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| import OAI.Analysis.DiskMaximal.ScalarTrees | |
| namespace OAI | |
| open MeasureTheory Set | |
| open scoped ENNReal NNReal Topology ContDiff | |
| open scoped RealInnerProductSpace | |
| open MeasureTheory Set Filter | |
| open scoped Topology ENNReal | |
| open scoped Real RealInnerProductSpace | |
| open MeasureTheory Set Filter | |
| open scoped Topology RealInnerProductSpace ContDiff | |
| open MeasureTheory Set Filter | |
| open scoped Topology Interval NNReal | |
| open MeasureTheory Set Filter | |
| open scoped Topology NNReal Real | |
| open MeasureTheory Set Metric | |
| open scoped ENNReal NNReal Topology | |
| open MeasureTheory Set | |
| open scoped ENNReal NNReal | |
| open MeasureTheory Set | |
| open scoped ENNReal NNReal | |
| open MeasureTheory Set | |
| open scoped ENNReal NNReal Topology | |
| noncomputable section | |
| namespace DyadicHats | |
| def tent (x : ℝ) : ℝ := max (1-|x|) 0 | |
| lemma tent_nonneg (x : ℝ) : 0 ≤ tent x := le_max_right _ _ | |
| lemma tent_le_one (x : ℝ) : tent x ≤ 1 := max_le (by linarith [abs_nonneg x]) (by norm_num) | |
| lemma tent_pos_iff (x : ℝ) : 0 < tent x ↔ |x| < 1 := by | |
| unfold tent | |
| rw [lt_max_iff] | |
| constructor | |
| · intro h; rcases h with h|h <;> linarith | |
| · intro h; exact Or.inl (by linarith) | |
| lemma tent_eq_zero_of_one_le {x : ℝ} (hx : 1 ≤ |x|) : tent x = 0 := by | |
| exact max_eq_right (by linarith) | |
| lemma tent_of_nonneg {x : ℝ} (hx : 0 ≤ x) (hx1 : x ≤ 1) : tent x = 1-x := by | |
| simp only [tent, abs_of_nonneg hx, max_eq_left (sub_nonneg.mpr hx1)] | |
| lemma tent_of_nonpos {x : ℝ} (hx : x ≤ 0) (hx1 : -1 ≤ x) : tent x = 1+x := by | |
| rw [tent,abs_of_nonpos hx,max_eq_left (by linarith)] | |
| ring | |
| lemma tent_neg (x : ℝ) : tent (-x) = tent x := by simp only [tent,abs_neg] | |
| lemma lipschitz_tent : LipschitzWith 1 tent := by | |
| have hn : LipschitzWith 1 (fun x : ℝ => |x|) := by | |
| change LipschitzWith 1 (norm : ℝ → ℝ) | |
| exact lipschitzWith_one_norm | |
| have h : LipschitzWith 1 (fun x : ℝ => 1-|x|) := by | |
| simpa only [zero_add] using (LipschitzWith.const (1:ℝ)).sub hn | |
| change LipschitzWith 1 (fun x : ℝ => max (1-|x|) 0) | |
| simpa only [max_eq_left (by norm_num : (0:ℝ≥0) ≤ 1)] using h.max (LipschitzWith.const (0:ℝ)) | |
| theorem tent_refine (x : ℝ) : | |
| tent x = (1/2)*tent (2*x+1)+tent (2*x)+(1/2)*tent (2*x-1) := by | |
| wlog hx : 0 ≤ x generalizing x | |
| · have h := this (-x) (by linarith) | |
| rw [tent_neg] at h | |
| have heq1 : 2*(-x)+1 = -(2*x-1) := by ring | |
| have heq2 : 2*(-x) = -(2*x) := by ring | |
| have heq3 : 2*(-x)-1 = -(2*x+1) := by ring | |
| rw [heq1,heq3,heq2,tent_neg,tent_neg,tent_neg] at h | |
| linarith | |
| have hplus : tent (2*x+1) = 0 := tent_eq_zero_of_one_le (by rw [abs_of_nonneg (by linarith)]; linarith) | |
| rw [hplus,mul_zero,zero_add] | |
| by_cases hx1 : x ≤ 1/2 | |
| · rw [tent_of_nonneg hx (by linarith),tent_of_nonneg (by linarith) (by linarith), | |
| tent_of_nonpos (by linarith) (by linarith)] | |
| ring | |
| · by_cases hx2 : x ≤ 1 | |
| · rw [tent_of_nonneg hx hx2,tent_eq_zero_of_one_le (by rw [abs_of_nonneg (by linarith)]; linarith), | |
| tent_of_nonneg (by linarith) (by linarith)] | |
| ring | |
| · rw [tent_eq_zero_of_one_le (by rw [abs_of_nonneg hx]; linarith), | |
| tent_eq_zero_of_one_le (by rw [abs_of_nonneg (by linarith)]; linarith), | |
| tent_eq_zero_of_one_le (by rw [abs_of_nonneg (by linarith)]; linarith)] | |
| ring | |
| lemma tent_floor (x : ℝ) : tent (x-⌊x⌋) = 1-(x-⌊x⌋) := | |
| tent_of_nonneg (sub_nonneg.mpr (Int.floor_le x)) (by linarith [Int.lt_floor_add_one x]) | |
| lemma tent_floor_succ (x : ℝ) : tent (x-(⌊x⌋+1)) = x-⌊x⌋ := by | |
| rw [tent_of_nonpos (by linarith [Int.lt_floor_add_one x]) (by linarith [Int.floor_le x])] | |
| ring | |
| lemma tent_floor_partition (x : ℝ) : tent (x-⌊x⌋)+tent (x-(⌊x⌋+1)) = 1 := by | |
| rw [tent_floor,tent_floor_succ]; ring | |
| lemma tent_eq_zero_of_ne_floor {x : ℝ} {j : ℤ} | |
| (hj : j ≠ ⌊x⌋) (hj' : j ≠ ⌊x⌋+1) : tent (x-j) = 0 := by | |
| apply tent_eq_zero_of_one_le | |
| have hcases : j < ⌊x⌋ ∨ ⌊x⌋+1 < j := by omega | |
| rcases hcases with h|h | |
| · have hjle : (j:ℝ)+1 ≤ ⌊x⌋ := by exact_mod_cast h | |
| rw [abs_of_nonneg (by linarith [Int.floor_le x])] | |
| linarith [Int.floor_le x] | |
| · have hjle : (⌊x⌋:ℝ)+2 ≤ j := by exact_mod_cast (show ⌊x⌋+2 ≤ j by omega) | |
| rw [abs_of_nonpos (by linarith [Int.lt_floor_add_one x])] | |
| linarith [Int.lt_floor_add_one x] | |
| lemma summable_tent (x : ℝ) : Summable (fun j : ℤ => tent (x-j)) := by | |
| apply summable_of_ne_finset_zero (s := {⌊x⌋,⌊x⌋+1}) | |
| intro j hj | |
| simp only [Finset.mem_insert,Finset.mem_singleton,not_or] at hj | |
