import OAI.Geometry.ProjectionBodies.CosineCalculus namespace OAI universe uU noncomputable section open Set MeasureTheory Metric Filter Topology Function open scoped ENNReal NNReal RealInnerProductSpace Gradient namespace PettyProjection open Spherical (Sphere norm_coe) lemma support_gradient_of_active {n : ℕ} {C : Set (Space n)} (hC : IsCompact C) {x y : Space n} (hy : y ∈ C) (hxy : support C x = ⟪x,y⟫) (hd : DifferentiableAt ℝ (support C) x) : ∇ (support C) x = y := by let l : Space n →L[ℝ] ℝ := InnerProductSpace.toDual ℝ (Space n) y have he (z : Space n) : l z = ⟪z,y⟫ := by change ⟪y,z⟫ = ⟪z,y⟫ exact real_inner_comm z y have hl : IsLocalMin (fun z => support C z-l z) x := by apply Eventually.of_forall intro z dsimp only rw [he,he,hxy,sub_self] exact sub_nonneg.mpr (inner_le_support hC hy z) have hz := hl.hasFDerivAt_eq_zero (hd.hasFDerivAt.sub l.hasFDerivAt) have hd' : fderiv ℝ (support C) x = l := sub_eq_zero.mp hz apply ext_inner_right ℝ intro z rw [inner_gradient_left,hd',he] exact real_inner_comm _ _ lemma wulff_gradient_of_active {n : ℕ} [NeZero n] (s : C(Sphere n,ℝ)) (hs : ∀ u, 0 < s u) {x : Space n} {u : Sphere n} (hu : wulffMax s x = ⟪x,(u : Space n)⟫ / s u) (hd : DifferentiableAt ℝ (gauge (wulff s)) x) : ∇ (gauge (wulff s)) x = (s u)⁻¹ • (u : Space n) := by have he : gauge (wulff s) = support (wulffCoefficients s) := funext (gauge_wulff_eq_max s hs) rw [he] at hd ⊢ apply support_gradient_of_active (wulffCoefficients_compact s hs) (mem_range_self u) _ hd simpa only [real_inner_smul_right,div_eq_inv_mul,wulffMax] using hu lemma wulff_active_unique {n : ℕ} [NeZero n] (s : C(Sphere n,ℝ)) (hs : ∀ u, 0 < s u) {x : Space n} (hd : DifferentiableAt ℝ (gauge (wulff s)) x) {u v : Sphere n} (hu : wulffMax s x = ⟪x,(u : Space n)⟫/s u) (hv : wulffMax s x = ⟪x,(v : Space n)⟫/s v) : u = v := by have he := (wulff_gradient_of_active s hs hu hd).symm.trans (wulff_gradient_of_active s hs hv hd) have hn := congrArg norm he simp only [norm_smul,norm_coe,mul_one,Real.norm_eq_abs,abs_inv,abs_of_pos (hs u), abs_of_pos (hs v)] at hn have hsuv : s u = s v := inv_injective hn apply Subtype.ext rw [hsuv] at he exact (smul_right_injective _ (inv_ne_zero (hs v).ne')) he end PettyProjection end noncomputable section open Set Filter Topology namespace PettyProjection /-- Convergence of maximizers at a unique maximum, with a compact parameter space and joint continuity only at the limiting parameter. -/ lemma selected_max_tendsto {U : Type uU} [TopologicalSpace U] [CompactSpace U] {f : ℝ → U → ℝ} {a : ℝ → U} {u₀ : U} (hc : ∀ u : U, ContinuousAt (fun p : ℝ × U => f p.1 p.2) (0,u)) (hm : ∀ᶠ t in 𝓝 (0 : ℝ), ∀ u, f t u ≤ f t (a t)) (hu : ∀ u, (∀ v, f 0 v ≤ f 0 u) → u = u₀) : Tendsto a (𝓝 0) (𝓝 u₀) := by apply tendsto_nhds_of_unique_mapClusterPt intro u hu' obtain ⟨l,hl,hat⟩ := mapClusterPt_iff_ultrafilter.mp hu' apply hu intro v have ht : Tendsto (fun t : ℝ => t) (l : Filter ℝ) (𝓝 0) := hl have hv : Tendsto (fun t => f t v) (l : Filter ℝ) (𝓝 (f 0 v)) := (hc v).tendsto.comp (ht.prodMk_nhds tendsto_const_nhds) have hav : Tendsto (fun t => f t (a t)) (l : Filter ℝ) (𝓝 (f 0 u)) := (hc u).tendsto.comp (ht.prodMk_nhds hat) exact le_of_tendsto_of_tendsto hv hav (hl (hm.mono (fun t h => h