import OAI.MathematicalPhysics.Boltzmann.Approximation.PositiveComparisonBound import OAI.MathematicalPhysics.Boltzmann.Branching.InMeasureDifference import OAI.MathematicalPhysics.Boltzmann.Branching.InitialLinearComparison import OAI.MathematicalPhysics.Boltzmann.Compactness.L1VelocityTranslationApproximation import OAI.MathematicalPhysics.Boltzmann.Compactness.PeriodicStrongAverages import OAI.MathematicalPhysics.Boltzmann.Compactness.PeriodicCharacteristicGainUnit import OAI.MathematicalPhysics.Boltzmann.Compactness.PeriodicDensityStrong import OAI.MathematicalPhysics.Boltzmann.Compactness.PhysicalLinearContinuous import OAI.MathematicalPhysics.Boltzmann.Compactness.PrefixComparisonConvergence import OAI.MathematicalPhysics.Boltzmann.Jets.TorusVelocityWindowAE namespace OAI section /-! # The gain discrepancy against the actual linear characteristic profile -/ noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology namespace BoltzmannNonuniqueness.PeriodicApproximation open Compactness theorem GlobalCollisionLimit.linear_gain_discrepancy_L1 {f : Density} {hfm : Measurable f} (G : GlobalCollisionLimit f hfm) (hf : ∀ p, 0 ≤ f p) (hi : Integrable (entropyMoment f)) {T R : ℝ} (hT : 0 ≤ T) (hR : 0 ≤ R) : let I := fun n => G.weakLimit.indices (n+Nat.ceil T) let S := fun n => approximatingSolution f hfm (I n) let U := physicalLinearProfile f G.weakLimit.kineticProfile Tendsto (fun n => eLpNorm (fun z : ℝ × Phase => ((S n).characteristicGain z-physicalCharacteristicGain G.weakLimit.kineticProfile z)/ (1+(S n).density (z.1,TorusFlight.flight z.1 z.2)+max 0 (U z))) 1 ((volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R))))) atTop (𝓝 0) := by let ν : Measure Velocity := volume.restrict (Metric.closedBall 0 R) let : IsFiniteMeasure ν := isFiniteMeasure_restrict.mpr (isCompact_closedBall (0:Velocity) R).measure_lt_top.ne let μ : Measure (ℝ × Phase) := (volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ν) let I := fun n => G.weakLimit.indices (n+Nat.ceil T) let S := fun n => approximatingSolution f hfm (I n) let u n (z : ℝ × Phase) := (S n).density (z.1,TorusFlight.flight z.1 z.2) let v (z : ℝ × Phase) := max 0 (physicalLinearProfile f G.weakLimit.kineticProfile z) let a n := (S n).characteristicGain let b := physicalCharacteristicGain G.weakLimit.kineticProfile have hum n : Measurable (u n) := (S n).measurable.comp (measurable_fst.prodMk TorusFlight.measurable_flight) have hvm : Measurable v := measurable_const.max (physicalLinearProfile_measurable hfm G.weakLimit.kineticProfile_measurable) have ham n : Measurable (a n) := (S n).characteristicGain_measurable have hbm : Measurable b := physicalCharacteristicGain_measurable G.weakLimit.kineticProfile_measurable have ha : TendstoInMeasure μ a atTop b := by have h := (G.gain_in_measure hf hi hT R).comp (tendsto_add_atTop_nat (Nat.ceil T)) exact inMeasure_comp_measurePreserving (TorusFlight.alongRegroup_measurePreserving (volume.restrict (Icc 0 T)) ν) (fun n => gain_measurable _ (S n).kineticProfile_measurable) (CollisionCompactness.gainDensity_measurable G.weakLimit.kineticProfile_measurable) h have hb : TendstoInMeasure μ (fun _ : ℕ => b) atTop b := by intro ε hε simpa only [edist_self,not_le.mpr hε,Set.ofPred_false,measure_empty] using (tendsto_const_nhds : Tendsto (fun _ : ℕ => (0:ℝ≥0∞)) atTop (𝓝 0)) have hIc n : Nat.ceil T ≤ I n := (Nat.le_add_left (Nat.ceil T) n).trans (G.weakLimit.increasing.id_le _) have hui : UniformIntegrable (fun n z => a n z/(1+u n z)) 1 μ := by exact characteristic_gain_unit_uniformIntegrable f hfm hf hi hT hR I hIc have hvi : UniformIntegrable (fun _ : ℕ => fun z => b z/(1+v z)) 1 μ := uniformIntegrable_const (by norm_num) (by norm_num) (memLp_one_iff_integrable.mpr (G.linear_unit_gain_integrable hf hi hT hR)) exact normalized_source_difference_L1 hum (fun _ => hvm) ham (fun _ => hbm) (fun n z => (S n).nonnegative _) (fun _ z => le_max_left _ _) (fun n z => (gain_bounds (by positivity) (S n).kineticProfile_measurable (fun _ => (S n).nonnegative _) _).1) (fun _ z => physicalCharacteristicGain_nonneg (fun _ => G.weakLimit.nonnegative _) z) ha hb hui hvi end BoltzmannNonuniqueness.PeriodicApproximation end end section /-! # Comparing each positive approximation to the actual linear limit profile -/ noncomputable section open MeasureTheory Set namespace BoltzmannNonuniqueness.PeriodicApproximation open TransportPrimitive def linearComparisonError {N H : ℝ} {f₀ : Density} (S : BoundedCutoffSolution N H f₀) (f : Density) (F : (ℝ × Position) × Velocity → ℝ) (z : ℝ × Phase) : ℝ := |(S.characteristicGain z-physicalCharacteristicGain F z)/ (1+S.density (z.1,TorusFlight.flight z.1 z.2)+max 0 (physicalLinearProfile f F z))|+ |S.characteristicLossDefect z/(1+S.density (z.1,TorusFlight.flight z.1 z.2))|+ |physicalCharacteristicFrequency S.kineticProfile z-physicalCharacteristicFrequency F z| theorem linearComparisonError_measurable {N H : ℝ} {f₀ f : Density} (S : BoundedCutoffSolution N H f₀) (hfm : Measurable f) {F : (ℝ × Position) × Velocity → ℝ} (hFm : Measurable F) : Measurable (linearComparisonError S f F) := by have hum := S.measurable.comp (measurable_fst.prodMk TorusFlight.measurable_flight) have hvm := (measurable_const (a := (0:ℝ))).max (physicalLinearProfile_measurable hfm hFm) exact ((((S.characteristicGain_measurable.sub (physicalCharacteristicGain_measurable hFm)).div ((measurable_const.add hum).add hvm)).abs).add ((S.characteristicLossDefect_measurable.div (measurable_const.add hum)).abs)).add (((physicalCharacteristicFrequency_measurable S.kineticProfile_measurable).sub (physicalCharacteristicFrequency_measurable hFm)).abs) theorem linearComparisonError_nonneg {N H : ℝ} {f₀ : Density} (S : BoundedCutoffSolution N H f₀) (f : Density) (F : (ℝ × Position) × Velocity → ℝ) (z : ℝ × Phase) : 0 ≤ linearComparisonError S f F z := add_nonneg (add_nonneg (abs_nonneg _) (abs_nonneg _)) (abs_nonneg _) theorem GlobalCollisionLimit.positive_linear_comparison {f : Density} {hfm : Measurable f} (G : GlobalCollisionLimit f hfm) (hf : ∀ p, 0 ≤ f p) (hi : Integrable (entropyMoment f)) {N H : ℝ} {f₀ : Density} (S : BoundedCutoffSolution N H f₀) (hN : 0 < N) : ∀ᵐ p ∂(volume : Measure Phase), ∀ t ∈ Icc 0 H, |positiveDifference (S.density (t,TorusFlight.flight t p)) (physicalLinearProfile f G.weakLimit.kineticProfile (t,p))| ≤ |positiveDifference (f₀ p) (f p)|+ ∫ r in 0..t, linearComparisonError