import Mathlib import OAI.Geometry.CubicTorus.Regularity.BVLipschitzGraph namespace OAI section section noncomputable section open MeasureTheory Set Filter Metric open scoped ENNReal Topology RealInnerProductSpace namespace CubicTorus lemma integral_sq_cauchy_finite {α : Type*} [MeasurableSpace α] (ν : Measure α) [IsFiniteMeasure ν] {f : α → ℝ} (hf : Integrable f ν) (hf2 : Integrable (fun x ↦ f x ^ 2) ν) : (∫ x, f x ∂ν) ^ 2 ≤ ν.real univ * ∫ x, f x ^ 2 ∂ν := by by_cases hzero : ν univ = 0 · rw [Measure.measure_univ_eq_zero.mp hzero] simp have hmass : 0 < ν.real univ := ENNReal.toReal_pos hzero (measure_ne_top _ _) let m := (∫ x, f x ∂ν) / ν.real univ have hpoly : 0 ≤ (∫ x, f x ^ 2 ∂ν) - (2 * m) * (∫ x, f x ∂ν) + ν.real univ * m ^ 2 := by have hh : 0 ≤ ∫ x, (f x - m) ^ 2 ∂ν := integral_nonneg (fun _ ↦ sq_nonneg _) have he : (fun x ↦ (f x - m) ^ 2) = (fun x ↦ (f x ^ 2 - (2 * m) * f x) + m ^ 2) := by funext x ring have hip : Integrable (fun x ↦ f x ^ 2 - (2 * m) * f x) ν := hf2.sub (hf.const_mul (2 * m)) rw [he, integral_add hip (integrable_const (m ^ 2)), integral_sub hf2 (hf.const_mul (2 * m)), integral_const_mul, integral_const, smul_eq_mul] at hh exact hh have he : ν.real univ * ((∫ x, f x ^ 2 ∂ν) - (2 * m) * (∫ x, f x ∂ν) + ν.real univ * m ^ 2) = ν.real univ * (∫ x, f x ^ 2 ∂ν) - (∫ x, f x ∂ν) ^ 2 := by dsimp [m] field_simp ring have hh := mul_nonneg hmass.le hpoly rw [he] at hh linarith lemma normalOscillation_sq_le_excess (σ : FiniteMeasure Torus) {N : Torus → Cover} (hN : Measurable N) (hn : ∀ᵐ x ∂(σ : Measure Torus), ‖N x‖ = 1) {n : Cover} (hnorm : ‖n‖ = 1) (a : Torus) {r A : ℝ} (hr : 0 < r) (hmass : (σ : Measure Torus).real (Metric.closedBall a r) ≤ A * r ^ 2) : normalOscillation σ N a n r ^ 2 ≤ A * normalExcess σ N a n r := by have hi : Integrable (fun x ↦ ‖N x - n‖) (σ : Measure Torus) := by apply Integrable.of_bound (hN.sub_const _).norm.aestronglyMeasurable 2 filter_upwards [hn] with x hx rw [Real.norm_of_nonneg (norm_nonneg _)] simpa only [hx, hnorm, one_add_one_eq_two] using norm_sub_le (N x) n have hi2 : Integrable (fun x ↦ ‖N x - n‖ ^ 2) (σ : Measure Torus) := by apply Integrable.of_bound ((hN.sub_const _).norm.pow_const 2).aestronglyMeasurable 4 filter_upwards [hn] with x hx rw [Real.norm_of_nonneg (sq_nonneg _)] have hb : ‖N x - n‖ ≤ 2 := by simpa only [hx, hnorm, one_add_one_eq_two] using norm_sub_le (N x) n nlinarith [norm_nonneg (N x - n)] have hc := integral_sq_cauchy_finite ((σ : Measure Torus).restrict (Metric.closedBall a r)) hi.integrableOn hi2.integrableOn rw [Measure.real_def, Measure.restrict_apply_univ] at hc have hh := hc.trans (mul_le_mul_of_nonneg_right hmass (integral_nonneg fun _ ↦ sq_nonneg _)) rw [normalOscillation, normalExcess] apply (mul_le_mul_iff_right₀ (pow_pos hr 4)).mp convert hh using 1 <;> field_simp end CubicTorus end end section noncomputable section open MeasureTheory Set Filter Metric open scoped ENNReal Topology RealInnerProductSpace namespace CubicTorus lemma integrable_sq_norm_sub_normal {σ : FiniteMeasure Torus} {N : Torus → Cover} (hN : Measurable N) (hn : ∀ᵐ x ∂(σ : Measure Torus), ‖N x‖ = 1) (n : Cover) : Integrable (fun x ↦ ‖N x - n‖ ^ 2) (σ : Measure Torus) := by apply Integrable.of_bound ((hN.sub_const n).norm.pow_const 2).aestronglyMeasurable ((1 + ‖n‖) ^ 2) filter_upwards [hn] with x hx rw [Real.norm_of_nonneg (sq_nonneg _)] apply pow_le_pow_left₀ (norm_nonneg _) simpa only [hx] using norm_sub_le (N x) n def normalTiltMeasure (σ : FiniteMeasure Torus) (N : Torus → Cover) (n : Cover) : Measure Torus := (σ : Measure Torus).withDensity (fun x ↦ ENNReal.ofReal (‖N x - n‖ ^ 2)) lemma normalTiltMeasure_apply {σ : FiniteMeasure Torus} {N : Torus → Cover} (hN : Measurable N) (hn : ∀ᵐ x ∂(σ : Measure Torus), ‖N x‖ = 1) (n : Cover) {S : Set Torus} (hS : MeasurableSet S) : normalTiltMeasure σ N n S = ENNReal.ofReal (∫ x in S, ‖N x - n‖ ^ 2 ∂(σ : Measure Torus)) := by rw [normalTiltMeasure, withDensity_apply _ hS] exact (ofReal_integral_eq_lintegral_ofReal (integrable_sq_norm_sub_normal hN hn n).integrableOn (Eventually.of_forall fun _ ↦ sq_nonneg _)).symm lemma normalExcess_bad_set_measure {σ : FiniteMeasure Torus} {N : Torus → Cover} (hN : Measurable N) (hn : ∀ᵐ x ∂(σ : Measure Torus), ‖N x‖ = 1) (n : Cover) {R A δ ρ : ℝ} (hA : 0 < A) (hδ : 0 < δ) (_hρ : 0 < ρ) (hρR : 80 * ρ ≤ R) (hu : ∀ a : Torus, ∀ r : ℝ, 0 < r → r ≤ R → (σ : Measure Torus).real (Metric.ball a r) ≤ A * r ^ 2) (a : Torus) (B : Set Torus) (hB : B ⊆ Metric.ball a ρ) (hbad : ∀ c ∈ B, ∃ r : ℝ, 0 < r ∧ r ≤ 16 * ρ ∧ δ ≤ normalExcess σ N c n r) : (σ : Measure Torus) B ≤ ENNReal.ofReal (25 * A / δ) * ENNReal.ofReal (∫ x in Metric.closedBall a (17 * ρ), ‖N x - n‖ ^ 2 ∂(σ : Measure Torus)) := by let τ := (normalTiltMeasure σ N n).restrict (Metric.closedBall a (17 * ρ)) have hbad' : ∀ c ∈ B, ∃ r : ℝ, 0 < r ∧ 5 * r ≤ R ∧ ENNReal.ofReal (δ * r ^ 2) ≤ τ (Metric.closedBall c r) := by intro c hc obtain ⟨r, hr, hr16, he⟩ := hbad c hc refine ⟨r, hr, by linarith, ?