| exact tent_eq_zero_of_ne_floor hj.1 hj.2 | |
| /-- Partition of unity on the complete integer grid, including grid boundaries. -/ | |
| theorem tsum_tent (x : ℝ) : (∑' j : ℤ, tent (x-j)) = 1 := by | |
| rw [tsum_eq_sum (s := {⌊x⌋,⌊x⌋+1}) (fun j hj => by | |
| simp only [Finset.mem_insert,Finset.mem_singleton,not_or] at hj | |
| exact tent_eq_zero_of_ne_floor hj.1 hj.2)] | |
| rw [Finset.sum_insert (by simp),Finset.sum_singleton] | |
| simpa only [Int.cast_add,Int.cast_one] using tent_floor_partition x | |
| /-- Actual Euclidean-plane product hats at a positive physical scale. -/ | |
| def hat (r : ℝ) (p : ℤ × ℤ) (x : ℂ) : ℝ := | |
| tent (x.re/r-p.1)*tent (x.im/r-p.2) | |
| lemma hat_nonneg (r : ℝ) (p : ℤ × ℤ) (x : ℂ) : 0 ≤ hat r p x := | |
| mul_nonneg (tent_nonneg _) (tent_nonneg _) | |
| lemma hat_le_one (r : ℝ) (p : ℤ × ℤ) (x : ℂ) : hat r p x ≤ 1 := by | |
| calc | |
| _ ≤ 1*1 := mul_le_mul (tent_le_one _) (tent_le_one _) (tent_nonneg _) (by norm_num) | |
| _ = _ := one_mul _ | |
| lemma continuous_hat (r : ℝ) (p : ℤ × ℤ) : Continuous (hat r p) := by | |
| unfold hat | |
| exact (lipschitz_tent.continuous.comp (by fun_prop)).mul | |
| (lipschitz_tent.continuous.comp (by fun_prop)) | |
| lemma summable_hat (r : ℝ) (x : ℂ) : Summable (fun p : ℤ × ℤ => hat r p x) := | |
| (summable_tent (x.re/r)).mul_of_nonneg (summable_tent (x.im/r)) | |
| (fun _ => tent_nonneg _) (fun _ => tent_nonneg _) | |
| theorem tsum_hat (r : ℝ) (x : ℂ) : (∑' p : ℤ × ℤ, hat r p x) = 1 := by | |
| rw [Summable.tsum_prod (summable_hat r x)] | |
| simp_rw [hat,tsum_mul_left,tsum_tent,mul_one] | |
| exact tsum_tent _ | |
| /-- One-dimensional refinement written with the actual interpolation weights. -/ | |
| lemma tent_half_integer {j : ℤ} (hj : j ∉ Finset.Icc (-1) 1) : tent ((j:ℝ)/2) = 0 := by | |
| apply tent_eq_zero_of_one_le | |
| simp only [Finset.mem_Icc,not_and_or,not_le] at hj | |
| rcases hj with hj|hj | |
| · have h : (j:ℝ) ≤ -2 := by exact_mod_cast (show j ≤ -2 by omega) | |
| rw [abs_of_nonpos (by linarith)] | |
| linarith | |
| · have h : (2:ℝ) ≤ j := by exact_mod_cast (show 2 ≤ j by omega) | |
| rw [abs_of_nonneg (by linarith)] | |
| linarith | |
| lemma tent_half_refine (x : ℝ) : | |
| tent (x/2) = ∑ j ∈ Finset.Icc (-1:ℤ) 1, tent ((j:ℝ)/2)*tent (x-j) := by | |
| rw [show Finset.Icc (-1:ℤ) 1 = {-1,0,1} by decide] | |
| simp only [Finset.sum_insert,Finset.sum_singleton,Finset.mem_insert, | |
| Finset.mem_singleton,Int.reduceEq,or_self,not_false_eq_true, | |
| Int.cast_neg,Int.cast_one,Int.cast_zero,sub_neg_eq_add,sub_zero] | |
| norm_num [tent] at ⊢ | |
| have h := tent_refine (x/2) | |
| unfold tent at h | |
| convert h using 1 | |
| ring_nf | |
| lemma tent_half_tsum_refine (x : ℝ) (p : ℤ) : | |
| tent (x/2-p) = ∑' j : ℤ, tent ((j:ℝ)/2-p)*tent (x-j) := by | |
| have heq : (∑' j : ℤ, tent ((j:ℝ)/2-p)*tent (x-j)) = | |
| ∑' j : ℤ, tent ((j:ℝ)/2)*tent ((x-2*p)-j) := by | |
| rw [← (Equiv.addRight (2*p)).tsum_eq] | |
| apply tsum_congr | |
| intro j | |
| simp only [Equiv.coe_addRight,Int.cast_add,Int.cast_mul,Int.cast_ofNat] | |
| congr 2 <;> ring | |
| rw [heq,tsum_eq_sum (s := Finset.Icc (-1:ℤ) 1)] | |
| · convert tent_half_refine (x-2*p) using 1 | |
| congr 1 | |
| ring | |
| · intro j hj | |
| rw [tent_half_integer hj,zero_mul] | |
| lemma summable_tent_weight (x : ℝ) (a : ℤ → ℝ) : | |
| Summable (fun j : ℤ => a j*tent (x-j)) := by | |
| apply summable_of_ne_finset_zero (s := {⌊x⌋,⌊x⌋+1}) | |
| intro j hj | |
| simp only [Finset.mem_insert,Finset.mem_singleton,not_or] at hj | |
| rw [tent_eq_zero_of_ne_floor hj.1 hj.2,mul_zero] | |
| /-- Positive interpolation coefficients, indexed by coarse and fine grid indices. -/ | |
| def step (p q : ℤ × ℤ) : ℝ := | |
| tent ((q.1:ℝ)/2-p.1)*tent ((q.2:ℝ)/2-p.2) | |
| lemma step_nonneg (p q : ℤ × ℤ) : 0 ≤ step p q := | |
| mul_nonneg (tent_nonneg _) (tent_nonneg _) | |
| lemma step_column (q : ℤ × ℤ) : (∑' p : ℤ × ℤ, step p q) = 1 := by | |
| calc | |
| _ = ∑' p, hat 1 p (((q.1:ℝ)/2 : ℂ)+((q.2:ℝ)/2 : ℂ)*Complex.I) := by | |
| apply tsum_congr | |
| intro p | |
| simp [step,hat] | |
| _ = 1 := tsum_hat _ _ | |
| lemma summable_step_hat (p : ℤ × ℤ) (r : ℝ) (x : ℂ) : | |
| Summable (fun q : ℤ × ℤ => step p q*hat r q x) := by | |
| have h1 := summable_tent_weight (x.re/r) (fun j => tent ((j:ℝ)/2-p.1)) | |
| have h2 := summable_tent_weight (x.im/r) (fun j => tent ((j:ℝ)/2-p.2)) | |
| convert h1.mul_of_nonneg h2 (fun j => mul_nonneg (tent_nonneg _) (tent_nonneg _)) | |
| (fun j => mul_nonneg (tent_nonneg _) (tent_nonneg _)) using 1 | |
| funext q | |
| simp only [step,hat] | |
| ring | |
| /-- Exact planar hat refinement; no grid truncation is hidden in the identity. -/ | |
| theorem hat_refine (r : ℝ) (p : ℤ × ℤ) (x : ℂ) : | |
