, indicator_of_mem (hB i), | |
| zero_sub, norm_neg] using hsum | |
| · have hB' : x ∉ ⋂ j, B j := by simpa only [mem_iInter] using hB | |
| simp only [indicator_of_notMem hA', indicator_of_notMem hB', sub_self, norm_zero] | |
| exact Finset.sum_nonneg (fun i _ => norm_nonneg _) | |
| /-- The total variation of a finite-cut weighted integral is bounded by the | |
| sum of the individual weighted cut variations. -/ | |
| theorem norm_integral_iInter_sub_le_sum | |
| {ι X : Type*} [Fintype ι] [MeasurableSpace X] {μ : Measure X} | |
| {A B : ι → Set X} {f : X → ℝ} | |
| (hA : ∀ i, MeasurableSet (A i)) (hB : ∀ i, MeasurableSet (B i)) | |
| (hf : Integrable f μ) : | |
| ‖(∫ x in ⋂ i, A i, f x ∂μ) - (∫ x in ⋂ i, B i, f x ∂μ)‖ ≤ | |
| ∑ i, ∫ x, ‖(A i).indicator f x - (B i).indicator f x‖ ∂μ := by | |
| classical | |
| have hiA := MeasurableSet.iInter hA | |
| have hiB := MeasurableSet.iInter hB | |
| rw [← integral_indicator hiA, ← integral_indicator hiB, | |
| ← integral_sub (hf.indicator hiA) (hf.indicator hiB)] | |
| have hint (i : ι) : Integrable (fun x => | |
| ‖(A i).indicator f x - (B i).indicator f x‖) μ := | |
| ((hf.indicator (hA i)).sub (hf.indicator (hB i))).norm | |
| calc | |
| ‖∫ x, (⋂ i, A i).indicator f x - (⋂ i, B i).indicator f x ∂μ‖ ≤ | |
| ∫ x, ∑ i, ‖(A i).indicator f x - (B i).indicator f x‖ ∂μ := by | |
| apply norm_integral_le_of_norm_le | |
| (integrable_finsetSum Finset.univ (fun i _ => hint i)) | |
| exact Filter.Eventually.of_forall (norm_indicator_iInter_sub_le_sum A B f) | |
| _ = ∑ i, ∫ x, ‖(A i).indicator f x - (B i).indicator f x‖ ∂μ := by | |
| exact integral_finsetSum _ (fun i _ => hint i) | |
| /-- Finite intersections preserve quantitative Lipschitz control when each cut | |
| is controlled in weighted `L¹`. No differentiation or nonnegative density premise | |
| is assumed, so both cell mass and cell moments fit this interface. -/ | |
| theorem lipschitzOnWith_integral_iInter_of_cutL1 | |
| {ι X A : Type*} [Fintype ι] [MeasurableSpace X] [PseudoMetricSpace A] | |
| {μ : Measure X} {S : Set A} {cuts : A → ι → Set X} {f : X → ℝ} | |
| (C : ι → ℝ≥0) (hf : Integrable f μ) | |
| (hcuts : ∀ a ∈ S, ∀ i, MeasurableSet (cuts a i)) | |
| (hcut : ∀ a ∈ S, ∀ b ∈ S, ∀ i, | |
| (∫ x, ‖(cuts a i).indicator f x - (cuts b i).indicator f x‖ ∂μ) ≤ | |
| C i * dist a b) : | |
| LipschitzOnWith (∑ i, C i) | |
| (fun a => ∫ x in ⋂ i, cuts a i, f x ∂μ) S := by | |
| apply LipschitzOnWith.of_dist_le_mul | |
| intro a ha b hb | |
| rw [dist_eq_norm] | |
| calc | |
| ‖(∫ x in ⋂ i, cuts a i, f x ∂μ) - (∫ x in ⋂ i, cuts b i, f x ∂μ)‖ ≤ | |
| ∑ i, ∫ x, ‖(cuts a i).indicator f x - (cuts b i).indicator f x‖ ∂μ := | |
| norm_integral_iInter_sub_le_sum (hcuts a ha) (hcuts b hb) hf | |
| _ ≤ ∑ i, (C i : ℝ) * dist a b := Finset.sum_le_sum (fun i _ => hcut a ha b hb i) | |
| _ = (∑ i, C i : ℝ≥0) * dist a b := by simp only [NNReal.coe_sum, Finset.sum_mul] | |
| end Problem358 | |
| end | |
| noncomputable section | |
| open MeasureTheory Filter | |
| open scoped BigOperators Topology | |
| namespace Problem358 | |
| namespace FiniteCellVariation | |
| /-- The unchanged factors in the one-cut-at-a-time expansion of a cell. -/ | |
| def remainingIndicator {V : Type*} (ell : ℝ → ℕ → V → ℝ) | |
| (n i : ℕ) (h : ℝ) (v : V) : ℝ := | |
| (∏ j ∈ Finset.range i, if 0 ≤ ell h j v then (1 : ℝ) else 0) * | |
| ∏ j ∈ Finset.Ico (i + 1) n, if 0 ≤ ell 0 j v then (1 : ℝ) else 0 | |
| lemma norm_remainingIndicator_le {V : Type*} (ell : ℝ → ℕ → V → ℝ) | |
| (n i : ℕ) (h : ℝ) (v : V) : ‖remainingIndicator ell n i h v‖ ≤ 1 := by | |
| have hp (t : ℝ) (s : Finset ℕ) : | |
| ‖∏ j ∈ s, if 0 ≤ ell t j v then (1 : ℝ) else 0‖ ≤ 1 := by | |
| rw [norm_prod] | |
| apply Finset.prod_le_one₀ (fun _ _ => norm_nonneg _) | |
| intro j _ | |
| split_ifs <;> norm_num | |
| unfold remainingIndicator | |
| rw [norm_mul] | |
| calc | |
| _ ≤ (1 : ℝ) * 1 := by gcongr <;> exact hp _ _ | |
| _ = 1 := mul_one _ | |
| lemma measurable_remainingIndicator {V : Type*} [MeasurableSpace V] | |
| (ell : ℝ → ℕ → V → ℝ) (hell : ∀ h i, Measurable (ell h i)) | |
| (n i : ℕ) (h : ℝ) : Measurable (remainingIndicator ell n i h) := by | |
| have hm (t : ℝ) (j : ℕ) : | |
| Measurable (fun v => if 0 ≤ ell t j v then (1 : ℝ) else 0) := | |
| Measurable.ite (measurableSet_le measurable_const (hell t j)) | |
| measurable_const measurable_const | |
| exact (Finset.measurable_prod _ (fun j _ => hm h j)).mul | |
| (Finset.measurable_prod _ (fun j _ => hm 0 j)) | |
| lemma integrable_remainingIndicator_mul {V : Type*} [MeasurableSpace V] | |
| {ρ : Measure V} (ell : ℝ → ℕ → V → ℝ) | |
| (hell : ∀ h i, Measurable (ell h i)) (n i : ℕ) (h : ℝ) | |
| {w : V → ℝ} (hw : Integrable w ρ) : | |
| Integrable (fun v => remainingIndicator ell n i h v * w v) ρ := by | |
| exact hw.bdd_mul (measurable_remainingIndicator ell hell n i h).aestronglyMeasurable | |
| (Eventually.of_forall fun v => norm_remainingIndicator_le ell n i h v) | |
| /-- Scalar weighted cell differentiation assembled from measure-preserving face | |
| charts. All ambient integrability and finite-intersection algebra are discharged | |
| here; the remaining hypotheses are exclusively the local geometry, trace, and | |
| domination data of the individual faces. The chart spaces may depend on the face. -/ | |