_⟩ have hsub : Metric.closedBall c r ⊆ Metric.closedBall a (17 * ρ) := by intro x hx have hca : dist c a < ρ := hB hc have hxc : dist x c ≤ r := hx exact show dist x a ≤ 17 * ρ from by linarith [dist_triangle x c a] have henergy : δ * r ^ 2 ≤ ∫ x in Metric.closedBall c r, ‖N x - n‖ ^ 2 ∂(σ : Measure Torus) := (le_div_iff₀ (sq_pos_of_pos hr)).mp he dsimp only [τ] rw [Measure.restrict_apply Metric.isClosed_closedBall.measurableSet, inter_eq_left.mpr hsub, normalTiltMeasure_apply hN hn n Metric.isClosed_closedBall.measurableSet] exact ENNReal.ofReal_le_ofReal henergy have hh := measure_bad_scales_le σ τ B hA hδ hu hbad' simpa only [τ, Measure.restrict_apply_univ, normalTiltMeasure_apply hN hn n Metric.isClosed_closedBall.measurableSet] using hh end CubicTorus end end section noncomputable section open MeasureTheory Set Filter Metric open scoped ENNReal NNReal Topology RealInnerProductSpace namespace CubicTorus theorem normalMeasure_lipschitz_approximation {E B : Set Torus} (hE : MeasurableSet E) {μ : FiniteMeasure NormalBundle} (hμ : IsNormalMeasure E μ) {N : Torus → Cover} (hN : Measurable N) (hpolar : ∀ᵐ z ∂(μ : Measure NormalBundle), N (quotientMap z.1) = (z.2 : Cover)) (hn : ∀ᵐ x ∂(spatialNormalMeasure μ : Measure Torus), ‖N x‖ = 1) {D δ R A : ℝ} (hδ : 0 < δ) (hA : 0 < A) (hd : ∀ a ∈ B, ∀ t : ℝ, 0 < t → t ≤ D → δ * t ^ 3 ≤ torusVolume.real (E ∩ Metric.ball a t) ∧ δ * t ^ 3 ≤ torusVolume.real (Eᶜ ∩ Metric.ball a t)) (hu : ∀ a : Torus, ∀ r : ℝ, 0 < r → r ≤ R → (spatialNormalMeasure μ : Measure Torus).real (Metric.ball a r) ≤ A * r ^ 2) {ρ ε β : ℝ} (hρ : 0 < ρ) (hρsmall : ρ ≤ 1 / 32) (hρD : 2 * ρ ≤ D) (hρR : 80 * ρ ≤ R) (hε : 0 < ε) (hεhalf : ε ≤ 1 / 2) (hβ : 0 < β) (hβsmall : (131072 : ℝ) ^ 2 * (4 * A) * β ≤ (δ ^ 2 * (ε / 8) ^ 6) ^ 2) (a : Torus) {n : Cover} (hnorm : ‖n‖ = 1) : ∃ S : Set Torus, S ⊆ B ∩ Metric.ball a (ρ / 2) ∧ (spatialNormalMeasure μ : Measure Torus) ((B ∩ Metric.ball a (ρ / 2)) \ S) ≤ ENNReal.ofReal (25 * A / β) * ENNReal.ofReal (∫ x in Metric.closedBall a (17 * ρ), ‖N x - n‖ ^ 2 ∂(spatialNormalMeasure μ : Measure Torus)) ∧ ∃ g : Cover → ℝ, LipschitzWith ⟨2 * ε, by positivity⟩ g ∧ ∀ x ∈ S, g (normalPlaneProjection n (shortestLift (x - a))) = ⟪n, shortestLift (x - a)⟫ := by let σ := spatialNormalMeasure μ let S := {c : Torus | c ∈ B ∩ Metric.ball a (ρ / 2) ∧ ∀ s : ℝ, 0 < s → s ≤ 16 * ρ → normalExcess σ N c n s < β} have hS : S ⊆ B ∩ Metric.ball a (ρ / 2) := fun _ hc ↦ hc.1 have hgood (c : Torus) (hc : c ∈ S) : ∀ y ∈ B, dist y c ≤ ρ → |⟪n, shortestLift (y - c)⟫| ≤ ε * dist y c := by apply good_scales_boundary_cone hE hμ hN hpolar hn hδ hd hc.1.1 hnorm hρsmall hρD hε (by linarith) intro s hs hs16 have hmass := (measureReal_mono (Metric.closedBall_subset_ball (by linarith : s < 2 * s))).trans (hu c (2 * s) (by positivity) (by linarith)) have hmass' : (σ : Measure Torus).real (Metric.closedBall c s) ≤ (4 * A) * s ^ 2 := by change (σ : Measure Torus).real (Metric.closedBall c s) ≤ A * (2 * s) ^ 2 at hmass nlinarith have ho := normalOscillation_sq_le_excess σ hN hn hnorm c hs hmass' have he := hc.2 s hs hs16 have hh := ho.trans_lt (mul_lt_mul_of_pos_left he (by positivity : 0 < 4 * A)) have hh' := mul_lt_mul_of_pos_left hh (by norm_num : (0 : ℝ) < 131072 ^ 2) have hT : 0 < δ ^ 2 * (ε / 8) ^ 6 := by positivity have hnosc := normalOscillation_nonneg σ N c n s nlinarith have hbad : ∀ c ∈ (B ∩ Metric.ball a (ρ / 2)) \ S, ∃ r : ℝ, 0 < r ∧ r ≤ 16 * ρ ∧ β ≤ normalExcess σ N c n r := by intro c hc have hh : ¬ ∀ s : ℝ, 0 < s → s ≤ 16 * ρ → normalExcess σ N c n s < β := by intro hh exact hc.2 ⟨hc.1, hh⟩ push Not at hh exact hh have hbadmass := normalExcess_bad_set_measure hN hn n hA hβ hρ hρR hu a ((B ∩ Metric.ball a (ρ / 2)) \ S) (fun c hc ↦ (Metric.ball_subset_ball (by linarith : ρ / 2 ≤ ρ)) hc.1.2) hbad have hSsmall : S ⊆ Metric.ball a (1 / 4) := hS.trans (inter_subset_right.trans (Metric.ball_subset_ball (by linarith))) have hcone : ∀ x ∈ S, ∀ y ∈ S, |⟪n, shortestLift (x - y)⟫| ≤ ε * dist x y := by