| hat (2*r) p x = ∑' q : ℤ × ℤ, step p q*hat r q x := by | |
| rw [Summable.tsum_prod (summable_step_hat p r x)] | |
| have heq : (fun j : ℤ => ∑' k : ℤ, | |
| step p (j,k)*hat r (j,k) x) = fun j : ℤ => | |
| (tent ((j:ℝ)/2-p.1)*tent (x.re/r-j))* | |
| ∑' k : ℤ, tent ((k:ℝ)/2-p.2)*tent (x.im/r-k) := by | |
| funext j | |
| rw [← tsum_mul_left] | |
| apply tsum_congr | |
| intro k | |
| simp only [step,hat] | |
| ring | |
| rw [heq,tsum_mul_right,← tent_half_tsum_refine,← tent_half_tsum_refine] | |
| unfold hat | |
| congr 2 <;> ring | |
| end DyadicHats | |
| open MeasureTheory Set Metric | |
| open scoped ENNReal NNReal | |
| noncomputable section | |
| namespace PlanePotential | |
| lemma dim_complex : Module.finrank ℝ ℂ = 2 := Complex.finrank_real_complex | |
| lemma volume_real_unit_ball : volume.real (ball (0:ℂ) 1) = Real.pi := by | |
| rw [measureReal_def,Complex.volume_ball] | |
| simp | |
| lemma integral_radial (f : ℝ → ℝ) : | |
| (∫ x : ℂ, f ‖x‖) = 2*Real.pi * ∫ r in Ioi (0:ℝ), r*f r := by | |
| rw [integral_fun_norm_addHaar volume f] | |
| simp only [dim_complex,show (2:ℕ)-1=1 by rfl,pow_one,smul_eq_mul,volume_real_unit_ball, | |
| nsmul_eq_mul,Nat.cast_ofNat] | |
| ring | |
| lemma integrable_radial_iff (f : ℝ → ℝ) : | |
| Integrable (fun x : ℂ => f ‖x‖) ↔ IntegrableOn (fun r => r*f r) (Ioi (0:ℝ)) := by | |
| simpa only [dim_complex,show (2:ℕ)-1=1 by rfl,pow_one,smul_eq_mul] using | |
| integrable_fun_norm_addHaar (E := ℂ) volume (f := f) | |
| lemma radial_near_identity (a r : ℝ) {t : ℝ} (ht : 0 < t) : | |
| t * (Iio r).indicator (fun u : ℝ => u^a) t = (Ioo 0 r).indicator (fun u : ℝ => u^(a+1)) t := by | |
| by_cases htr : t < r | |
| · simp only [indicator_of_mem (show t ∈ Iio r from htr),indicator_of_mem (show t ∈ Ioo 0 r from ⟨ht,htr⟩)] | |
| rw [Real.rpow_add ht,Real.rpow_one,mul_comm] | |
| · simp only [indicator_of_notMem (show t ∉ Iio r from htr),indicator_of_notMem (show t ∉ Ioo 0 r by simp [htr]),mul_zero] | |
| lemma integrable_norm_rpow_near {a r : ℝ} (ha : -2 < a) (hr : 0 < r) : | |
| IntegrableOn (fun x : ℂ => ‖x‖^a) (ball 0 r) := by | |
| rw [integrableOn_fun_norm_addHaar volume (f := fun t : ℝ => t^a)] | |
| simp only [dim_complex,show (2:ℕ)-1=1 by rfl,pow_one,smul_eq_mul] | |
| have hi : IntegrableOn (fun t : ℝ => t^(a+1)) (Ioo 0 r) := | |
| (intervalIntegral.integrableOn_Ioo_rpow_iff hr).mpr (by linarith) | |
| apply hi.congr_fun _ measurableSet_Ioo | |
| intro t ht | |
| change t^(a+1) = t*t^a | |
| rw [Real.rpow_add ht.1,Real.rpow_one,mul_comm] | |
| /-- Exact planar singular-kernel integral; the center point is not excluded by | |
| an unproved integrability convention. -/ | |
| theorem integral_norm_rpow_near {a r : ℝ} (ha : -2 < a) (hr : 0 < r) : | |
| (∫ x in ball (0:ℂ) r, ‖x‖^a) = 2*Real.pi * (r^(a+2)/(a+2)) := by | |
| have heq : (ball (0:ℂ) r).indicator (fun x => ‖x‖^a) = | |
| fun x : ℂ => (Iio r).indicator (fun t : ℝ => t^a) ‖x‖ := by | |
| funext x | |
| by_cases hx : ‖x‖ < r <;> simp [indicator,hx] | |
| rw [← integral_indicator measurableSet_ball,heq,integral_radial] | |
| have hinner : (∫ t in Ioi (0:ℝ), t*(Iio r).indicator (fun u : ℝ => u^a) t) = | |
| ∫ t in Ioo 0 r, t^(a+1) := by | |
| rw [setIntegral_congr_fun measurableSet_Ioi (fun t ht => radial_near_identity a r ht)] | |
| rw [integral_indicator measurableSet_Ioo,Measure.restrict_restrict measurableSet_Ioo, | |
| inter_eq_left.mpr (Ioo_subset_Ioi_self)] | |
| rw [hinner,← integral_Ioc_eq_integral_Ioo,← intervalIntegral.integral_of_le hr.le, | |
| integral_rpow (Or.inl (by linarith : -1 < a+1))] | |
| rw [show a+1+1=a+2 by ring,Real.zero_rpow (by linarith : a+2 ≠ 0),sub_zero] | |
| lemma radial_far_identity (a r : ℝ) {t : ℝ} (ht : 0 < t) : | |
| t*(Ioi r).indicator (fun u : ℝ => u^a) t = (Ioi r).indicator (fun u : ℝ => u^(a+1)) t := by | |
| by_cases htr : r < t | |
| · simp only [indicator_of_mem (show t ∈ Ioi r from htr)] | |
| rw [Real.rpow_add ht,Real.rpow_one,mul_comm] | |
| · simp only [indicator_of_notMem (show t ∉ Ioi r from htr),mul_zero] | |
| lemma integrable_norm_rpow_far {a r : ℝ} (ha : a < -2) (hr : 0 < r) : | |
| IntegrableOn (fun x : ℂ => ‖x‖^a) {x | r < ‖x‖} := by | |
| rw [← integrable_indicator_iff (measurableSet_lt measurable_const measurable_norm)] | |
| have heq : ({x : ℂ | r < ‖x‖}).indicator (fun x => ‖x‖^a) = | |
| fun x : ℂ => (Ioi r).indicator (fun t : ℝ => t^a) ‖x‖ := by rfl | |
| rw [heq,integrable_radial_iff] | |
| have hi : IntegrableOn (fun t : ℝ => t^(a+1)) (Ioi r) := | |
| integrableOn_Ioi_rpow_of_lt (by linarith) hr | |
| have hi' : Integrable ((Ioi r).indicator (fun t : ℝ => t^(a+1))) := | |
| (integrable_indicator_iff measurableSet_Ioi).mpr hi | |
| apply hi'.integrableOn.congr_fun _ measurableSet_Ioi | |
| intro t ht | |