v))) lemma quotient_bounds {a b z t : ℝ} (ht : t ≠ 0) (hl : t*a ≤ z) (hh : z ≤ t*b) : min a b ≤ z/t ∧ z/t ≤ max a b := by have he : z/t*t = z := div_mul_cancel₀ z ht rcases lt_or_gt_of_ne ht with ht | ht · have hb : b ≤ z/t := by nlinarith have ha : z/t ≤ a := by nlinarith exact ⟨(min_le_right a b).trans hb,ha.trans (le_max_left a b)⟩ · have ha : a ≤ z/t := by nlinarith have hb : z/t ≤ b := by nlinarith exact ⟨(min_le_left a b).trans ha,hb.trans (le_max_right a b)⟩ /-- Envelope differentiation from an exact continuous difference quotient. The statement does not require a smooth boundary or a smooth maximizer. -/ lemma hasDerivAt_selected_max {U : Type uU} [TopologicalSpace U] [CompactSpace U] {f d : ℝ → U → ℝ} {q : ℝ → ℝ} {a : ℝ → U} {u₀ : U} (hc : ∀ u : U, ContinuousAt (fun p : ℝ × U => f p.1 p.2) (0,u)) (hd : ContinuousAt (fun p : ℝ × U => d p.1 p.2) (0,u₀)) (hq : ∀ᶠ t in 𝓝 (0 : ℝ), q t = f t (a t) ∧ ∀ u, f t u ≤ q t) (hq₀ : q 0 = f 0 u₀) (hm₀ : ∀ u, f 0 u ≤ q 0) (hu : ∀ u, (∀ v, f 0 v ≤ f 0 u) → u = u₀) (he : ∀ᶠ t in 𝓝 (0 : ℝ), ∀ u, f t u-f 0 u = t*d t u) : HasDerivAt q (d 0 u₀) 0 := by have ha : Tendsto a (𝓝 0) (𝓝 u₀) := selected_max_tendsto hc (hq.mono (fun t h u => h.1 ▸ h.2 u)) hu have hd₀ : Tendsto (fun t => d t u₀) (𝓝 0) (𝓝 (d 0 u₀)) := hd.tendsto.comp (tendsto_id.prodMk_nhds tendsto_const_nhds) have hda : Tendsto (fun t => d t (a t)) (𝓝 0) (𝓝 (d 0 u₀)) := hd.tendsto.comp (tendsto_id.prodMk_nhds ha) have hlo : Tendsto (fun t => min (d t u₀) (d t (a t))) (𝓝 0) (𝓝 (d 0 u₀)) := by simpa only [min_self] using hd₀.min hda have hhi : Tendsto (fun t => max (d t u₀) (d t (a t))) (𝓝 0) (𝓝 (d 0 u₀)) := by simpa only [max_self] using hd₀.max hda rw [hasDerivAt_iff_tendsto_slope_zero] simp only [zero_add,smul_eq_mul,← div_eq_inv_mul] have hb : ∀ᶠ t in 𝓝[≠] (0 : ℝ), min (d t u₀) (d t (a t)) ≤ (q t-q 0)/t ∧ (q t-q 0)/t ≤ max (d t u₀) (d t (a t)) := by filter_upwards [hq.filter_mono nhdsWithin_le_nhds,he.filter_mono nhdsWithin_le_nhds, self_mem_nhdsWithin] with t ht he ht0 have htn : t ≠ 0 := ht0 have hl : t*d t u₀ ≤ q t-q 0 := by rw [← he u₀,hq₀] exact sub_le_sub_right (ht.2 u₀) _ have hh : q t-q 0 ≤ t*d t (a t) := by rw [← he (a t),ht.1] exact sub_le_sub_left (hm₀ (a t)) _ exact quotient_bounds htn hl hh exact tendsto_of_tendsto_of_tendsto_of_le_of_le' (hlo.mono_left nhdsWithin_le_nhds) (hhi.mono_left nhdsWithin_le_nhds) (hb.mono (fun _ h => h.1)) (hb.mono (fun _ h => h.2)) end PettyProjection end noncomputable section open Set MeasureTheory Metric Filter Topology Function open scoped ENNReal NNReal RealInnerProductSpace Gradient namespace PettyProjection open Spherical (Sphere norm_coe) lemma positive_constraints_eventually {n : ℕ} [NeZero n] (s φ : C(Sphere n,ℝ)) (hs : ∀ u, 0 < s u) : ∃ m M : ℝ, 0 < m ∧ 0 < M ∧ (∀ᶠ t in 𝓝 (0 : ℝ), ∀ u, m ≤ (s+t • φ) u ∧ (s+t • φ) u ≤ M) := by obtain ⟨a,b,ha,hb,hab⟩ := positive_constraint_bounds s hs refine ⟨a/2,b+a/2,by positivity,by positivity,?