intro x hx y hy apply hgood y hy x hx.1.1 have hxa : dist x a < ρ / 2 := hx.1.2 have hya : dist y a < ρ / 2 := hy.1.2 linarith [dist_triangle_right x y a] obtain ⟨g, hg, hgeq⟩ := exists_lipschitz_height_of_cone ((fun z ↦ shortestLift (z - a)) '' S) hnorm hε.le hεhalf (lifted_cone_of_torus_cone hSsmall hcone) exact ⟨S, hS, hbadmass, g, hg, fun x hx ↦ hgeq _ ⟨x, hx, rfl⟩⟩ theorem isMinimizerAt_lipschitz_approximation {V : ℝ} (hV : V ∈ Ioo 0 1) {E : Set Torus} (hE : MeasurableSet E) (hmin : IsMinimizerAt V E) {ε : ℝ} (hε : 0 < ε) (hεhalf : ε ≤ 1 / 2) : ∃ ρ₀ C : ℝ, 0 < ρ₀ ∧ 0 < C ∧ ∀ μ : FiniteMeasure NormalBundle, IsNormalMeasure E μ → ∀ N : Torus → Cover, Measurable N → (∀ᵐ z ∂(μ : Measure NormalBundle), N (quotientMap z.1) = (z.2 : Cover)) → (∀ᵐ x ∂(spatialNormalMeasure μ : Measure Torus), ‖N x‖ = 1) → ∀ (a : Torus) (n : Cover), ‖n‖ = 1 → ∀ ρ : ℝ, 0 < ρ → ρ ≤ ρ₀ → ∃ S : Set Torus, S ⊆ frontier (openRepresentative E) ∩ Metric.ball a (ρ / 2) ∧ (spatialNormalMeasure μ : Measure Torus) ((frontier (openRepresentative E) ∩ Metric.ball a (ρ / 2)) \ S) ≤ ENNReal.ofReal C * ENNReal.ofReal (∫ x in Metric.closedBall a (17 * ρ), ‖N x - n‖ ^ 2 ∂(spatialNormalMeasure μ : Measure Torus)) ∧ ∃ g : Cover → ℝ, LipschitzWith ⟨2 * ε, by positivity⟩ g ∧ ∀ x ∈ S, g (normalPlaneProjection n (shortestLift (x - a))) = ⟪n, shortestLift (x - a)⟫ := by obtain ⟨D, δ, hD, hδ, hd⟩ := isMinimizerAt_two_sided_density hV hE hmin obtain ⟨R, A, hR, hA, hu⟩ := isMinimizerAt_perimeter_upper_density hV hE hmin let β := (δ ^ 2 * (ε / 8) ^ 6) ^ 2 / ((131072 : ℝ) ^ 2 * (4 * A)) have hβ : 0 < β := by dsimp [β]; positivity let ρ₀ := min (1 / 32 : ℝ) (min (D / 2) (R / 80)) have hρ₀ : 0 < ρ₀ := by dsimp [ρ₀]; positivity refine ⟨ρ₀, 25 * A / β, hρ₀, by positivity, ?_⟩ intro μ hμ N hN hp hn a n hnorm ρ hρ hρle have hd' : ∀ a ∈ frontier (openRepresentative E), ∀ t : ℝ, 0 < t → t ≤ D → δ * t ^ 3 ≤ torusVolume.real (E ∩ Metric.ball a t) ∧ δ * t ^ 3 ≤ torusVolume.real (Eᶜ ∩ Metric.ball a t) := by rw [isMinimizerAt_frontier_openRepresentative hV hE hmin] exact hd apply normalMeasure_lipschitz_approximation hE hμ hN hp hn hδ hA hd' (hu μ hμ) hρ (hρle.trans (min_le_left _ _)) (by have := hρle.trans ((min_le_right _ _).trans (min_le_left _ _)); linarith) (by have := hρle.trans ((min_le_right _ _).trans (min_le_right _ _)); linarith) hε hεhalf hβ · dsimp [β] have hden : (131072 : ℝ) ^ 2 * (4 * A) ≠ 0 := by positivity rw [mul_div_cancel₀ _ hden] · exact hnorm end CubicTorus end end section noncomputable section open MeasureTheory Set Filter Metric open scoped ENNReal NNReal Topology RealInnerProductSpace namespace CubicTorus lemma volume_zero_of_nonzero_constant_derivative {X : Type*} [NormedAddCommGroup X] [NormedSpace ℝ X] [FiniteDimensional ℝ X] [MeasurableSpace X] [BorelSpace X] (ν : Measure X) [Measure.IsAddHaarMeasure ν] (S : Set X) (L : X → X →L[ℝ] ℝ) (hL : ∀ x ∈ S, HasFDerivWithinAt (fun _ : X ↦ (0 : ℝ)) (L x) S x) (hne : ∀ x ∈ S, L x ≠ 0) : ν S = 0 := by classical have hex : ∀ x : S, ∃ v : X, L x v = 1 := by intro x have hh : ∃ w : X, L x w ≠ 0 := by by_contra! hh apply hne x x.property ext w exact hh w obtain ⟨w, hw⟩ := hh exact ⟨(L x w)⁻¹ • w, by simp [hw]⟩ choose v hv using hex let A : X → X →L[ℝ] X := fun x ↦ if hx : x ∈ S then ContinuousLinearMap.id ℝ X - (L x).smulRight (v ⟨x, hx⟩) else 0 have hA : ∀ x ∈ S, HasFDerivWithinAt (fun y : X ↦ y) (A x) S x := by intro x hx dsimp only [A] rw [dite_eq_left hx] convert (hasFDerivWithinAt_id x S).sub ((hL x hx).smul_const (v ⟨x, hx⟩)) using 1 funext y simp have hdet : ∀ x ∈ S, (A x).det = 0 := by intro x hx apply LinearMap.det_eq_zero_iff_ker_ne_bot.mpr intro hker have hvne : v ⟨x, hx⟩ ≠ 0 := by intro hh have hh' := hv ⟨x, hx⟩ rw [hh, map_zero] at hh' norm_num at hh' have hmem : v ⟨x, hx⟩ ∈ (A x).toLinearMap.ker := by change A x (v ⟨x, hx⟩) = 0 have hvx := hv ⟨x, hx⟩ change L x (v ⟨x, hx⟩) = 1 at hvx simp [A, hx, hvx] rw [hker] at hmem exact hvne hmem have hh := addHaar_image_eq_zero_of_det_fderivWithin_eq_zero ν hA hdet simpa only [image_id'] using hh lemma ae_constant_derivative_eq_zero {X : Type*} [NormedAddCommGroup X] [NormedSpace ℝ X] [FiniteDimensional ℝ X] [MeasurableSpace X] [BorelSpace X] (ν : Measure X) [Measure.IsAddHaarMeasure ν] (S : Set X) (L : X → X →L[ℝ] ℝ) (hL : ∀ x ∈ S, HasFDerivWithinAt (fun _ : X ↦ (0 : ℝ)) (L x) S x) : ∀ᵐ x ∂ν, x ∈ S → L x = 0 := by rw [ae_iff] have hh := volume_zero_of_nonzero_constant_derivative ν {x ∈ S | L x ≠ 0} L (fun x hx ↦ (hL x hx.1).mono (sep_subset _ _)) (fun _ hx ↦ hx.2) simpa only [Classical.not_imp] using hh def normalPlaneLinearIsometry (n : Cover) : Plane →ₗᵢ[ℝ] Cover where toFun := normalPlaneEmbedding n map_add' y z := by simp only [normalPlaneEmbedding, normalProductChart_apply] rw [← map_add] congr 1 ext i refine Fin.cases ?