| exact (radial_far_identity a r ht).symm | |
| theorem integral_norm_rpow_far {a r : ℝ} (ha : a < -2) (hr : 0 < r) : | |
| (∫ x : ℂ in {x | r < ‖x‖}, ‖x‖^a) = 2*Real.pi * (-r^(a+2)/(a+2)) := by | |
| have heq : ({x : ℂ | r < ‖x‖}).indicator (fun x => ‖x‖^a) = | |
| fun x : ℂ => (Ioi r).indicator (fun t : ℝ => t^a) ‖x‖ := by rfl | |
| rw [← integral_indicator (measurableSet_lt measurable_const measurable_norm),heq,integral_radial] | |
| rw [setIntegral_congr_fun measurableSet_Ioi (fun t ht => radial_far_identity a r ht)] | |
| rw [integral_indicator measurableSet_Ioi,Measure.restrict_restrict measurableSet_Ioi, | |
| inter_eq_left.mpr (Ioi_subset_Ioi hr.le),integral_Ioi_rpow_of_lt (by linarith : a+1 < -1) hr] | |
| congr 2 | |
| rw [show a+1+1 = a+2 by ring] | |
| ring | |
| end PlanePotential | |
| open MeasureTheory Set | |
| open scoped ENNReal NNReal | |
| noncomputable section | |
| namespace PlanePotential | |
| /-- Hölder followed by Tonelli gives the integral-kernel Minkowski estimate at | |
| p=3/2. Both measures and the actual joint kernel remain explicit. -/ | |
| theorem kernel_lp_three_halves {α β : Type*} [MeasurableSpace α] [MeasurableSpace β] | |
| (μ : Measure α) (ν : Measure β) [SFinite μ] [SFinite ν] | |
| {K : α × β → ℝ≥0∞} (hK : Measurable K) {C : ℝ≥0∞} | |
| (hC : ∀ y, (∫⁻ x, (K (x,y))^(3/2:ℝ) ∂μ) ≤ C^(3/2:ℝ)) : | |
| (∫⁻ x, (∫⁻ y, K (x,y) ∂ν)^(3/2:ℝ) ∂μ) ≤ (C*ν univ)^(3/2:ℝ) := by | |
| have hpq : Real.HolderConjugate (3/2) 3 := by | |
| rw [Real.holderConjugate_iff] | |
| norm_num | |
| have hpoint (x : α) : (∫⁻ y, K (x,y) ∂ν)^(3/2:ℝ) ≤ | |
| (∫⁻ y, K (x,y)^(3/2:ℝ) ∂ν)*(ν univ)^(1/2:ℝ) := by | |
| have h := ENNReal.lintegral_mul_le_Lp_mul_Lq ν hpq (f := fun y => K (x,y)) (g := fun _ => 1) | |
| ((hK.comp (measurable_const.prodMk measurable_id)).aemeasurable) | |
| (aemeasurable_const (b := (1:ℝ≥0∞))) | |
| simp only [Pi.mul_apply,mul_one,ENNReal.one_rpow,lintegral_const,one_mul] at h | |
| have h' := ENNReal.rpow_le_rpow h (by norm_num : (0:ℝ) ≤ 3/2) | |
| simpa only [ENNReal.mul_rpow_of_nonneg _ _ (by norm_num : (0:ℝ) ≤ 3/2),← ENNReal.rpow_mul, | |
| show (1/(3/2:ℝ))*(3/2)=1 by norm_num, | |
| show (1/(3:ℝ))*(3/2)=1/2 by norm_num,ENNReal.rpow_one,one_mul] using h' | |
| calc | |
| _ ≤ ∫⁻ x, (∫⁻ y, K (x,y)^(3/2:ℝ) ∂ν)*(ν univ)^(1/2:ℝ) ∂μ := | |
| lintegral_mono (fun x => hpoint x) | |
| _ = (∫⁻ y, ∫⁻ x, K (x,y)^(3/2:ℝ) ∂μ ∂ν)*(ν univ)^(1/2:ℝ) := by | |
| rw [lintegral_mul_const _ (hK.pow_const _).lintegral_prod_right, | |
| lintegral_lintegral_swap (hK.pow_const _).aemeasurable] | |
| _ ≤ (C^(3/2:ℝ)*ν univ)*(ν univ)^(1/2:ℝ) := by | |
| apply mul_le_mul_left | |
| exact (lintegral_mono hC).trans_eq (lintegral_const _) | |
| _ = _ := by | |
| rw [ENNReal.mul_rpow_of_nonneg _ _ (by norm_num : (0:ℝ) ≤ 3/2),mul_assoc] | |
| congr 1 | |
| calc | |
| _ = (ν univ)^(1:ℝ)*(ν univ)^(1/2:ℝ) := by rw [ENNReal.rpow_one] | |
| _ = (ν univ)^((1:ℝ)+1/2) := (ENNReal.rpow_add_of_nonneg 1 (1/2) (by norm_num) (by norm_num)).symm | |
| _ = _ := by norm_num | |
| end PlanePotential | |
| open Finset | |
| open scoped RealInnerProductSpace | |
| noncomputable section | |
| namespace FiniteLabels | |
| variable {ι κ : Type*} [Fintype ι] [Fintype κ] | |
| structure Law (ι : Type*) [Fintype ι] where | |
| mass : ι → ℝ | |
| nonneg : ∀ i, 0 ≤ mass i | |
| total : ∑ i, mass i = 1 | |
| instance : CoeFun (Law ι) (fun _ => ι → ℝ) := ⟨Law.mass⟩ | |
| def delta [DecidableEq ι] (i : ι) : Law ι where | |
| mass j := if j=i then 1 else 0 | |
| nonneg j := by split_ifs <;> norm_num | |
| total := by simp | |
| lemma law_le_one (μ : Law ι) (i : ι) : μ i ≤ 1 := by | |
| rw [← μ.total] | |
| exact single_le_sum (fun j _ => μ.nonneg j) (mem_univ i) | |
| def move (μ : Law ι) (P : ι → Law κ) : Law κ where | |
| mass j := ∑ i, μ i*P i j | |
| nonneg j := sum_nonneg fun i _ => mul_nonneg (μ.nonneg i) ((P i).nonneg j) | |
| total := by | |
| rw [sum_comm] | |
| simp_rw [← mul_sum,(P _).total,mul_one] | |
| exact μ.total | |
| lemma move_apply (μ : Law ι) (P : ι → Law κ) (j : κ) : | |
| move μ P j = ∑ i, μ i*P i j := rfl | |
| def l1dist (a b : ι → ℝ) : ℝ := ∑ i, |a i-b i| | |
| lemma l1dist_nonneg (a b : ι → ℝ) : 0 ≤ l1dist a b := sum_nonneg (fun _ _ => abs_nonneg _) | |
| lemma l1dist_triangle (a b c : ι → ℝ) : l1dist a c ≤ l1dist a b+l1dist b c := by | |
| unfold l1dist | |
| rw [← sum_add_distrib] | |
| exact sum_le_sum fun i _ => abs_sub_le (a i) (b i) (c i) | |
| /-- Stochastic matrices contract the l1 norm of every signed row difference. -/ | |
| theorem move_contract (μ ν : Law ι) (P : ι → Law κ) : | |
| l1dist (move μ P) (move ν P) ≤ l1dist μ ν := by | |
| unfold l1dist | |
| calc | |
| _ = ∑ j, |∑ i, (μ i-ν i)*P i j| := by | |
| apply sum_congr rfl | |
| intro j _ | |
| congr 1 | |