S f G.weakLimit.kineticProfile (r,p) := by filter_upwards [G.flight_integrable_locally hf hi, G.linear_profile_absolutelyContinuous hf hi,G.linear_profile_hasDerivAt_ae hf hi] with p hp hac hd intro t ht let U := fun r => physicalLinearProfile f G.weakLimit.kineticProfile (r,p) have hs r (hr : r ∈ Icc 0 t) : S.dampedPath p r = S.density (r,TorusFlight.flight r p) := S.dampedPath_eq ⟨hr.1,hr.2.trans ht.2⟩ p have hsu r (hr : r ∈ Icc 0 t) : 0 ≤ S.dampedPath p r := by rw [hs r hr]; exact S.nonnegative _ have hu r (hr : r ∈ Icc 0 t) : 0 ≤ U r := physicalLinearProfile_nonneg hf (fun _ => G.weakLimit.nonnegative _) hr.1 p have hgi := (intervalIntegrable_iff_integrableOn_Icc_of_le ht.1).mpr (hp t ht.1).1 have hki := (intervalIntegrable_iff_integrableOn_Icc_of_le ht.1).mpr (hp t ht.1).2 have hdu : ∀ᵐ r, r ∈ Icc 0 t → HasDerivAt U (physicalCharacteristicGain G.weakLimit.kineticProfile (r,p)- physicalCharacteristicFrequency G.weakLimit.kineticProfile (r,p)*U r+0) r := by simpa only [add_zero] using hd t ht.1 have hh := positiveDifference_error_bound ht.1 (S.dampedPath_absolutelyContinuous hN p t) (hac t ht.1) hsu hu (fun r _ => (gain_bounds hN S.kineticProfile_measurable (fun _ => S.nonnegative _) _).1) (fun r _ => physicalCharacteristicGain_nonneg (fun _ => G.weakLimit.nonnegative _) (r,p)) (fun r _ => physicalCharacteristicFrequency_nonneg (fun _ => S.nonnegative _) (r,p)) (fun r _ => physicalCharacteristicFrequency_nonneg (fun _ => G.weakLimit.nonnegative _) (r,p)) (fun r _ => S.characteristicLossDefect_nonneg hN (r,p)) (fun _ _ => le_refl 0) (S.gain_path_integrable hN p t) hgi (S.frequency_path_integrable hN.le p t) hki (S.lossDefect_path_integrable hN p t) intervalIntegrable_const (S.dampedPath_physical_derivative hN ht p) hdu rw [hs t ⟨ht.1,le_rfl⟩,S.dampedPath_initial,physicalLinearProfile_initial] at hh apply hh.trans_eq congr 1 apply intervalIntegral.integral_congr intro r hr have hr' : r ∈ Icc 0 t := by simpa only [uIcc_of_le ht.1] using hr dsimp only [linearComparisonError] rw [hs r hr',max_eq_right (hu r hr'),abs_div, abs_of_pos (show 0 < 1+S.density (r,TorusFlight.flight r p)+U r by have := S.nonnegative (r,TorusFlight.flight r p); have := hu r hr'; positivity)] rw [abs_of_nonneg (div_nonneg (S.characteristicLossDefect_nonneg hN (r,p)) (by have := S.nonnegative (r,TorusFlight.flight r p); positivity))] simp only [zero_div,add_zero] rfl end BoltzmannNonuniqueness.PeriodicApproximation end end section /-! # All errors in the comparison with the linear limit profile vanish -/ noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology namespace BoltzmannNonuniqueness.PeriodicApproximation open Compactness CollisionCompactness theorem GlobalCollisionLimit.characteristic_loss_residual_L1 {f : Density} {hfm : Measurable f} (G : GlobalCollisionLimit f hfm) (hf : ∀ p, 0 ≤ f p) (hi : Integrable (entropyMoment f)) {T R : ℝ} (hT : 0 ≤ T) (hR : 0 ≤ R) : Tendsto (fun n => eLpNorm (fun z : ℝ × Phase => (approximatingSolution f hfm (G.weakLimit.indices n)).characteristicLossDefect z/ (1+(approximatingSolution f hfm (G.weakLimit.indices n)).density (z.1,TorusFlight.flight z.1 z.2))) 1 ((volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R))))) atTop (𝓝 0) := by apply (G.loss_residual_L1 hf hi hT hR).congr' apply Eventually.of_forall intro n have hm := (approximatingSolution f hfm (G.weakLimit.indices n)).kineticProfile_measurable exact (eLpNorm_comp_measurePreserving (((lossDensity_measurable hm).sub (loss_measurable _ hm)).div (measurable_const.add hm)).aestronglyMeasurable (TorusFlight.alongRegroup_measurePreserving (volume.restrict (Icc 0 T)) ((volume : Measure Velocity).restrict (Metric.closedBall 0 R)))).symm theorem GlobalCollisionLimit.linear_comparison_error_L1 {f : Density} {hfm : Measurable f} (G : GlobalCollisionLimit f hfm) (hf : ∀ p, 0 ≤ f p) (hi : Integrable (entropyMoment f)) {T R : ℝ} (hT : 0 ≤ T) (hR : 0 ≤ R) : Tendsto (fun n => eLpNorm (linearComparisonError (approximatingSolution f hfm (G.weakLimit.indices (n+Nat.ceil T))) f G.weakLimit.kineticProfile) 1 ((volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R))))) atTop (𝓝 0) := by let I := fun n => G.weakLimit.indices (n+Nat.ceil T) let S := fun n => approximatingSolution f hfm (I n) let u n (z : ℝ × Phase) := (S n).density (z.1,TorusFlight.flight z.1 z.2) let v := fun z => max 0 (physicalLinearProfile f G.weakLimit.kineticProfile z) have hum n : Measurable (u n) := (S n).measurable.comp (measurable_fst.prodMk TorusFlight.measurable_flight) have hvm : Measurable v := measurable_const.max (physicalLinearProfile_measurable hfm G.weakLimit.kineticProfile_measurable) have ha n := ((S n).characteristicGain_measurable.sub (physicalCharacteristicGain_measurable G.weakLimit.kineticProfile_measurable)).div (((measurable_const (a := (1:ℝ))).add (hum n)).add hvm) have hb n := (S n).characteristicLossDefect_measurable.div ((measurable_const (a := (1:ℝ))).add (hum n)) have hc n := (physicalCharacteristicFrequency_measurable (S n).kineticProfile_measurable).sub (physicalCharacteristicFrequency_measurable G.weakLimit.kineticProfile_measurable) have ht := strongL1_abs_sum_four ha hb hc (fun _ => measurable_const (a := (0:ℝ))) (G.linear_gain_discrepancy_L1 hf hi hT hR) ((G.characteristic_loss_residual_L1 hf hi hT hR).comp (tendsto_add_atTop_nat (Nat.ceil T))) ((G.characteristic_frequency_strong hf hi hT hR).comp (tendsto_add_atTop_nat (Nat.ceil T))) (by simp) apply ht.congr' apply Eventually.of_forall intro n apply congrArg (fun g => eLpNorm g 1 ((volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R))))) funext z simp only [abs_zero,add_zero,Pi.add_apply,Pi.div_apply,Pi.sub_apply] rfl end BoltzmannNonuniqueness.PeriodicApproximation end end section /-! # The approximations approach the linear profile in the positive metric -/ noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology namespace BoltzmannNonuniqueness.PeriodicApproximation open Compactness TransportPrimitive theorem GlobalCollisionLimit.linear_positive_difference_L1 {f : Density} {hfm : Measurable f} (G : GlobalCollisionLimit f hfm) (hf : ∀ p, 0 ≤ f p) (hi : Integrable (entropyMoment f)) {T R : ℝ} (hT : 0 ≤ T) (hR : 0 ≤ R) : let I := fun n => G.weakLimit.indices (n+Nat.ceil T) Tendsto (fun n => eLpNorm (fun z : ℝ × Phase => positiveDifference ((approximatingSolution f hfm (I n)).density (z.1,TorusFlight.flight z.1 z.2)) (max 