_ (fun j ↦ ?_) i <;> simp map_smul' t y := by simp only [normalPlaneEmbedding, normalProductChart_apply, RingHom.id_apply] rw [← map_smul] congr 1 ext i refine Fin.cases ?_ (fun j ↦ ?_) i <;> simp norm_map' := normalPlaneEmbedding_norm n lemma normalPlaneEmbedding_inner {n : Cover} (hn : ‖n‖ = 1) (y : Plane) : ⟪n, normalPlaneEmbedding n y⟫ = 0 := normalProductChart_inner hn 0 _ def normalGraph (n : Cover) (g : Plane → ℝ) (y : Plane) : Cover := normalPlaneEmbedding n y + g y • n lemma normalGraph_lipschitz {n : Cover} (hn : ‖n‖ = 1) {g : Plane → ℝ} {K : ℝ≥0} (hg : LipschitzWith K g) : LipschitzWith (1 + K) (normalGraph n g) := by apply LipschitzWith.of_dist_le_mul intro x y have he : normalGraph n g x - normalGraph n g y = normalPlaneEmbedding n (x - y) + (g x - g y) • n := by change normalPlaneLinearIsometry n x + g x • n - (normalPlaneLinearIsometry n y + g y • n) = _ rw [show normalPlaneEmbedding n (x - y) = normalPlaneLinearIsometry n x - normalPlaneLinearIsometry n y from (normalPlaneLinearIsometry n).map_sub x y, sub_smul] abel have hh := norm_add_le (normalPlaneEmbedding n (x - y)) ((g x - g y) • n) rw [normalPlaneEmbedding_norm, norm_smul, hn, mul_one] at hh have hb := hg.norm_sub_le x y rw [dist_eq_norm, he, dist_eq_norm] change ‖normalPlaneEmbedding n (x - y) + (g x - g y) • n‖ ≤ (1 + (K : ℝ)) * ‖x - y‖ linarith lemma normalGraph_inner {n : Cover} (hn : ‖n‖ = 1) (g : Plane → ℝ) (y : Plane) : ⟪n, normalGraph n g y⟫ = g y := by simp [normalGraph, inner_add_right, normalPlaneEmbedding_inner hn, inner_smul_right, hn] end CubicTorus end end section noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology RealInnerProductSpace open Laplacian namespace CubicTorus lemma fderiv_gradient_inner {f : Cover → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (x u v : Cover) : ⟪fderiv ℝ (gradient f) x u, v⟫ = fderiv ℝ (fderiv ℝ f) x u v := by have hd := (hf.fderiv_right (m := (⊤ : ℕ∞)) (by simp)).differentiable (by simp) have hh := ((InnerProductSpace.toDual ℝ Cover).symm.toContinuousLinearEquiv.toContinuousLinearMap.hasFDerivAt.comp x (hd x).hasFDerivAt).fderiv change fderiv ℝ (gradient f) x = _ at hh rw [hh] change ⟪(InnerProductSpace.toDual ℝ Cover).symm (fderiv ℝ (fderiv ℝ f) x u), v⟫ = _ exact InnerProductSpace.toDual_symm_apply lemma divergence_gradient_eq_laplacian {f : Cover → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (x : Cover) : divergence (gradient f) x = Δ f x := by rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_orthonormalBasis f (EuclideanSpace.basisFun (Fin 3) ℝ)] unfold divergence apply Finset.sum_congr rfl intro i _ rw [EuclideanSpace.basisFun_apply, iteratedFDeriv_two_apply] simpa only [Matrix.cons_val_zero, Matrix.cons_val_one, EuclideanSpace.inner_single_right, RCLike.conj_to_real, mul_one, one_mul] using fderiv_gradient_inner hf x (EuclideanSpace.single i 1) (EuclideanSpace.single i 1) lemma laplacian_comp_isometry {X Y : Type*} [NormedAddCommGroup X] [InnerProductSpace ℝ X] [FiniteDimensional ℝ X] [NormedAddCommGroup Y] [InnerProductSpace ℝ Y] [FiniteDimensional ℝ Y] (L : X ≃ₗᵢ[ℝ] Y) {f : Y → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (x : X) : Δ (f ∘ L) x = Δ f (L x) := by rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_orthonormalBasis (f ∘ L) (stdOrthonormalBasis ℝ X), InnerProductSpace.laplacian_eq_iteratedFDeriv_orthonormalBasis f ((stdOrthonormalBasis ℝ X).map L)] apply Finset.sum_congr rfl intro i _ have hh := L.toContinuousLinearEquiv.toContinuousLinearMap.iteratedFDeriv_comp_right hf x (ENat.natCast_le_of_coe_top_le_withTop le_rfl 2) have hh' := congrArg (fun A ↦ A ![(stdOrthonormalBasis ℝ X) i, (stdOrthonormalBasis ℝ X) i]) hh have hv : (fun j : Fin 2 ↦ L (![ (stdOrthonormalBasis ℝ X) i, (stdOrthonormalBasis ℝ X) i] j)) = ![L ((stdOrthonormalBasis ℝ X) i), L ((stdOrthonormalBasis ℝ X) i)] := by funext j fin_cases j <;> rfl simpa [ContinuousMultilinearMap.compContinuousLinearMap_apply, Function.comp_def, hv] using hh' lemma iteratedFDeriv_two_line {X : Type*} [NormedAddCommGroup X] [NormedSpace ℝ X] {f : X → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (x u : X) : iteratedFDeriv ℝ 2 f x ![u, u] = iteratedDeriv 2 (fun t : ℝ ↦ f (x + t • u)) 0 := by let L : ℝ →L[ℝ] X := (ContinuousLinearMap.id ℝ ℝ).smulRight u have ht : ContDiff ℝ (⊤ : ℕ∞) (fun y ↦ f (x + y)) := hf.comp (contDiff_const.add contDiff_id) have hh := L.iteratedFDeriv_comp_right ht 0 (ENat.natCast_le_of_coe_top_le_withTop le_rfl 2) have hh' := congrArg (fun A ↦ A (fun _ : Fin 2 ↦ (1 : ℝ))) hh have hv : (fun _ : Fin 2 ↦ u) = ![u, u] := by funext j fin_cases j <;> rfl simpa [iteratedDeriv, L, Function.comp_def, iteratedFDeriv_comp_add_left, ContinuousMultilinearMap.compContinuousLinearMap_apply, hv] using hh'.symm end CubicTorus end end section noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology RealInnerProductSpace open Laplacian namespace CubicTorus variable {X : Type*} [NormedAddCommGroup X] [InnerProductSpace ℝ X] [FiniteDimensional ℝ X] [MeasurableSpace X] [BorelSpace X] {μ : Measure X} [μ.IsAddHaarMeasure] lemma integral_compact_fderiv_zero {f : X → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (hs : HasCompactSupport f) (v : X) : (∫ x, fderiv ℝ f x v ∂μ) = 0 := by have hi : Integrable (fun x ↦ fderiv ℝ f x v) μ := ((hf.continuous_fderiv (by simp)).clm_apply continuous_const).integrable_of_hasCompactSupport (hs.fderiv_apply ℝ v) have hh := integral_mul_fderiv_eq_neg_fderiv_mul_of_integrable (μ := μ) (f := fun _ : X ↦ (1 : ℝ)) (g := f) (v := v) (by simp) (by simpa using hi) (by simpa using hf.continuous.integrable_of_hasCompactSupport hs) (fun _ _ ↦ differentiableAt_const 1) (fun _ _ ↦ hf.differentiable (by simp) |>.differentiableAt) simpa using hh omit [FiniteDimensional ℝ X] [MeasurableSpace X] [BorelSpace X] in lemma fderiv_fderiv_apply {f : X → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (x u v : X) : fderiv ℝ (fun y ↦ fderiv ℝ f y v) x u = fderiv ℝ (fderiv ℝ f) x u v := by rw [fderiv_clm_apply ((hf.fderiv_right (m := (⊤ : ℕ∞)) (by simp)).differentiable (by simp) |>.differentiableAt) (differentiableAt_const v)] simp omit [MeasurableSpace X] [BorelSpace X] in lemma laplacian_eq_sum_directional {f : X → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (x : X) : Δ f x = ∑ i, fderiv ℝ (fun y ↦ fderiv ℝ f y ((stdOrthonormalBasis ℝ X) i)) x ((stdOrthonormalBasis ℝ X) i) := by rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis] apply Finset.sum_congr rfl intro i _ rw [iteratedFDeriv_two_apply, fderiv_fderiv_apply hf] rfl omit [MeasurableSpace X] [BorelSpace X] in lemma compact_laplacian_continuous {f : X → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) : Continuous (Δ f) := by have he : Δ f = fun x ↦ ∑ i, fderiv ℝ (fun y ↦ fderiv ℝ f y ((stdOrthonormalBasis ℝ X) i)) x ((stdOrthonormalBasis ℝ X) i) := funext (laplacian_eq_sum_directional hf) rw [he] apply continuous_finsetSum intro i _ have ht := (hf.fderiv_right (m := (⊤ : ℕ∞)) (by simp)).clm_apply (contDiff_const (c := (stdOrthonormalBasis ℝ X) i)) exact (ht.continuous_fderiv (by simp)).clm_apply continuous_const omit [MeasurableSpace X] [BorelSpace X] in lemma laplacian_tsupport_subset {f : X → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) : tsupport (Δ f) ⊆ tsupport f := by apply closure_minimal _ isClosed_closure intro x hx by_contra hn apply hx rw [laplacian_eq_sum_directional hf] apply Finset.sum_eq_zero intro i _ rw [fderiv_of_notMem_tsupport ℝ (fun hh ↦ hn ((tsupport_fderiv_apply_subset ℝ _ ) hh))] rfl lemma integral_compact_laplacian_zero {f : X → ℝ} (hf : ContDiff ℝ (⊤ : ℕ∞) f) (hs : HasCompactSupport f) : (∫ x, Δ f x ∂μ) = 0 := by have hd (i : Fin (Module.finrank ℝ X)) : ContDiff ℝ (⊤ : ℕ∞) (fun x ↦ fderiv ℝ f x ((stdOrthonormalBasis ℝ X) i)) := (hf.fderiv_right (m := (⊤ : ℕ∞)) (by simp)).clm_apply contDiff_const simp_rw [laplacian_eq_sum_directional hf] rw [integral_finsetSum] · apply Finset.sum_eq_zero intro i _ exact integral_compact_fderiv_zero (hd i) (hs.fderiv_apply ℝ _) _ · intro i _ exact (((hd i).continuous_fderiv (by simp)).clm_apply continuous_const).integrable_of_hasCompactSupport ((hs.fderiv_apply ℝ _).fderiv_apply ℝ _) end CubicTorus end end section noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology RealInnerProductSpace Convolution open Laplacian namespace CubicTorus variable {X : Type*} [NormedAddCommGroup X] [InnerProductSpace ℝ X] [FiniteDimensional ℝ X] [MeasurableSpace X] [BorelSpace X] {μ : Measure X} [μ.IsAddHaarMeasure] lemma fderiv_compact_convolution {f k : X → ℝ} (hf : LocallyIntegrable f μ) (hk : ContDiff ℝ (⊤ : ℕ∞) k) (hs : HasCompactSupport k) (x v : X) : fderiv ℝ (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) x v = (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] (fun y ↦ fderiv ℝ k y v)) x := by rw [(hs.hasFDerivAt_convolution_right (ContinuousLinearMap.mul ℝ ℝ) hf (hk.of_le (by simp)) x).fderiv] exact convolution_precompR_apply (ContinuousLinearMap.mul ℝ ℝ) hf (hs.fderiv ℝ) (hk.continuous_fderiv (by simp)) x v theorem laplacian_compact_convolution {f k : X → ℝ} (hf : LocallyIntegrable f μ) (hk : ContDiff ℝ (⊤ : ℕ∞) k) (hs : HasCompactSupport k) (x : X) : Δ (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) x = (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] Δ k) x := by have hc := hs.contDiff_convolution_right (ContinuousLinearMap.mul ℝ ℝ) hf hk rw [laplacian_eq_sum_directional hc, convolution_mul] simp_rw [laplacian_eq_sum_directional hk, Finset.mul_sum] rw [integral_finsetSum] · apply Finset.sum_congr rfl intro i _ let v := (stdOrthonormalBasis ℝ X) i have hd : ContDiff ℝ (⊤ : ℕ∞) (fun y ↦ fderiv ℝ k y v) := (hk.fderiv_right (by simp)).clm_apply contDiff_const have he : (fun y ↦ fderiv ℝ (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) y v) = f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] (fun y ↦ fderiv ℝ k y v) := funext (fun y ↦ fderiv_compact_convolution hf hk hs y v) change fderiv ℝ (fun y ↦ fderiv ℝ (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) y v) x v = _ rw [he, fderiv_compact_convolution hf hd (hs.fderiv_apply ℝ v)] rfl · intro i _ have hd : ContDiff ℝ (⊤ : ℕ∞) (fun y ↦ fderiv ℝ k y ((stdOrthonormalBasis ℝ X) i)) := (hk.fderiv_right (by simp)).clm_apply contDiff_const exact ((hs.fderiv_apply ℝ _).fderiv_apply ℝ _).convolutionExists_right (ContinuousLinearMap.mul ℝ ℝ) hf ((hd.continuous_fderiv (by simp)).clm_apply continuous_const) x omit [MeasurableSpace X] [BorelSpace X] in lemma laplacian_translate {k : X → ℝ} (a x : X) : Δ (fun y ↦ k (a + y)) x = Δ k (a + x) := by simp only [InnerProductSpace.laplacian_eq_iteratedFDeriv_stdOrthonormalBasis, iteratedFDeriv_comp_add_left] omit [MeasurableSpace X] [BorelSpace X] in lemma laplacian_reflect_translate {k : X → ℝ} (hk : ContDiff ℝ (⊤ : ℕ∞) k) (a x : X) : Δ (fun y ↦ k (a - y)) x = Δ k (a - x) := by let L : X ≃ₗᵢ[ℝ] X := LinearIsometryEquiv.neg ℝ have hh := laplacian_comp_isometry L (hk.comp ((contDiff_const (c := a)).add contDiff_id)) x change Δ (fun y ↦ k (a + -y)) x = Δ (fun y ↦ k (a + y)) (-x) at hh rw [laplacian_translate] at hh simpa only [sub_eq_add_neg] using hh theorem weak_harmonic_convolution {f k : X → ℝ} {Ω W : Set X} (hf : LocallyIntegrable f μ) (hweak : ∀ φ : X → ℝ, ContDiff ℝ (⊤ : ℕ∞) φ → HasCompactSupport φ → tsupport φ ⊆ Ω → (∫ y, f y * Δ φ y ∂μ) = 0) (hk : ContDiff ℝ (⊤ : ℕ∞) k) (hs : HasCompactSupport k) (hW : IsOpen W) (hkernel : ∀ x ∈ W, tsupport (fun y ↦ k (x - y)) ⊆ Ω) : InnerProductSpace.HarmonicOnNhd (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) W := by have hc := hs.contDiff_convolution_right (ContinuousLinearMap.mul ℝ ℝ) hf hk have hz (x : X) (hx : x ∈ W) : Δ (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) x = 0 := by rw [laplacian_compact_convolution hf hk hs, convolution_mul] have hp : HasCompactSupport (fun y ↦ k (x - y)) := by exact hs.comp_homeomorph (Homeomorph.subLeft x) have hh := hweak (fun y ↦ k (x - y)) (hk.comp (contDiff_const.sub contDiff_id)) hp (hkernel x hx) simpa only [laplacian_reflect_translate hk] using hh intro x hx refine ⟨(hc.of_le (show (2 : WithTop ℕ∞) ≤ (⊤ : ℕ∞) from by norm_cast)).contDiffAt, ?_⟩ filter_upwards [hW.mem_nhds hx] with y hy exact hz y hy end CubicTorus end end section noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology RealInnerProductSpace Convolution open Laplacian namespace CubicTorus lemma harmonic_angular_integral {h : ℂ → ℝ} {c : ℂ} {r : ℝ} (hh : InnerProductSpace.HarmonicOnNhd h (Metric.closedBall c |r|)) : (∫ θ in Ioo (-Real.pi) Real.pi, h (circleMap c r θ)) = 2 * Real.pi * h c := by have hm := hh.circleAverage_eq rw [Real.circleAverage_eq_integral_add (-Real.pi), intervalIntegral.integral_comp_add_right (fun θ ↦ h (circleMap c r θ))] at hm norm_num only [zero_add] at hm have he : 2 * Real.pi + -Real.pi = Real.pi := by ring rw [he, intervalIntegral.integral_of_le (by linarith [Real.pi_pos]), integral_Ioc_eq_integral_Ioo] at hm simp only [smul_eq_mul] at hm have hp : 2 * Real.pi ≠ 0 := by positivity calc _ = (2 * Real.pi) * ((2 * Real.pi)⁻¹ * ∫ θ in Ioo (-Real.pi) Real.pi, h (circleMap c r θ)) := by field_simp _ = _ := by rw [hm] lemma