| simp only [move_apply,sub_mul,sum_sub_distrib] | |
| _ ≤ ∑ j, ∑ i, |μ i-ν i| *P i j := by | |
| apply sum_le_sum | |
| intro j _ | |
| calc | |
| _ ≤ ∑ i, |(μ i-ν i)*P i j| := abs_sum_le_sum_abs _ _ | |
| _ = _ := by simp only [abs_mul,abs_of_nonneg ((P _).nonneg _)] | |
| _ = _ := by | |
| rw [sum_comm] | |
| simp_rw [← mul_sum,(P _).total,mul_one] | |
| lemma move_rows (μ : Law ι) (P Q : ι → Law κ) : | |
| l1dist (move μ P) (move μ Q) ≤ ∑ i, μ i*l1dist (P i) (Q i) := by | |
| unfold l1dist | |
| calc | |
| _ = ∑ j, |∑ i, μ i*(P i j-Q i j)| := by | |
| apply sum_congr rfl | |
| intro j _ | |
| congr 1 | |
| simp only [move_apply,mul_sub,sum_sub_distrib] | |
| _ ≤ ∑ j, ∑ i, μ i*|P i j-Q i j| := by | |
| apply sum_le_sum | |
| intro j _ | |
| calc | |
| _ ≤ ∑ i, |μ i*(P i j-Q i j)| := abs_sum_le_sum_abs _ _ | |
| _ = _ := by simp only [abs_mul,abs_of_nonneg (μ.nonneg _)] | |
| _ = _ := by rw [sum_comm]; simp_rw [mul_sum] | |
| lemma move_compare (μ ν : Law ι) (P Q : ι → Law κ) : | |
| l1dist (move μ P) (move ν Q) ≤ l1dist μ ν+∑ i, ν i*l1dist (P i) (Q i) := by | |
| exact (l1dist_triangle _ (move ν P) _).trans (add_le_add (move_contract μ ν P) (move_rows ν P Q)) | |
| lemma expectation_difference (μ ν : Law ι) {a : ι → ℝ} {C : ℝ} | |
| (ha : ∀ i, |a i| ≤ C) : | |
| |(∑ i, μ i*a i)-(∑ i, ν i*a i)| ≤ C*l1dist μ ν := by | |
| rw [← sum_sub_distrib] | |
| simp_rw [← sub_mul] | |
| calc | |
| _ ≤ ∑ i, |(μ i-ν i)*a i| := abs_sum_le_sum_abs _ _ | |
| _ ≤ ∑ i, C*|μ i-ν i| := sum_le_sum fun i _ => by | |
| rw [abs_mul,mul_comm C] | |
| exact mul_le_mul_of_nonneg_left (ha i) (abs_nonneg _) | |
| _ = _ := by rw [← mul_sum]; rfl | |
| def switchRow [DecidableEq ι] (old : ι) (sample : Law κ) (target : κ → ι) | |
| (p : κ → ℝ) (hp0 : ∀ z, 0 ≤ p z) (hp1 : ∀ z, p z ≤ 1) : Law ι where | |
| mass j := (1-∑ z, sample z*p z)*(delta old j)+∑ z, sample z*p z*(delta (target z) j) | |
| nonneg j := by | |
| apply add_nonneg | |
| · apply mul_nonneg _ ((delta old).nonneg j) | |
| apply sub_nonneg.mpr | |
| calc | |
| _ ≤ ∑ z, sample z*1 := sum_le_sum fun z _ => mul_le_mul_of_nonneg_left (hp1 z) (sample.nonneg z) | |
| _ = 1 := by simp only [mul_one]; exact sample.total | |
| · exact sum_nonneg fun z _ => mul_nonneg (mul_nonneg (sample.nonneg z) (hp0 z)) ((delta _).nonneg j) | |
| total := by | |
| rw [sum_add_distrib,← mul_sum,(delta old).total,sum_comm] | |
| simp_rw [← mul_sum,(delta _).total,mul_one] | |
| ring | |
| lemma switchRow_formula [DecidableEq ι] (old : ι) (sample : Law κ) (target : κ → ι) | |
| (p : κ → ℝ) (hp0 : ∀ z, 0 ≤ p z) (hp1 : ∀ z, p z ≤ 1) (j : ι) : | |
| switchRow old sample target p hp0 hp1 j = | |
| delta old j+∑ z, sample z*p z*(delta (target z) j-delta old j) := by | |
| change (_-_) * _ + _ = _ | |
| simp only [mul_sub,sum_sub_distrib,← sum_mul] | |
| ring | |
| lemma delta_distance [DecidableEq ι] (i j : ι) : l1dist (delta i) (delta j) ≤ 2 := by | |
| unfold l1dist | |
| calc | |
| _ ≤ ∑ k, (delta i k+delta j k) := sum_le_sum fun k _ => by | |
| exact abs_sub_le_iff.mpr ⟨by linarith [(delta j).nonneg k],by linarith [(delta i).nonneg k]⟩ | |
| _ = 2 := by rw [sum_add_distrib,(delta i).total,(delta j).total]; norm_num | |
| /-- The row difference is paid by the actual switched mass, not by a bare | |
| Lipschitz constant. This is essential to the spatial comparison argument. -/ | |
| theorem switchRow_distance [DecidableEq ι] (old : ι) (sample sample' : Law κ) | |
| (target : κ → ι) (p : κ → ℝ) (hp0 : ∀ z, 0 ≤ p z) (hp1 : ∀ z, p z ≤ 1) : | |
| l1dist (switchRow old sample target p hp0 hp1) (switchRow old sample' target p hp0 hp1) | |
| ≤ 2*∑ z, |sample z-sample' z| *p z := by | |
| unfold l1dist | |
| simp_rw [switchRow_formula,add_sub_add_left_eq_sub,← sum_sub_distrib] | |
| calc | |
| _ = ∑ j, |∑ z, (sample z-sample' z)*p z*(delta (target z) j-delta old j)| := by | |
| apply sum_congr rfl | |
| intro j _ | |
| congr 1 | |
| apply sum_congr rfl | |
| intro z _ | |
| ring | |
| _ ≤ ∑ j, ∑ z, |sample z-sample' z| *p z*|delta (target z) j-delta old j| := by | |
| apply sum_le_sum | |
| intro j _ | |
| calc | |
| _ ≤ ∑ z, |(sample z-sample' z)*p z*(delta (target z) j-delta old j)| := abs_sum_le_sum_abs _ _ | |
| _ = _ := by simp only [abs_mul,abs_of_nonneg (hp0 _)] | |
| _ = ∑ z, (|sample z-sample' z| *p z)*l1dist (delta (target z)) (delta old) := by | |
| rw [sum_comm] | |
| simp only [l1dist,mul_sum] | |
| _ ≤ ∑ z, (|sample z-sample' z| *p z)*2 := sum_le_sum fun z _ => | |
| mul_le_mul_of_nonneg_left (delta_distance _ _) (mul_nonneg (abs_nonneg _) (hp0 z)) | |
| _ = _ := by rw [← sum_mul,mul_comm] | |
| end FiniteLabels | |
| open MeasureTheory Set Metric | |
| open scoped ENNReal NNReal Topology | |
| noncomputable section | |
| namespace PlanePotential | |
| def greenScalar (ψ : ℂ → ℝ) (x y : ℂ) : ℝ := | |