0 (physicalLinearProfile f G.weakLimit.kineticProfile z))) 1 ((volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R))))) atTop (𝓝 0) := by let I := fun n => G.weakLimit.indices (n+Nat.ceil T) let S := fun n => approximatingSolution f hfm (I n) let u n (z : ℝ × Phase) := (S n).density (z.1,TorusFlight.flight z.1 z.2) let v := fun z => max 0 (physicalLinearProfile f G.weakLimit.kineticProfile z) let E n := linearComparisonError (S n) f G.weakLimit.kineticProfile let d n (p : Phase) := |positiveDifference (initialApproximation ((I n:ℝ)+1) f p) (f p)| have hum n : Measurable (u n) := (S n).measurable.comp (measurable_fst.prodMk TorusFlight.measurable_flight) have hvm : Measurable v := measurable_const.max (physicalLinearProfile_measurable hfm G.weakLimit.kineticProfile_measurable) have hdm n : Measurable (d n) := (((initialApproximation_measurable _ hfm).sub hfm).div ((measurable_const.add (initialApproximation_measurable _ hfm)).add hfm)).abs have hν : (volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R)) ≤ (volume : Measure Phase) := by rw [Measure.volume_eq_prod] exact Measure.prod_mono le_rfl Measure.restrict_le_self have hdt := initialApproximation_linear_comparison_L1 hfm hf (integrable_of_entropyGauge hfm hf hi) (G.weakLimit.increasing.tendsto_atTop.comp (tendsto_add_atTop_nat (Nat.ceil T))) hν apply prefixComparison_ae_strongL1 hT (fun n => ((hum n).sub hvm).div ((measurable_const.add (hum n)).add hvm)) (fun n => linearComparisonError_measurable (S n) hfm G.weakLimit.kineticProfile_measurable) hdm (fun n z => linearComparisonError_nonneg (S n) f G.weakLimit.kineticProfile z) _ hdt (G.linear_comparison_error_L1 hf hi hT hR) intro n have hp := (G.positive_linear_comparison hf hi (S n) (by positivity)).filter_mono (ae_mono hν) filter_upwards [hp] with p hp intro t ht have hIc : Nat.ceil T ≤ I n := (Nat.le_add_left (Nat.ceil T) n).trans (G.weakLimit.increasing.id_le _) have hIT : T ≤ (I n:ℝ)+1 := by have hc := Nat.le_ceil T have hn : (Nat.ceil T:ℝ) ≤ (I n:ℝ) := by exact_mod_cast hIc linarith have hv : 0 ≤ physicalLinearProfile f G.weakLimit.kineticProfile (t,p) := physicalLinearProfile_nonneg hf (fun _ => G.weakLimit.nonnegative _) ht.1 p change |positiveDifference _ (max 0 (physicalLinearProfile f G.weakLimit.kineticProfile (t,p)))| ≤ _ rw [max_eq_right hv] exact hp t ⟨ht.1,ht.2.trans hIT⟩ end BoltzmannNonuniqueness.PeriodicApproximation end end section /-! # Strong approximation of the physical linear characteristic profile -/ noncomputable section open MeasureTheory Set Filter open scoped ENNReal Topology namespace BoltzmannNonuniqueness.PeriodicApproximation open Compactness theorem GlobalCollisionLimit.linear_profile_approximation_L1 {f : Density} {hfm : Measurable f} (G : GlobalCollisionLimit f hfm) (hf : ∀ p, 0 ≤ f p) (hi : Integrable (entropyMoment f)) {T R : ℝ} (hT : 0 ≤ T) (hR : 0 ≤ R) : let I := fun n => G.weakLimit.indices (n+Nat.ceil T) Tendsto (fun n => eLpNorm (fun z : ℝ × Phase => (approximatingSolution f hfm (I n)).density (z.1,TorusFlight.flight z.1 z.2)- max 0 (physicalLinearProfile f G.weakLimit.kineticProfile z)) 1 ((volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R))))) atTop (𝓝 0) := by