_⟩ have ht : ∀ᶠ t in 𝓝 (0 : ℝ), |t| *(‖φ‖+1) < a/2 := by have h : Tendsto (fun t : ℝ => |t| *(‖φ‖+1)) (𝓝 0) (𝓝 0) := by simpa using (continuous_abs.tendsto (0:ℝ)).mul_const (‖φ‖+1) exact h.eventually (eventually_lt_nhds (by positivity)) filter_upwards [ht] with t ht u have hφ : |φ u| ≤ ‖φ‖ := φ.norm_coe_le_norm u have hbound : |t*φ u| ≤ |t| *(‖φ‖+1) := by rw [abs_mul] exact mul_le_mul_of_nonneg_left (hφ.trans (by linarith)) (abs_nonneg _) have hlo := neg_abs_le (t*φ u) have hhi := le_abs_self (t*φ u) have hh := hab u change a/2 ≤ s u+t*φ u ∧ s u+t*φ u ≤ b+a/2 constructor <;> linarith lemma positive_constraints_nhds {n : ℕ} [NeZero n] (s φ : C(Sphere n,ℝ)) (hs : ∀ u, 0 < s u) : ∀ᶠ t in 𝓝 (0 : ℝ), ∀ u, 0 < (s+t • φ) u := by obtain ⟨m,M,hm,_,he⟩ := positive_constraints_eventually s φ hs exact he.mono (fun _ h u => hm.trans_le (h u).1) lemma wulff_derivative_active {n : ℕ} [NeZero n] (s φ : C(Sphere n,ℝ)) (hs : ∀ u, 0 < s u) {x : Space n} (hd : DifferentiableAt ℝ (gauge (wulff s)) x) {u₀ : Sphere n} (hu₀ : wulffMax s x = ⟪x,(u₀ : Space n)⟫/s u₀) : HasDerivAt (fun t : ℝ => gauge (wulff ⇑(s+t • φ)) x) (-(gauge (wulff s) x)*φ u₀/s u₀) 0 := by classical let f : ℝ → Sphere n → ℝ := fun t u => ⟪x,(u : Space n)⟫/(s u+t*φ u) let d : ℝ → Sphere n → ℝ := fun t u => -(⟪x,(u : Space n)⟫*φ u)/(s u*(s u+t*φ u)) let a : ℝ → Sphere n := fun t => if hp : ∀ u, 0 < (s+t • φ) u then (wulffMax_attained (s+t • φ) hp x).choose else u₀ have hpos := positive_constraints_nhds s φ hs have hq : ∀ᶠ t in 𝓝 (0 : ℝ), gauge (wulff ⇑(s+t • φ)) x = f t (a t) ∧ ∀ u, f t u ≤ gauge (wulff ⇑(s+t • φ)) x := by filter_upwards [hpos] with t ht rw [gauge_wulff_eq_max (s+t • φ) ht] constructor · dsimp only [a] rw [dite_eq_left ht] exact (wulffMax_attained (s+t • φ) ht x).choose_spec · intro u; exact le_wulffMax (s+t • φ) ht x u have hq0 : gauge (wulff (s+(0:ℝ) • φ)) x = f 0 u₀ := by simpa only [zero_smul,add_zero,f,zero_mul] using (gauge_wulff_eq_max s hs x).trans hu₀ have hm0 : ∀ u, f 0 u ≤ gauge (wulff (s+(0:ℝ) • φ)) x := by intro u simpa only [zero_smul,add_zero,f,zero_mul,gauge_wulff_eq_max s hs x] using le_wulffMax s hs x u have hc (u : Sphere n) : ContinuousAt (fun p : ℝ × Sphere n => f p.1 p.2) (0,u) := by apply ContinuousAt.div · fun_prop · fun_prop · simpa using (hs u).ne' have hdc : ContinuousAt (fun p : ℝ × Sphere n => d p.1 p.2) (0,u₀) := by apply ContinuousAt.div · fun_prop · fun_prop · simpa using mul_ne_zero (hs u₀).ne' (hs u₀).ne' have hu : ∀ u, (∀ v, f 0 v ≤ f 0 u) → u = u₀ := by intro u h apply wulff_active_unique s hs hd _ hu₀ apply le_antisymm · simpa only [f,zero_mul,add_zero,← hu₀] using h u₀ · exact le_wulffMax s hs x u have he : ∀ᶠ t in 𝓝 (0 : ℝ), ∀ u, f t u-f 0 u = t*d t u := by filter_upwards [hpos] with t ht u have hst : s u+t*φ u ≠ 0 := (ht u).ne' dsimp only [f,d] simp only [zero_mul,add_zero] field_simp [hst,(hs u).ne'] ring have h := hasDerivAt_selected_max hc hdc hq hq0 hm0 hu he have he0 : d 0 u₀ = -(gauge (wulff s) x)*φ u₀/s u₀ := by rw [gauge_wulff_eq_max s hs x,hu₀] dsimp [d] ring rwa [he0] at h /-- Wulff variation against an actual continuous positively homogeneous test. No symmetry or boundary smoothness is assumed. -/ theorem wulff_derivative {n : ℕ} [NeZero n] (s : C(Sphere n,ℝ)) (hs : ∀ u, 0 < s u) (φ : Space n → ℝ) (hφ : Continuous φ) (hh : ∀ (a : ℝ), 0 < a → ∀ x, φ (a • x) = a*φ x) {x : Space n} (hd : DifferentiableAt ℝ (gauge (wulff s)) x) : HasDerivAt (fun t : ℝ => gauge (wulff (s+t • (⟨fun u : Sphere n => φ u, hφ.comp continuous_subtype_val⟩ : C(Sphere n,ℝ)))) x) (-(gauge (wulff s) x)*φ (∇ (gauge (wulff s)) x)) 0 := by obtain ⟨u,hu⟩ := wulffMax_attained s hs x have he := wulff_gradient_of_active s hs hu hd have h := wulff_derivative_active s ⟨fun u : Sphere n => φ u,hφ.comp continuous_subtype_val⟩ hs hd hu rw [he,hh _ (inv_pos.mpr (hs u))] convert h using 1 dsimp ring end PettyProjection end noncomputable section open Set MeasureTheory Metric Filter Topology Function open scoped ENNReal NNReal RealInnerProductSpace namespace PettyProjection open Spherical (Sphere norm_coe surface sigma mean) lemma kappa_pos (n : ℕ) : 0 < kappa n := by unfold kappa unitBall exact ENNReal.toReal_pos (measure_closedBall_pos volume 0 (by norm_num)).ne' (measure_closedBall_lt_top.ne) lemma surface_real_univ (n : ℕ) [NeZero n] : (surface n).real univ = n*kappa n := by rw [surface,Measure.toSphere_real_apply_univ] simp only [finrank_euclideanSpace_fin] congr 1 exact congrArg ENNReal.toReal (Measure.addHaar_closedBall_eq_addHaar_ball volume (0 : Space n) (1:ℝ)).symm /-- Polar integration of an arbitrary convex neighborhood of zero; the body need not be symmetric or have a smooth boundary. -/ lemma gauge_volume_lintegral {n : ℕ} [NeZero n] {K : Set (Space n)} (hc : Convex ℝ K) (h0 : K ∈ 𝓝 (0 : Space n)) (hp : ∀ u : Sphere n, 0 < gauge K (u : Space n)) : volume K = ∫⁻ u : Sphere n, ENNReal.ofReal ((gauge K (u : Space n))⁻¹ ^ n / n) ∂surface n := by let ν := Measure.volumeIoiPow (Module.finrank ℝ (Space n)-1) let A : Set ({0}ᶜ : Set (Space n)) := Subtype.val ⁻¹' interior K let S : Set (Sphere n × Ioi (0:ℝ)) := {z | z.2.1 < (gauge K (z.1 : Space n))⁻¹} have hA : MeasurableSet A := isOpen_interior.measurableSet.preimage measurable_subtype_coe have hS : MeasurableSet S := by apply isOpen_lt (by fun_prop) ?_ |>.measurableSet exact ((continuous_gauge hc h0).comp (continuous_subtype_val.comp continuous_fst)).inv₀ (fun z => (hp z.1).ne') have he : (homeomorphUnitSphereProd (Space n)).symm ⁻¹' A = S := by ext z change (↑((homeomorphUnitSphereProd (Space n)).symm z) : Space n) ∈ interior K ↔ _ rw [homeomorphUnitSphereProd_symm_apply_coe,← gauge_lt_one_iff_mem_interior hc h0, gauge_smul_of_nonneg (α := ℝ) z.2.property.le] change (z.2 : ℝ)*gauge K (z.1 : Space n) < 1 ↔ (z.2 : ℝ) < (gauge K (z.1 : Space n))⁻¹ rw [inv_eq_one_div,lt_div_iff₀ (hp z.1)] have hm := ((volume : Measure (Space n)).measurePreserving_homeomorphUnitSphereProd).symm (homeomorphUnitSphereProd (Space n)).toMeasurableEquiv have hm' := hm.measure_preimage hA.nullMeasurableSet change (surface n).prod ν ((homeomorphUnitSphereProd (Space n)).symm ⁻¹' A) = _ at hm' rw [he, ((MeasurableEmbedding.subtype_coe (measurableSet_singleton (0 : Space n)).compl)).comap_apply] at hm' have hi : Subtype.val '' A = interior K \ {0} := by ext x constructor · rintro ⟨y,hy,rfl⟩; exact ⟨hy,y.property⟩ · intro hx; exact ⟨⟨x,hx.2⟩,hx.1,rfl⟩ rw [hi,measure_sdiff_null (measure_singleton _), measure_interior_of_null_frontier (hc.addHaar_frontier volume)] at hm' rw [← hm',Measure.prod_apply hS] apply lintegral_congr intro u have hu : Prod.mk u ⁻¹' S = Iio (⟨(gauge K (u : Space n))⁻¹,inv_pos.mpr (hp u)⟩ : Ioi (0:ℝ)) := rfl rw [hu,Measure.volumeIoiPow_apply_Iio] have hn : n-1+1 = n := Nat.sub_add_cancel (NeZero.one_le : 1 ≤ n) have hnR := congrArg (fun j : ℕ => (j : ℝ)) hn simp only [Nat.cast_add,Nat.cast_one] at hnR simp only [finrank_euclideanSpace_fin,hn,hnR] lemma gauge_volume {n : ℕ} [NeZero n] {K : Set (Space n)} (hc : Convex ℝ K) (h0 : K ∈ 𝓝 (0 : Space n)) (hp : ∀ u : Sphere n, 0 < gauge K (u : Space n)) : volume.real K = kappa n * mean (fun u : Sphere n => (gauge K (u : Space n))⁻¹ ^ n) := by have hcont : Continuous (fun u : Sphere n => (gauge K (u : Space n))⁻¹ ^ n) := (((continuous_gauge hc h0).comp continuous_subtype_val).inv₀ (fun u => (hp u).ne')).pow n have hnn : ∀ u : Sphere n, 0 ≤ (gauge K (u : Space n))⁻¹ ^ n := fun u => pow_nonneg (inv_nonneg.mpr (hp u).le) n have hv := congrArg ENNReal.toReal (gauge_volume_lintegral hc h0 hp) rw [← ofReal_integral_eq_lintegral_ofReal (hcont.div_const n |>.integrable_of_hasCompactSupport (HasCompactSupport.of_compactSpace _)) (Eventually.of_forall (fun u => div_nonneg (hnn u) (Nat.cast_nonneg n))), ENNReal.toReal_ofReal (integral_nonneg (fun u => div_nonneg (hnn u) (Nat.cast_nonneg n))), integral_div] at hv change volume.real K = _ at hv rw [hv,mean,sigma,integral_smul_measure,ENNReal.toReal_inv,smul_eq_mul] change _ = kappa n * (((surface n).real univ)⁻¹ * _) rw [surface_real_univ] field_simp [(kappa_pos n).ne',(Nat.cast_pos.mpr (NeZero.pos n) : (0:ℝ) (gauge (wulff s) (u : Space n))⁻¹ ^ n) := by apply gauge_volume (wulff_convex s) (wulff_nhds s hs) intro u rw [gauge_wulff_eq_max s hs] exact wulffMax_pos s hs (by intro h; simpa [h] using norm_coe u) end PettyProjection end noncomputable section open Set MeasureTheory Metric Filter Topology Function open scoped ENNReal NNReal RealInnerProductSpace namespace PettyProjection open Spherical (Sphere norm_coe) lemma wulff_sphere_gauge_bounds {n : ℕ} [NeZero n] (s : C(Sphere n,ℝ)) {m M : ℝ} (hm : 0 < m) (hs : ∀ u, m ≤ s u ∧ s u ≤ M) (u : Sphere n) : M⁻¹ ≤ gauge (wulff s) (u : Space n) ∧ gauge (wulff s) (u : Space n) ≤ m⁻¹ := by have hp : ∀ v, 0 < s v := fun v => hm.trans_le (hs v).1 rw [gauge_wulff_eq_max s hp] constructor · have h := le_wulffMax s hp (u : Space n) u rw [real_inner_self_eq_norm_sq,norm_coe,one_pow,one_div] at h exact (inv_anti₀ (hp u) (hs u).2).trans h · obtain ⟨v,hv⟩ := wulffMax_attained s hp (u : Space n) rw [hv] have hi : ⟪(u : Space n),(v : Space n)⟫ ≤ 1 := by simpa only [norm_coe,one_mul] using real_inner_le_norm (u : Space n) (v : Space n) calc _ ≤ 1 / s v := div_le_div_of_nonneg_right hi (hp v).le _ ≤ m⁻¹ := by simpa only [one_div] using inv_anti₀ hm (hs v).1 lemma quotient_perturb_bound {a b c t r m B : ℝ} (hm : 0 < m) (ht : m ≤ b+t*c) (hr : m ≤ b+r*c) (ha : |a| ≤ 1) (hc : |c| ≤ B) : |a/(b+t*c)-a/(b+r*c)| ≤ (B/m^2)*|t-r| := by have ht0 := hm.trans_le ht have hr0 := hm.trans_le hr have hB : 0 ≤ B := (abs_nonneg c).trans hc have he : a/(b+t*c)-a/(b+r*c) = a*c*(r-t)/((b+t*c)*(b+r*c)) := by rw [div_sub_div _ _ ht0.ne' hr0.ne'] congr 1 ring rw [he,abs_div,abs_mul,abs_mul,abs_mul,abs_of_pos ht0,abs_of_pos hr0,abs_sub_comm r t] calc _ ≤ (1*B)*|t-r|/(m*m) := by gcongr _ = _ := by ring lemma wulff_gauge_param_sub_le {n : ℕ} [NeZero n] (s φ : C(Sphere n,ℝ)) {m t r : ℝ} (hm : 0 < m) (ht : ∀ u, m ≤ (s+t • φ) u) (hr : ∀ u, m ≤ (s+r • φ) u) (u : Sphere n) : gauge (wulff ⇑(s+t • φ)) (u : Space n)-gauge (wulff ⇑(s+r • φ)) (u : Space n) ≤ (‖φ‖/m^2)*|t-r| := by have htp : ∀ v, 0 < (s+t • φ) v := fun v => hm.trans_le (ht v) have hrp : ∀ v, 0 < (s+r • φ) v := fun v => hm.trans_le (hr v) rw [gauge_wulff_eq_max (s+t • φ) htp,gauge_wulff_eq_max (s+r • φ) hrp] obtain ⟨v,hv⟩ := wulffMax_attained (s+t • φ) htp (u : Space n) rw [hv] have hi : |⟪(u : Space n),(v : Space n)⟫| ≤ 1 := by simpa only [norm_coe,one_mul] using abs_real_inner_le_norm (u : Space n) (v : Space n) calc _ ≤ ⟪(u : Space n),(v : Space n)⟫/(s+t • φ) v - ⟪(u : Space n),(v : Space n)⟫/(s+r • φ) v := sub_le_sub_left (le_wulffMax (s+r • φ) hrp _ v) _ _ ≤ |⟪(u : Space n),(v : Space n)⟫/(s+t • φ) v - ⟪(u : Space n),(v : Space n)⟫/(s+r • φ) v| := le_abs_self _ _ ≤ _ := quotient_perturb_bound hm (ht v) (hr v) hi (φ.norm_coe_le_norm v) lemma wulff_gauge_param_lipschitz {n : ℕ} [NeZero n] (s φ : C(Sphere n,ℝ)) {m : ℝ} (hm : 0 < m) {T : Set ℝ} (hT : ∀ t ∈ T, ∀ u, m ≤ (s+t • φ) u) (u : Sphere n) : LipschitzOnWith ⟨‖φ‖/m^2,by positivity⟩ (fun t : ℝ => gauge (wulff ⇑(s+t • φ)) (u : Space n)) T := by apply LipschitzOnWith.of_dist_le_mul intro t ht r hr change |gauge (wulff ⇑(s+t • φ)) (u : Space n)-gauge (wulff ⇑(s+r • φ)) (u : Space n)| ≤ (‖φ‖/m^2)*|t-r| apply abs_le.mpr constructor · have h := wulff_gauge_param_sub_le s φ hm (hT r hr) (hT t ht) u rw [abs_sub_comm r t] at h linarith · exact wulff_gauge_param_sub_le s φ hm (hT t ht) (hT r hr) u end PettyProjection end noncomputable section open Set MeasureTheory Metric Filter Topology Function open scoped ENNReal NNReal RealInnerProductSpace Gradient namespace PettyProjection open Spherical (Sphere norm_coe sigma mean) lemma measurable_gradient {n : ℕ} (f : Space n → ℝ) : Measurable (gradient f) := by exact (InnerProductSpace.toDual ℝ (Space n)).symm.continuous.measurable.comp (measurable_fderiv ℝ f) lemma wulff_invpow_param_lipschitz {n : ℕ} [NeZero n] (s φ : C(Sphere n,ℝ)) (hs : ∀ u,0 < s u) : ∃ T ∈ 𝓝 (0 : ℝ), ∃ C : ℝ≥0, ∀ u : Sphere n, LipschitzOnWith C (fun t : ℝ => (gauge (wulff ⇑(s+t • φ)) (u : Space n))⁻¹ ^ n) T := by obtain ⟨m,M,hm,hM,he⟩ := positive_constraints_eventually s φ hs let T : Set ℝ := {t | ∀ u, m ≤ (s+t • φ) u ∧ (s+t • φ) u ≤ M} have hT : T ∈ 𝓝 (0 : ℝ) := he have hc : ContDiffOn ℝ 1 (fun a : ℝ => a⁻¹^n) (Icc M⁻¹ m⁻¹) := by intro a ha exact ((contDiffAt_id.inv ((inv_pos.mpr hM).trans_le ha.1).ne').pow n).contDiffWithinAt obtain ⟨D,hD⟩ := hc.exists_lipschitzOnWith (by norm_num) (convex_Icc _ _) isCompact_Icc let C : ℝ≥0 := ⟨‖φ‖/m^2,by positivity⟩ refine ⟨T,hT,D*C,?_⟩ intro u apply hD.comp (wulff_gauge_param_lipschitz s φ hm (fun t ht v => (ht v).1) u) intro t ht exact wulff_sphere_gauge_bounds (s+t • φ) hm ht u lemma wulff_invpow_derivative {n : ℕ} [NeZero n] (s : C(Sphere n,ℝ)) (hs : ∀ u,0 < s u) (φ : Space n → ℝ) (hφ : Continuous φ) (hh : ∀ (a : ℝ),0 < a → ∀ x,φ (a • x)=a*φ x) {u : Sphere n} (hd : DifferentiableAt ℝ (gauge (wulff s)) (u : Space n)) : HasDerivAt (fun t : ℝ => (gauge (wulff ⇑(s+t • (⟨fun v : Sphere n => φ v, hφ.comp continuous_subtype_val⟩ : C(Sphere n,ℝ)))) (u : Space n))⁻¹^n) (n*(gauge (wulff s) (u : Space n))⁻¹^n*φ (∇ (gauge (wulff s)) (u : Space n))) 