| ∫ t in Ioc (0:ℝ) 1, ψ (x+t⁻¹ • (y-x))*t^(-3:ℝ) | |
| def green (ψ : ℂ → ℝ) (x y : ℂ) : ℂ := -greenScalar ψ x y • (y-x) | |
| lemma segment_support {ψ : ℂ → ℝ} {R X : ℝ} | |
| (hψ : ∀ z, ψ z ≠ 0 → ‖z‖ ≤ R) {x y : ℂ} (hx : ‖x‖ ≤ X) | |
| {t : ℝ} (ht : 0 < t) (hn : ψ (x+t⁻¹ • (y-x)) ≠ 0) : | |
| ‖y-x‖ ≤ t*(R+X) := by | |
| have heq : y-x = t • ((x+t⁻¹ • (y-x))-x) := by | |
| simp [ht.ne'] | |
| calc | |
| ‖y-x‖ = t*‖(x+t⁻¹ • (y-x))-x‖ := by | |
| conv_lhs => rw [heq] | |
| rw [norm_smul,Real.norm_eq_abs,abs_of_pos ht] | |
| _ ≤ t*(‖x+t⁻¹ • (y-x)‖+‖x‖) := | |
| mul_le_mul_of_nonneg_left (norm_sub_le _ _) ht.le | |
| _ ≤ t*(R+X) := mul_le_mul_of_nonneg_left (add_le_add (hψ _ hn) hx) ht.le | |
| lemma integrable_power_cutoff {q δ B : ℝ} (hq : q < -1) (hδ : 0 < δ) : | |
| Integrable ((Ioi δ).indicator (fun t : ℝ => B*t^q)) := by | |
| apply (integrable_indicator_iff measurableSet_Ioi).mpr | |
| exact (integrableOn_Ioi_rpow_of_lt hq hδ).const_mul B | |
| lemma integral_power_cutoff {q δ B : ℝ} (hq : q < -1) (hδ : 0 < δ) : | |
| (∫ t : ℝ, (Ioi δ).indicator (fun t : ℝ => B*t^q) t) = B*(-δ^(q+1)/(q+1)) := by | |
| rw [integral_indicator measurableSet_Ioi,integral_const_mul,integral_Ioi_rpow_of_lt hq hδ] | |
| /-- A singular segment integral is genuinely integrable because of its geometric | |
| lower cutoff. The bound retains the exact power, rather than a supremum times 1. -/ | |
| lemma singular_integral_bound {F : ℝ → ℝ} (hFm : Measurable F) | |
| {q δ B : ℝ} (hq : q < -1) (hδ : 0 < δ) (hB : 0 ≤ B) | |
| (hzero : ∀ t ∈ Ioc (0:ℝ) 1, t < δ → F t = 0) | |
| (hbound : ∀ t ∈ Ioc (0:ℝ) 1, |F t| ≤ B*t^q) : | |
| IntegrableOn F (Ioc (0:ℝ) 1) ∧ | |
| |∫ t in Ioc (0:ℝ) 1, F t| ≤ B*(-(δ/2)^(q+1)/(q+1)) := by | |
| let H := (Ioi (δ/2)).indicator (fun t : ℝ => B*t^q) | |
| have hH : Integrable H := integrable_power_cutoff hq (by linarith) | |
| have hH0 (t : ℝ) : 0 ≤ H t := by | |
| unfold H | |
| apply indicator_nonneg | |
| intro t ht | |
| exact mul_nonneg hB (Real.rpow_nonneg (by change δ/2 < t at ht; linarith) _) | |
| have hle : ∀ t ∈ Ioc (0:ℝ) 1, |F t| ≤ H t := by | |
| intro t ht | |
| by_cases hd : t < δ | |
| · rw [hzero t ht hd] | |
| simpa only [abs_zero] using hH0 t | |
| · have htδ : t ∈ Ioi (δ/2) := by change δ/2 < t; linarith | |
| change |F t| ≤ (Ioi (δ/2)).indicator (fun t : ℝ => B*t^q) t | |
| rw [indicator_of_mem htδ] | |
| exact hbound t ht | |
| have hFi : IntegrableOn F (Ioc (0:ℝ) 1) := by | |
| apply hH.integrableOn.mono' hFm.aestronglyMeasurable | |
| filter_upwards [ae_restrict_mem measurableSet_Ioc] with t ht | |
| simpa only [Real.norm_eq_abs] using hle t ht | |
| refine ⟨hFi,?_⟩ | |
| calc | |
| _ ≤ ∫ t in Ioc (0:ℝ) 1, |F t| := abs_integral_le_integral_abs | |
| _ ≤ ∫ t in Ioc (0:ℝ) 1, H t := integral_mono_ae hFi.abs hH.integrableOn (by | |
| filter_upwards [ae_restrict_mem measurableSet_Ioc] with t ht using hle t ht) | |
| _ ≤ ∫ t, H t := integral_mono_measure Measure.restrict_le_self (ae_of_all _ hH0) hH | |
| _ = _ := integral_power_cutoff hq (by linarith) | |
| lemma greenScalar_measurable (ψ : ℂ → ℝ) (hψ : Measurable ψ) : | |
| Measurable (fun p : ℂ × ℂ => greenScalar ψ p.1 p.2) := by | |
| unfold greenScalar | |
| apply StronglyMeasurable.measurable | |
| apply StronglyMeasurable.integral_prod_right | |
| have harg : Measurable (fun p : (ℂ × ℂ) × ℝ => p.1.1+p.2⁻¹ • (p.1.2-p.1.1)) := by measurability | |
| exact ((hψ.comp harg).mul (measurable_snd.pow_const _)).stronglyMeasurable | |
| lemma green_measurable (ψ : ℂ → ℝ) (hψ : Measurable ψ) : | |
| Measurable (fun p : ℂ × ℂ => green ψ p.1 p.2) := by | |
| exact (greenScalar_measurable ψ hψ).neg.smul (measurable_snd.sub measurable_fst) | |
| /-- Quantitative kernel size on every observation ball, with an explicit constant. -/ | |
| theorem green_norm_bound {ψ : ℂ → ℝ} (hψm : Measurable ψ) {R X B : ℝ} | |
| (hψs : ∀ z, ψ z ≠ 0 → ‖z‖ ≤ R) (hψB : ∀ z, |ψ z| ≤ B) | |
| (hM : 0 < R+X) (hB : 0 ≤ B) {x y : ℂ} (hx : ‖x‖ ≤ X) (hxy : y ≠ x) : | |
| ‖green ψ x y‖ ≤ 2*B*(R+X)^2/‖y-x‖ := by | |
| have hd : 0 < ‖y-x‖ := norm_pos_iff.mpr (sub_ne_zero.mpr hxy) | |
| let δ := ‖y-x‖/(R+X) | |
| have hδ : 0 < δ := div_pos hd hM | |
| have hFm : Measurable (fun t : ℝ => ψ (x+t⁻¹ • (y-x))*t^(-3:ℝ)) := by | |
| apply Measurable.mul | |
| · apply hψm.comp | |
| measurability | |
| · exact measurable_id.pow_const _ | |
| have hzero : ∀ t ∈ Ioc (0:ℝ) 1, t < δ → ψ (x+t⁻¹ • (y-x))*t^(-3:ℝ) = 0 := by | |
| intro t ht hlt | |
| have hψ0 : ψ (x+t⁻¹ • (y-x)) = 0 := by | |
| by_contra hn | |
| have hs := segment_support hψs hx ht.1 hn | |
| have : t*(R+X) < ‖y-x‖ := (lt_div_iff₀ hM).mp hlt | |
| linarith | |
| rw [hψ0,zero_mul] | |
| have hb : ∀ t ∈ Ioc (0:ℝ) 1, | |
| |ψ (x+t⁻¹ • (y-x))*t^(-3:ℝ)| ≤ B*t^(-3:ℝ) := by | |