let I := fun n => G.weakLimit.indices (n+Nat.ceil T) let S := fun n => approximatingSolution f hfm (I n) let u n (z : ℝ × Phase) := (S n).density (z.1,TorusFlight.flight z.1 z.2) let v := fun z => max 0 (physicalLinearProfile f G.weakLimit.kineticProfile z) let μ : Measure (ℝ × Phase) := (volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R))) have hum n : Measurable (u n) := (S n).measurable.comp (measurable_fst.prodMk TorusFlight.measurable_flight) have hvm : Measurable v := measurable_const.max (physicalLinearProfile_measurable hfm G.weakLimit.kineticProfile_measurable) have hbase := uniformIntegrable_restrict (uniformIntegrable_comp (approximatingSolution_compactness_hypotheses f hfm hf hi (volume.restrict (Icc 0 T))).1 I) (univ ×ˢ Metric.closedBall (0:Velocity) R) rw [← Measure.prod_restrict,Measure.restrict_univ] at hbase have hui0 := TorusFlight.uniformIntegrable_along_regroup_local (μ := volume.restrict (Icc 0 T)) (ν := (volume : Measure Velocity).restrict (Metric.closedBall 0 R)) (f := fun n => (S n).kineticProfile) (fun n => (S n).kineticProfile_measurable) hbase have he : (fun n => TorusFlight.along (TorusFlight.regroup (S n).kineticProfile)) = u := by funext n z rfl rw [he] at hui0 have hui : UniformIntegrable u 1 μ := hui0 have hμ : μ ≤ (volume.restrict (Icc 0 T)).prod (volume : Measure Phase) := by rw [Measure.volume_eq_prod] exact Measure.prod_mono le_rfl (Measure.prod_mono le_rfl Measure.restrict_le_self) have hvInt : Integrable v μ := by apply ((G.linear_profile_integrable hf hi hT).mono_measure hμ).congr filter_upwards [Measure.quasiMeasurePreserving_fst.ae (ae_restrict_mem measurableSet_Icc)] with z hz exact (max_eq_right (physicalLinearProfile_nonneg hf (fun _ => G.weakLimit.nonnegative _) hz.1 z.2)).symm have hvi : UniformIntegrable (fun _ : ℕ => v) 1 μ := uniformIntegrable_const (by norm_num) (by norm_num) (memLp_one_iff_integrable.mpr hvInt) exact positiveDifference_L1 hum (fun _ => hvm) (fun n z => (S n).nonnegative _) (fun _ z => le_max_left _ _) hui hvi (G.linear_positive_difference_L1 hf hi hT hR) theorem GlobalCollisionLimit.characteristic_density_strong {f : Density} {hfm : Measurable f} (G : GlobalCollisionLimit f hfm) (hf : ∀ p, 0 ≤ f p) (hi : Integrable (entropyMoment f)) {T R : ℝ} (hT : 0 ≤ T) (hR : 0 ≤ R) : Tendsto (fun n => eLpNorm (fun z : ℝ × Phase => (approximatingSolution f hfm (G.weakLimit.indices n)).density (z.1,TorusFlight.flight z.1 z.2)- G.weakLimit.density (z.1,TorusFlight.flight z.1 z.2)) 1 ((volume.restrict (Icc 0 T)).prod ((volume : Measure Position).prod ((volume : Measure Velocity).restrict (Metric.closedBall 0 R))))) atTop (𝓝 0) := by have hh := TorusFlight.strong_along_regroup (μ := volume.restrict (Icc 0 T)) (ν := (volume : Measure Velocity).restrict (Metric.closedBall 0 R)) (f := fun n => (approximatingSolution f hfm (G.weakLimit.indices n)).kineticProfile) (g := G.weakLimit.kineticProfile) (fun n => (approximatingSolution f hfm (G.weakLimit.indices n)).kineticProfile_measurable) G.weakLimit.kineticProfile_measurable (G.density_strong hf hi hT hR) apply hh.congr' exact Eventually.of_forall (fun n => rfl) end BoltzmannNonuniqueness.PeriodicApproximation end end end OAI