0 := by have hp : 0 < gauge (wulff s) (u : Space n) := by rw [gauge_wulff_eq_max s hs] exact wulffMax_pos s hs (by intro h; simpa [h] using norm_coe u) have h := ((wulff_derivative s hs φ hφ hh hd).inv (by simpa only [zero_smul,add_zero] using hp.ne')).pow n simp only [zero_smul,add_zero] at h apply h.congr_deriv simp only [Pi.inv_apply,zero_smul,add_zero] let q := gauge (wulff s) (u : Space n) have hn : n-1+1 = n := Nat.sub_add_cancel (NeZero.one_le : 1 ≤ n) have he : (q⁻¹)^(n-1)*q⁻¹ = (q⁻¹)^n := by rw [← pow_succ,hn] change (n:ℝ)*q⁻¹^(n-1)*(-(-q*_)/q^2) = (n:ℝ)*q⁻¹^n*_ rw [← he] field_simp [show q ≠ 0 from hp.ne'] /-- Actual two-sided first variation in positive Wulff constraints. This is valid for arbitrary continuous degree-one tests, not only support functions. -/ theorem wulff_volume_derivative {n : ℕ} [NeZero n] (s : C(Sphere n,ℝ)) (hs : ∀ u,0 < s u) (φ : Space n → ℝ) (hφ : Continuous φ) (hh : ∀ (a : ℝ),0 < a → ∀ x,φ (a • x)=a*φ x) : HasDerivAt (fun t : ℝ => volume.real (wulff ⇑(s+t • (⟨fun u : Sphere n => φ u, hφ.comp continuous_subtype_val⟩ : C(Sphere n,ℝ))))) (n*kappa n*mean (fun u : Sphere n => (gauge (wulff s) (u : Space n))⁻¹^n* φ (∇ (gauge (wulff s)) (u : Space n)))) 0 := by let φs : C(Sphere n,ℝ) := ⟨fun u => φ u,hφ.comp continuous_subtype_val⟩ let F : ℝ → Sphere n → ℝ := fun t u => (gauge (wulff ⇑(s+t • φs)) (u : Space n))⁻¹^n let F' : Sphere n → ℝ := fun u => (n:ℝ)*(gauge (wulff s) (u : Space n))⁻¹^n* φ (∇ (gauge (wulff s)) (u : Space n)) have hg : Continuous (gauge (wulff s)) := continuous_gauge (wulff_convex s) (wulff_nhds s hs) have hgp : ∀ u : Sphere n,0 < gauge (wulff s) (u : Space n) := by intro u rw [gauge_wulff_eq_max s hs] exact wulffMax_pos s hs (by intro h; simpa [h] using norm_coe u) have hc : Continuous (F 0) := by change Continuous (fun u : Sphere n => (gauge (wulff ⇑(s+0 • φs)) (u : Space n))⁻¹^n) simp only [zero_smul,add_zero] exact ((hg.comp continuous_subtype_val).inv₀ (fun u => (hgp u).ne')).pow n obtain ⟨T,hT,C,hC⟩ := wulff_invpow_param_lipschitz s φs hs have hFm : ∀ᶠ t in 𝓝 (0:ℝ), AEStronglyMeasurable (F t) (sigma n) := by filter_upwards [positive_constraints_nhds s φs hs] with t ht exact (((continuous_gauge (wulff_convex _) (wulff_nhds (s+t • φs) ht)).comp continuous_subtype_val).measurable.inv.pow_const n).aestronglyMeasurable have hF'm : AEStronglyMeasurable F' (sigma n) := by apply Measurable.aestronglyMeasurable exact (measurable_const.mul ((hg.measurable.comp measurable_subtype_coe).inv.pow_const n)).mul (hφ.measurable.comp ((measurable_gradient _).comp measurable_subtype_coe)) have hder : ∀ᵐ u ∂sigma n, HasDerivAt (fun t => F t u) (F' u) 0 := by filter_upwards [gauge_ae_differentiable_sphere (wulff_convex s) (wulff_nhds s hs)] with u hu exact wulff_invpow_derivative s hs φ hφ hh hu have hI := (hasDerivAt_integral_of_dominated_loc_of_lip hT hFm (hc.integrable_of_hasCompactSupport (HasCompactSupport.of_compactSpace _)) hF'm (Eventually.of_forall (fun u => by simpa only [Real.nnabs_coe] using hC u)) (integrable_const (C:ℝ)) hder).2 have he : (fun t => volume.real (wulff ⇑(s+t • φs))) =ᶠ[𝓝 (0:ℝ)] (fun t => kappa n * ∫ u,F t u ∂sigma n) := by filter_upwards [positive_constraints_nhds s φs hs] with t ht exact