| intro t ht | |
| rw [abs_mul,abs_of_nonneg (Real.rpow_nonneg ht.1.le _)] | |
| exact mul_le_mul_of_nonneg_right (hψB _) (Real.rpow_nonneg ht.1.le _) | |
| have h := (singular_integral_bound hFm (by norm_num : (-3:ℝ) < -1) hδ hB hzero hb).2 | |
| change |greenScalar ψ x y| ≤ _ at h | |
| have hrpow : (δ/2)^((-3:ℝ)+1) = (δ/2)^(-2:ℤ) := by norm_num [Real.rpow_intCast] | |
| rw [hrpow,zpow_neg,zpow_ofNat] at h | |
| have hs : |greenScalar ψ x y| ≤ 2*B*(R+X)^2/‖y-x‖^2 := by | |
| convert h using 1 | |
| dsimp [δ] | |
| field_simp | |
| ring | |
| rw [green,norm_smul,Real.norm_eq_abs,abs_neg] | |
| calc | |
| _ ≤ (2*B*(R+X)^2/‖y-x‖^2)*‖y-x‖ := mul_le_mul_of_nonneg_right hs hd.le | |
| _ = _ := by field_simp | |
| lemma segment_integrand_measurable {ψ : ℂ → ℝ} (hψ : Measurable ψ) (x y : ℂ) : | |
| Measurable (fun t : ℝ => ψ (x+t⁻¹ • (y-x))*t^(-3:ℝ)) := by | |
| apply Measurable.mul | |
| · apply hψ.comp | |
| measurability | |
| · exact measurable_id.pow_const _ | |
| lemma scalar_data {ψ : ℂ → ℝ} (hψm : Measurable ψ) {R X B δ : ℝ} | |
| (hψs : ∀ z, ψ z ≠ 0 → ‖z‖ ≤ R) (hψB : ∀ z, |ψ z| ≤ B) | |
| (hM : 0 < R+X) (hB : 0 ≤ B) (hδ : 0 < δ) | |
| {x y : ℂ} (hx : ‖x‖ ≤ X) (hd : δ*(R+X) ≤ ‖y-x‖) : | |
| IntegrableOn (fun t : ℝ => ψ (x+t⁻¹ • (y-x))*t^(-3:ℝ)) (Ioc (0:ℝ) 1) ∧ | |
| |greenScalar ψ x y| ≤ 2*B/δ^2 := by | |
| have hz : ∀ t ∈ Ioc (0:ℝ) 1, t < δ → ψ (x+t⁻¹ • (y-x))*t^(-3:ℝ) = 0 := by | |
| intro t ht hlt | |
| have : ψ (x+t⁻¹ • (y-x)) = 0 := by | |
| by_contra hn | |
| have hs := segment_support hψs hx ht.1 hn | |
| have := mul_lt_mul_of_pos_right hlt hM | |
| linarith | |
| rw [this,zero_mul] | |
| have hb : ∀ t ∈ Ioc (0:ℝ) 1, | |
| |ψ (x+t⁻¹ • (y-x))*t^(-3:ℝ)| ≤ B*t^(-3:ℝ) := by | |
| intro t ht | |
| rw [abs_mul,abs_of_nonneg (Real.rpow_nonneg ht.1.le _)] | |
| exact mul_le_mul_of_nonneg_right (hψB _) (Real.rpow_nonneg ht.1.le _) | |
| obtain ⟨hi,h⟩ := singular_integral_bound (segment_integrand_measurable hψm x y) | |
| (by norm_num : (-3:ℝ) < -1) hδ hB hz hb | |
| refine ⟨hi, h.trans_eq ?_⟩ | |
| rw [show (-3:ℝ)+1 = -2 by norm_num, show (δ/2)^(-2:ℝ) = (δ/2)^(-2:ℤ) by norm_num [Real.rpow_intCast],zpow_neg,zpow_ofNat] | |
| norm_num | |
| field_simp | |
| /-- A difference bound proves the needed cancellation estimate without hiding | |
| any differentiation under the singular integral. -/ | |
| theorem green_difference_bound {ψ : ℂ → ℝ} (hψm : Measurable ψ) {R X B L : ℝ} | |
| (hψs : ∀ z, ψ z ≠ 0 → ‖z‖ ≤ R) (hψB : ∀ z, |ψ z| ≤ B) | |
| (hψL : ∀ u v, |ψ u-ψ v| ≤ L*‖u-v‖) | |
| (hM : 0 < R+X) (hB : 0 ≤ B) (hL : 0 ≤ L) | |
| {x y z : ℂ} (hx : ‖x‖ ≤ X) (hzx : z ≠ x) (hyz : ‖y-z‖ ≤ ‖z-x‖/2) : | |
| ‖green ψ x y-green ψ x z‖ ≤ | |
| (8*B*(R+X)^2+(64/3:ℝ)*L*(R+X)^3)*‖y-z‖/‖z-x‖^2 := by | |
| let d := ‖z-x‖ | |
| let a := ‖y-z‖ | |
| let M := R+X | |
| let δ := d/(2*M) | |
| have hd : 0 < d := norm_pos_iff.mpr (sub_ne_zero.mpr hzx) | |
| have ha : 0 ≤ a := norm_nonneg _ | |
| have hδ : 0 < δ := div_pos hd (mul_pos (by norm_num) hM) | |
| have hnear : d/2 ≤ ‖y-x‖ := by | |
| have ht := norm_sub_le_norm_sub_add_norm_sub z y x | |
| rw [norm_sub_rev z y] at ht | |
| dsimp [d] at * | |
| linarith | |
| have hcut : δ*M = d/2 := by dsimp [δ]; field_simp [show M ≠ 0 from hM.ne'] | |
| have hdy : δ*(R+X) ≤ ‖y-x‖ := by change δ*M ≤ _; rw [hcut]; exact hnear | |
| have hdz : δ*(R+X) ≤ ‖z-x‖ := by change δ*M ≤ d; rw [hcut]; linarith | |
| obtain ⟨hIy,hKy⟩ := scalar_data hψm hψs hψB hM hB hδ hx hdy | |
| obtain ⟨hIz,_⟩ := scalar_data hψm hψs hψB hM hB hδ hx hdz | |
| let F := fun t : ℝ => (ψ (x+t⁻¹ • (y-x))-ψ (x+t⁻¹ • (z-x)))*t^(-3:ℝ) | |
| have hFm : Measurable F := by | |
| change Measurable (fun t : ℝ => _) | |
| have hm (v : ℂ) : Measurable (fun t : ℝ => ψ (x+t⁻¹ • (v-x))) := by | |
| apply hψm.comp | |
| measurability | |
| exact ((hm y).sub (hm z)).mul (measurable_id.pow_const _) | |
| have hzero : ∀ t ∈ Ioc (0:ℝ) 1, t < δ → F t = 0 := by | |
| intro t ht htδ | |
| have h0 (v : ℂ) (hv : δ*M ≤ ‖v-x‖) : ψ (x+t⁻¹ • (v-x)) = 0 := by | |
| by_contra hn | |
| have hs := segment_support hψs hx ht.1 hn | |
| have := mul_lt_mul_of_pos_right htδ hM | |
| dsimp [M] at hv | |
| linarith | |
| change (ψ (x+t⁻¹ • (y-x))-ψ (x+t⁻¹ • (z-x)))*t^(-3:ℝ) = 0 | |
| rw [h0 y hdy,h0 z hdz,sub_self,zero_mul] | |
| have hbound : ∀ t ∈ Ioc (0:ℝ) 1, |F t| ≤ (L*a)*t^(-4:ℝ) := by | |
| intro t ht | |
| have harg : (x+t⁻¹ • (y-x))-(x+t⁻¹ • (z-x)) = t⁻¹ • (y-z) := by module | |
| have hLip := hψL (x+t⁻¹ • (y-x)) (x+t⁻¹ • (z-x)) | |
| rw [harg,norm_smul,Real.norm_eq_abs,abs_of_pos (inv_pos.mpr ht.1)] at hLip | |
| calc | |
| |F t| = |ψ (x+t⁻¹ • (y-x))-ψ (x+t⁻¹ • (z-x))| *t^(-3:ℝ) := by | |
| change |(ψ (x+t⁻¹ • (y-x))-ψ (x+t⁻¹ • (z-x)))*t^(-3:ℝ)| = _ | |
| rw [abs_mul,abs_of_nonneg (Real.rpow_nonneg ht.1.le _)] | |