add_polarCoord_eq_circleMap (c : ℂ) (r θ : ℝ) : c + Complex.polarCoord.symm (r, θ) = circleMap c r θ := by simp [circleMap, Complex.polarCoord_symm_apply, Complex.exp_mul_I, mul_add] theorem harmonic_radial_mean {h : ℂ → ℝ} {κ : ℝ → ℝ} {c : ℂ} {R : ℝ} (hh : Continuous h) (hk : Continuous κ) (hs : ∀ r, R < r → κ r = 0) (harm : InnerProductSpace.HarmonicOnNhd h (Metric.closedBall c R)) : (∫ z : ℂ, κ ‖z‖ * h (c + z)) = h c * ∫ z : ℂ, κ ‖z‖ := by let S : Set (ℝ × ℝ) := Ioc 0 R ×ˢ Ioo (-Real.pi) Real.pi let T : Set (ℝ × ℝ) := Ioi 0 ×ˢ Ioo (-Real.pi) Real.pi have hST : S ⊆ T := by intro p hp; exact ⟨hp.1.1, hp.2⟩ have hTm : MeasurableSet T := measurableSet_Ioi.prod measurableSet_Ioo have hpcont : Continuous (Complex.polarCoord.symm) := by change Continuous (fun p : ℝ × ℝ ↦ _) simp only [Complex.polarCoord_symm_apply] fun_prop have hF : Continuous (fun p : ℝ × ℝ ↦ p.1 * (κ |p.1| * h (c + Complex.polarCoord.symm p))) := continuous_fst.mul ((hk.comp continuous_fst.abs).mul (hh.comp (continuous_const.add hpcont))) have hG : Continuous (fun p : ℝ × ℝ ↦ p.1 * κ |p.1|) := continuous_fst.mul (hk.comp continuous_fst.abs) have hSS : S ⊆ Icc (0, -Real.pi) (R, Real.pi) := by intro p hp exact ⟨⟨hp.1.1.le, hp.2.1.le⟩, ⟨hp.1.2, hp.2.2.le⟩⟩ have hFi : IntegrableOn (fun p : ℝ × ℝ ↦ p.1 * (κ |p.1| * h (c + Complex.polarCoord.symm p))) S := hF.integrableOn_Icc.mono_set hSS have hGi : IntegrableOn (fun p : ℝ × ℝ ↦ p.1 * κ |p.1|) S := hG.integrableOn_Icc.mono_set hSS have hangle (r : ℝ) (hr : r ∈ Ioc 0 R) : (∫ θ in Ioo (-Real.pi) Real.pi, h (c + Complex.polarCoord.symm (r, θ))) = 2 * Real.pi * h c := by simp_rw [add_polarCoord_eq_circleMap] apply harmonic_angular_integral apply harm.mono exact Metric.closedBall_subset_closedBall (by simpa only [abs_of_pos hr.1] using hr.2) rw [← Complex.integral_comp_polarCoord_symm (fun z ↦ κ ‖z‖ * h (c + z)), ← Complex.integral_comp_polarCoord_symm (fun z ↦ κ ‖z‖)] simp only [Complex.norm_polarCoord_symm, smul_eq_mul] change (∫ p in T, p.1 * (κ |p.1| * h (c + Complex.polarCoord.symm p))) = h c * ∫ p in T, p.1 * κ |p.1| rw [setIntegral_eq_of_subset_of_forall_sdiff_eq_zero hTm hST (fun p hp ↦ ?_), setIntegral_eq_of_subset_of_forall_sdiff_eq_zero hTm hST (fun p hp ↦ ?_)] · simp only [Measure.volume_eq_prod] at hFi hGi ⊢ dsimp only [S] at hFi hGi ⊢ rw [setIntegral_prod _ hFi, setIntegral_prod _ hGi, ← integral_const_mul] apply setIntegral_congr_fun measurableSet_Ioc intro r hr simp_rw [← mul_assoc, integral_const_mul, hangle r hr] simp only [integral_const, Measure.real, Measure.restrict_apply_univ, Real.volume_Ioo, ENNReal.toReal_ofReal (by linarith [Real.pi_pos] : 0 ≤ Real.pi - -Real.pi), smul_eq_mul] ring all_goals have hr : R < p.1 := by by_contra hn exact hp.2 ⟨⟨hp.1.1, le_of_not_gt hn⟩, hp.1.2⟩ simp only [abs_of_pos (show 0 < p.1 from hp.1.1), hs p.1 hr, zero_mul, mul_zero] end CubicTorus end end section noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology RealInnerProductSpace Convolution open Laplacian namespace CubicTorus theorem exists_radial_smoothing_kernel {R : ℝ} (hR : 0 < R) : ∃ (k : ℂ → ℝ) (κ : ℝ → ℝ), ContDiff ℝ (⊤ : ℕ∞) k ∧ HasCompactSupport k ∧ (∀ z, k z = κ ‖z‖) ∧ Continuous κ ∧ (∀ r, R < r → κ r = 0) ∧ tsupport k ⊆ Metric.closedBall 0 R ∧ (∫ z, k z) = 1 := by let b : ℂ → ℝ := fun z ↦ (ContDiffBumpBase.ofInnerProductSpace ℂ).toFun 2 ((2 / R) • z) have hb : ContDiff ℝ (⊤ : ℕ∞) b := by have hg : ContDiff ℝ (⊤ : ℕ∞) (fun z : ℂ ↦ ((2 : ℝ), (2 / R) • z)) := contDiff_const.prodMk ((contDiff_const (c := (2 / R : ℝ))).smul contDiff_id) have ht : ∀ z : ℂ, ((2 : ℝ), (2 / R) • z) ∈ Ioi (1 : ℝ) ×ˢ (univ : Set ℂ) := fun _ ↦ ⟨by norm_num, mem_univ _⟩ exact (ContDiffBumpBase.ofInnerProductSpace ℂ).smooth.comp_contDiff hg ht have hbformula (z : ℂ) : b z = Real.smoothTransition (2 - (2 / R) * ‖z‖) := by simp [b, ContDiffBumpBase.ofInnerProductSpace, Real.norm_eq_abs, abs_of_pos hR, show (2 : ℝ) - 1 = 1 from by norm_num] have hzero (r : ℝ) (hr : R < r) : Real.smoothTransition (2 - (2 / R) * r) = 0 := by apply Real.smoothTransition.zero_of_nonpos have hh : 2 < (2 / R) * r := by have := (mul_lt_mul_of_pos_left hr (by positivity : 0 < 2 / R)) field_simp at this ⊢ nlinarith linarith have hbs : tsupport b ⊆ Metric.closedBall 0 R := by apply closure_minimal _ Metric.isClosed_closedBall intro z hz by_contra hn have hr : R < ‖z‖ := by simpa only [Metric.mem_closedBall, dist_zero_right, not_le] using hn exact hz (by rw [hbformula, hzero _ hr]) have hbc : HasCompactSupport b := (isCompact_closedBall (0 : ℂ) R).of_isClosed_subset isClosed_closure hbs have hbpos : 0 < ∫ z, b z := by apply hb.continuous.integral_pos_of_hasCompactSupport_nonneg_nonzero hbc (fun _ ↦ (ContDiffBumpBase.ofInnerProductSpace ℂ).mem_Icc _ _ |>.1) rw [hbformula 0] norm_num [Real.smoothTransition.one_of_one_le] let k : ℂ → ℝ := fun z ↦ b z / ∫ y, b y let κ : ℝ → ℝ := fun r ↦ Real.smoothTransition (2 - (2 / R) * r) / ∫ y, b y have hks : tsupport k ⊆ Metric.closedBall 0 R := by change tsupport (fun z ↦ b z * (∫ y, b y)⁻¹) ⊆ _ exact tsupport_mul_subset_left.trans hbs have hkc : HasCompactSupport k := (isCompact_closedBall (0 : ℂ) R).of_isClosed_subset isClosed_closure hks refine ⟨k, κ, hb.div_const _, hkc, ?_, ?_, ?_, hks, ?_⟩ · intro z exact congrArg (fun t : ℝ ↦ t / ∫ y, b y) (hbformula z) · exact (Real.smoothTransition.continuous.comp (continuous_const.sub (continuous_const.mul continuous_id))).div_const _ · intro r hr simp only [κ, hzero r hr, zero_div] · dsimp only [k] rw [integral_div, div_self hbpos.ne'] lemma harmonic_radial_convolution {h k : ℂ → ℝ} {κ : ℝ → ℝ} {c : ℂ} {R : ℝ} (hh : Continuous h) (hk : ∀ z, k z = κ ‖z‖) (hc : Continuous κ) (hs : ∀ r, R < r → κ r = 0) (hi : (∫ z, k z) = 1) (harm : InnerProductSpace.HarmonicOnNhd h (Metric.closedBall c R)) : (h ⋆[ContinuousLinearMap.mul ℝ ℝ] k) c = h c := by rw [convolution_eq_swap, ← integral_neg_eq_self] simp only [ContinuousLinearMap.mul_apply'] simp only [hk, norm_neg, sub_neg_eq_add, mul_comm (h _)] rw [harmonic_radial_mean hh hc hs harm] have hi' : (∫ z : ℂ, κ ‖z‖) = 1 := by simpa only [hk] using hi rw [hi', mul_one] end CubicTorus end end section noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology RealInnerProductSpace Convolution namespace CubicTorus variable {X : Type*} [NormedAddCommGroup X] [NormedSpace ℝ X] [FiniteDimensional ℝ X] [MeasurableSpace X] [BorelSpace X] {μ : Measure X} [μ.IsAddHaarMeasure] lemma real_convolution_comm (f g : X → ℝ) : f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] g = g ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] f := by ext x rw [convolution_mul_swap, convolution_mul] apply integral_congr_ae exact Eventually.of_forall (fun _ ↦ mul_comm _ _) lemma compact_convolution_assoc {f g k : X → ℝ} (hf : LocallyIntegrable f μ) (hg : Continuous g) (hgs : HasCompactSupport g) (hk : Continuous k) (hks : HasCompactSupport k) (x : X) : ((f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] g) ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) x = (f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] (g ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k)) x := by apply convolution_assoc (ContinuousLinearMap.mul ℝ ℝ) (ContinuousLinearMap.mul ℝ ℝ) (ContinuousLinearMap.mul ℝ ℝ) (ContinuousLinearMap.mul ℝ ℝ) (fun a b c ↦ mul_assoc a b c) hf.aestronglyMeasurable hg.aestronglyMeasurable hk.aestronglyMeasurable · exact Eventually.of_forall (hgs.convolutionExists_right _ hf hg) · exact Eventually.of_forall (hks.norm.convolutionExists_right _ hg.norm.locallyIntegrable hk.norm) · exact (hgs.norm.convolution (ContinuousLinearMap.mul ℝ ℝ) hks.norm).convolutionExists_right _ (fun x ↦ (hf x).norm) (hks.norm.continuous_convolution_right _ hg.norm.locallyIntegrable hk.norm) x lemma compact_convolutions_commute {f g k : X → ℝ} (hf : LocallyIntegrable f μ) (hg : Continuous g) (hgs : HasCompactSupport g) (hk : Continuous k) (hks : HasCompactSupport k) (x : X) : ((f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] g) ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) x = ((f ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] k) ⋆[ContinuousLinearMap.mul ℝ ℝ, μ] g) x := by rw [compact_convolution_assoc hf hg hgs hk hks, compact_convolution_assoc hf hk hks hg hgs, real_convolution_comm g k] omit [NormedSpace ℝ X] [FiniteDimensional ℝ X] [MeasurableSpace X] [BorelSpace X] in lemma reflected_tsupport_subset_ball {k : X → ℝ} {c x : X} {r R : ℝ} (hk : tsupport k ⊆ Metric.closedBall 0 r) (hx : dist x c + r < R) : tsupport (fun y ↦ k (x - y)) ⊆ Metric.ball c R := by have hs : tsupport (fun y ↦ k (x - y)) ⊆ (fun y ↦ x - y) ⁻¹' tsupport k := tsupport_comp_subset_preimage k (by fun_prop) intro y hy have ht := hk (hs hy) rw [Metric.mem_closedBall, dist_zero_right, ← dist_eq_norm] at ht rw [Metric.mem_ball] calc dist y c ≤ dist y x + dist x c := dist_triangle _ _ _ _ = dist x y + dist x c := by rw [dist_comm y x] _ ≤ r + dist x c := by linarith _ < R := by linarith end CubicTorus end end end end OAI