wulff_volume (s+t • φs) ht have h := (hI.const_mul (kappa n)).congr_of_eventuallyEq he apply h.congr_deriv dsimp only [F'] simp_rw [mul_assoc (n:ℝ)] rw [integral_const_mul] dsimp only [mean] ring end PettyProjection end noncomputable section open Set MeasureTheory Metric Filter Topology Function open scoped ENNReal NNReal RealInnerProductSpace Pointwise Gradient namespace PettyProjection open Spherical (Sphere norm_coe sigma mean) lemma support_smul_set {n : ℕ} {K : Set (Space n)} (hK : IsCompact K) (hKn : K.Nonempty) {t : ℝ} (ht : 0 ≤ t) (u : Space n) : support (t • K) u = t*support K u := by have hn : (t • K).Nonempty := by obtain ⟨x,hx⟩ := hKn; exact ⟨t • x,smul_mem_smul_set hx⟩ apply le_antisymm · apply (support_le_iff (hK.smul t) hn).mpr rintro _ ⟨x,hx,rfl⟩ rw [real_inner_smul_right] exact mul_le_mul_of_nonneg_left (inner_le_support hK hx u) ht · obtain ⟨x,hx,he⟩ := support_attained hK hKn u rw [he] simpa only [real_inner_smul_right] using inner_le_support (hK.smul t) (smul_mem_smul_set hx) u lemma support_pos_of_nhds {n : ℕ} {K : Set (Space n)} (hK : IsCompact K) (h0 : K ∈ 𝓝 (0 : Space n)) (u : Sphere n) : 0 < support K u := by obtain ⟨r,hr,hrK⟩ := Metric.mem_nhds_iff.mp h0 have hx : (r/2) • (u : Space n) ∈ K := by apply hrK rw [mem_ball,dist_zero_right,norm_smul,Real.norm_eq_abs,abs_of_pos (by positivity),norm_coe,mul_one] linarith have h := inner_le_support hK hx (u : Space n) rw [real_inner_smul_right,real_inner_self_eq_norm_sq,norm_coe,one_pow,mul_one] at h linarith /-- First-variation identity for actual Minkowski addition; the added set is allowed to have any dimension. -/ theorem minkowski_volume_derivative {n : ℕ} [NeZero n] {K M : Set (Space n)} (hK : IsCompact K) (hcK : Convex ℝ K) (h0 : K ∈ 𝓝 (0 : Space n)) (hM : IsCompact M) (hcM : Convex ℝ M) (hMn : M.Nonempty) : HasDerivWithinAt (fun t : ℝ => volume.real (K+t • M)) (n*kappa n*mean (fun u : Sphere n => (gauge K (u : Space n))⁻¹^n* support M (∇ (gauge K) (u : Space n)))) (Ici 0) 0 := by have hKn : K.Nonempty := ⟨0,mem_of_mem_nhds h0⟩ let s : C(Sphere n,ℝ) := ⟨fun u => support K u,(support_continuous hK).comp continuous_subtype_val⟩ have hs : ∀ u,0 < s u := support_pos_of_nhds hK h0 let φ : C(Sphere n,ℝ) := ⟨fun u => support M u,(support_continuous hM).comp continuous_subtype_val⟩ have he : ∀ t : ℝ, 0 ≤ t → wulff ⇑(s+t • φ) = K+t • M := by intro t ht have hf : ⇑(s+t • φ) = fun u : Sphere n => support (K+t • M) u := by funext u simp only [ContinuousMap.coe_add,ContinuousMap.coe_smul,Pi.add_apply,Pi.smul_apply,smul_eq_mul] change support K u+t*support M u = support (K+t • M) u rw [support_minkowski hK hKn (hM.smul t) (by obtain ⟨x,hx⟩ := hMn; exact ⟨t • x,smul_mem_smul_set hx⟩), support_smul_set hM hMn ht] rw [hf] exact wulff_support (hK.add (hM.smul t)) (hcK.add (hcM.smul t)) (hKn.add (by obtain ⟨x,hx⟩ := hMn; exact ⟨t • x,smul_mem_smul_set hx⟩)) have h := (wulff_volume_derivative s hs (support M) (support_continuous hM) (fun a ha x => support_smul hM hMn ha.le x)).hasDerivWithinAt (s := Ici (0:ℝ)) have hw : wulff s = K := wulff_support hK hcK hKn rw [hw] at h exact h.congr (fun t ht => congrArg volume.real (he t ht).symm) (congrArg volume.real (he 0 le_rfl).symm) end PettyProjection end end OAI