| _ ≤ (L*(t⁻¹*a))*t^(-3:ℝ) := mul_le_mul_of_nonneg_right hLip (Real.rpow_nonneg ht.1.le _) | |
| _ = (L*a)*t^(-4:ℝ) := by | |
| rw [← Real.rpow_neg_one t] | |
| calc | |
| _ = (L*a)*(t^(-1:ℝ)*t^(-3:ℝ)) := by ring | |
| _ = _ := by rw [← Real.rpow_add ht.1]; norm_num | |
| have hdiff := (singular_integral_bound hFm (by norm_num : (-4:ℝ) < -1) | |
| hδ (mul_nonneg hL ha) hzero hbound).2 | |
| have hIF : (∫ t in Ioc (0:ℝ) 1, F t) = greenScalar ψ x y-greenScalar ψ x z := by | |
| simp only [F,sub_mul,greenScalar] | |
| exact integral_sub hIy hIz | |
| rw [hIF] at hdiff | |
| have hKd : |greenScalar ψ x y-greenScalar ψ x z| ≤ (64/3:ℝ)*L*a*M^3/d^3 := by | |
| refine hdiff.trans_eq ?_ | |
| rw [show (-4:ℝ)+1 = -3 by norm_num, show (δ/2)^(-3:ℝ) = (δ/2)^(-3:ℤ) by norm_num [Real.rpow_intCast],zpow_neg,zpow_ofNat] | |
| dsimp [δ] | |
| field_simp | |
| ring | |
| have hKy' : |greenScalar ψ x y| ≤ 8*B*M^2/d^2 := by | |
| refine hKy.trans_eq ?_ | |
| dsimp [δ] | |
| field_simp | |
| ring | |
| have heq : green ψ x y-green ψ x z = | |
| (-greenScalar ψ x y) • (y-z) - (greenScalar ψ x y-greenScalar ψ x z) • (z-x) := by | |
| unfold green | |
| module | |
| rw [heq] | |
| calc | |
| _ ≤ ‖(-greenScalar ψ x y) • (y-z)‖ + | |
| ‖(greenScalar ψ x y-greenScalar ψ x z) • (z-x)‖ := norm_sub_le _ _ | |
| _ = |greenScalar ψ x y| *a + |greenScalar ψ x y-greenScalar ψ x z| *d := by | |
| simp only [norm_smul,Real.norm_eq_abs,abs_neg,a,d] | |
| _ ≤ (8*B*M^2/d^2)*a + ((64/3:ℝ)*L*a*M^3/d^3)*d := | |
| add_le_add (mul_le_mul_of_nonneg_right hKy' ha) (mul_le_mul_of_nonneg_right hKd hd.le) | |
| _ = _ := by change _ = (8*B*M^2+(64/3:ℝ)*L*M^3)*a/d^2; field_simp | |
| end PlanePotential | |
| open MeasureTheory Set | |
| open scoped ENNReal NNReal RealInnerProductSpace | |
| noncomputable section | |
| namespace VectorRefinement | |
| /-- Exact quadratic defect of a positive vector refinement, including zero parent mass. -/ | |
| theorem quadratic_defect {ι E : Type*} [Fintype ι] | |
| [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| (w a : ι → ℝ) (θ : ι → E) (n : E) (A : ℝ) | |
| (hn : ‖n‖ = 1) (hθ : ∀ i, ‖θ i‖ = 1) | |
| (href : A • n = ∑ i, (w i*a i) • θ i) : | |
| (∑ i, w i*a i)-A = (1/2:ℝ)*∑ i, w i*a i*‖θ i-n‖^2 := by | |
| have hinner : A = ∑ i, w i*a i*⟪θ i,n⟫ := by | |
| have h := congrArg (fun v : E => ⟪v,n⟫) href | |
| simpa only [real_inner_smul_left,sum_inner,real_inner_self_eq_norm_sq,hn,one_pow,mul_one] using h | |
| rw [hinner,← Finset.sum_sub_distrib,Finset.mul_sum] | |
| apply Finset.sum_congr rfl | |
| intro i _ | |
| rw [norm_sub_sq_real,hθ i,hn] | |
| ring | |
| lemma sq_norm_triangle {E : Type*} [SeminormedAddCommGroup E] (x y z : E) : | |
| ‖x-z‖^2 ≤ 2*(‖x-y‖^2+‖z-y‖^2) := by | |
| have h := norm_sub_le_norm_sub_add_norm_sub x y z | |
| rw [norm_sub_rev y z] at h | |
| have hsq := (sq_le_sq₀ (norm_nonneg _) (by positivity)).mpr h | |
| nlinarith [sq_nonneg (‖x-y‖-‖z-y‖)] | |
| /-- Two sufficiently represented children cannot have a large angular disagreement | |
| without spending the actual parent's triangle defect. -/ | |
| theorem pair_defect_bound {ι E : Type*} [Fintype ι] [DecidableEq ι] | |
| [NormedAddCommGroup E] [InnerProductSpace ℝ E] | |
| (w a : ι → ℝ) (θ : ι → E) (n : E) (A : ℝ) | |
| (hw : ∀ i, 0 ≤ w i) (ha : ∀ i, 0 ≤ a i) | |
| (hn : ‖n‖ = 1) (hθ : ∀ i, ‖θ i‖ = 1) | |
| (href : A • n = ∑ i, (w i*a i) • θ i) | |
| {q s : ι} (hwaq : 1/4 ≤ w q) (hwas : 9/64 ≤ w s) (has : a q ≤ a s) : | |
| a q*‖θ q-θ s‖^2 ≤ 48*((∑ i, w i*a i)-A) := by | |
| let D := (∑ i, w i*a i)-A | |
| have hD := quadratic_defect w a θ n A hn hθ href | |
| have hi (i : ι) : w i*a i*‖θ i-n‖^2 ≤ 2*D := by | |
| have hs : w i*a i*‖θ i-n‖^2 ≤ ∑ j, w j*a j*‖θ j-n‖^2 := | |
| Finset.single_le_sum (fun j _ => mul_nonneg (mul_nonneg (hw j) (ha j)) (sq_nonneg ‖θ j-n‖)) (Finset.mem_univ i) | |
| dsimp [D] | |
| linarith | |
| have hD0 : 0 ≤ D := by | |
| have hs : 0 ≤ ∑ i, w i*a i*‖θ i-n‖^2 := Finset.sum_nonneg fun i _ => | |
| mul_nonneg (mul_nonneg (hw i) (ha i)) (sq_nonneg _) | |
| dsimp [D]; linarith | |
| have hq : a q*‖θ q-n‖^2 ≤ 8*D := by | |
| have hm := mul_le_mul_of_nonneg_right hwaq (mul_nonneg (ha q) (sq_nonneg ‖θ q-n‖)) | |
| nlinarith [hi q] | |
| have hs : a q*‖θ s-n‖^2 ≤ (128/9:ℝ)*D := by | |
| have hm := mul_le_mul_of_nonneg_right hwas (mul_nonneg (ha s) (sq_nonneg ‖θ s-n‖)) | |
| have hmas := mul_le_mul_of_nonneg_right has (sq_nonneg ‖θ s-n‖) | |
| nlinarith [hi s] | |
| have ht := mul_le_mul_of_nonneg_left (sq_norm_triangle (θ q) n (θ s)) (ha q) | |
| change _ ≤ 48*D | |
| nlinarith | |
| end VectorRefinement | |
| open MeasureTheory Set | |
| open scoped ENNReal NNReal Topology | |
| noncomputable section | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end | |
| end OAI | |