| theorem hasDerivAt_cell_integral_of_face_charts | |
| {V : Type*} [MeasurableSpace V] {ρ : Measure V} | |
| {X : ℕ → Type*} [∀ i, MeasurableSpace (X i)] | |
| {μ : ∀ i, Measure (X i)} [∀ i, SFinite (μ i)] | |
| (ell : ℝ → ℕ → V → ℝ) (n : ℕ) | |
| (hell : ∀ h i, Measurable (ell h i)) | |
| {w : V → ℝ} (hwM : Measurable w) (hw : Integrable w ρ) | |
| (chart : ∀ i, X i × ℝ → V) | |
| (hchart : ∀ i < n, MeasurePreserving (chart i) ((μ i).prod volume) ρ) | |
| (speed : ∀ i, ℝ → X i → ℝ) | |
| (A B slope trace : ∀ i, X i → ℝ) (s : ℕ → Set ℝ) | |
| (hs : ∀ i < n, s i ∈ nhds 0) | |
| (hspeed : ∀ i < n, ∀ h, Measurable (speed i h)) | |
| (hlevel : ∀ i < n, ∀ h ∈ s i, ∀ p : X i × ℝ, | |
| 0 ≤ ell h i (chart i p) ↔ -(h * speed i h p.1) ≤ p.2) | |
| (hspeedlim : ∀ i < n, ∀ᵐ x ∂μ i, | |
| Tendsto (fun h => speed i h x) (nhds 0) (nhds (slope i x))) | |
| (hlim : ∀ i < n, ∀ᵐ x ∂μ i, ∀ u : ℝ, | |
| Tendsto (fun h : ℝ => | |
| remainingIndicator ell n i h (chart i (x, -(h * speed i h x * u))) * | |
| w (chart i (x, -(h * speed i h x * u)))) | |
| (nhds 0) (nhds (trace i x))) | |
| (hspeedbound : ∀ i < n, ∀ᵐ x ∂μ i, ∀ h ∈ s i, |speed i h x| ≤ A i x) | |
| (hbound : ∀ i < n, ∀ᵐ x ∂μ i, ∀ h ∈ s i, ∀ t : ℝ, | |
| ‖remainingIndicator ell n i h (chart i (x, t)) * w (chart i (x, t))‖ ≤ B i x) | |
| (hdom : ∀ i < n, Integrable (fun x => A i x * B i x) (μ i)) : | |
| HasDerivAt | |
| (fun h : ℝ => ∫ v in {v | ∀ i < n, 0 ≤ ell h i v}, w v ∂ρ) | |
| (∑ i ∈ Finset.range n, ∫ x, slope i x * trace i x ∂μ i) 0 := by | |
| let cuts : ℝ → ℕ → Set V := fun h i => {v | 0 ≤ ell h i v} | |
| have hcuts : ∀ h i, MeasurableSet (cuts h i) := | |
| fun h i => measurableSet_le measurable_const (hell h i) | |
| apply FiniteIntersectionVariation.hasDerivAt_intersection_integral cuts n hcuts hw | |
| (fun i => ∫ x, slope i x * trace i x ∂μ i) | |
| intro i hi | |
| have hd := hasDerivAt_integral_cut_difference_of_chart (hchart i hi) (hs i hi) | |
| (fun h => (measurable_remainingIndicator ell hell n i h).mul hwM) | |
| (fun h => hell h i) (hspeed i hi) (hlevel i hi) (hspeedlim i hi) | |
| (hlim i hi) (hspeedbound i hi) (hbound i hi) (hdom i hi) | |
| (Eventually.of_forall fun h => integrable_remainingIndicator_mul ell hell n i h hw) | |
| apply hd.congr_of_eventuallyEq | |
| apply Eventually.of_forall | |
| intro h | |
| apply integral_congr_ae | |
| apply Eventually.of_forall | |
| intro v | |
| simp only [Pi.mul_apply, FiniteIntersectionVariation.cutTerm, remainingIndicator, cuts, | |
| Set.indicator_apply, Set.mem_ofPred_eq] | |
| ring | |
| end FiniteCellVariation | |
| end Problem358 | |
| end | |
| end OAI | |