openAI-math-dataset / lean /OAI /Analysis /HotSpots /Variational.lean
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import OAI.Analysis.HotSpots.Douglas
import OAI.Analysis.HotSpots.GreenOperator
namespace OAI
section DouglasLipschitzBase
noncomputable section
section MainVariationalCombinedLayer
open Set MeasureTheory Filter
open scoped Topology InnerProductSpace ContDiff
namespace StrictHotSpots
def MainTheorem : Prop :=
∀ (Ω : Set Plane), AdmissibleDomain Ω →
∀ (u : Plane → ℝ), InFirstNeumannEigenspace Ω u →
(∃ x ∈ Ω, u x ≠ 0) → MainConclusion Ω u
lemma rayleighValues_nonneg {Ω : Set Plane} {r : ℝ} (hr : r ∈ rayleighValues Ω) :
0 ≤ r := by
obtain ⟨v, g, _, _, hm, rfl⟩ := hr
exact div_nonneg (integral_nonneg fun x => sq_nonneg ‖g x‖) hm.le
lemma firstPositiveNeumannValue_nonneg (Ω : Set Plane) :
0 ≤ firstPositiveNeumannValue Ω :=
Real.sInf_nonneg fun _ hr => rayleighValues_nonneg hr
lemma rayleigh_inequality {Ω : Set Plane} {v : Plane → ℝ} {g : Plane → Plane}
(hv : HasH1Gradient Ω v g) (hm : (∫ x in Ω, v x) = 0)
(hpos : 0 < ∫ x in Ω, (v x) ^ 2) :
firstPositiveNeumannValue Ω * (∫ x in Ω, (v x) ^ 2) ≤
∫ x in Ω, ‖g x‖ ^ 2 := by
apply (le_div_iff₀ hpos).mp
apply csInf_le
· exact ⟨0, fun _ hr => rayleighValues_nonneg hr⟩
· exact ⟨v, g, hv, hm, hpos, rfl⟩
lemma eigenfunction_energy_identity {Ω : Set Plane} {u : Plane → ℝ}
(hu : InFirstNeumannEigenspace Ω u) :
(∫ x in Ω, ‖gradient u x‖ ^ 2) =
firstPositiveNeumannValue Ω * (∫ x in Ω, (u x) ^ 2) := by
simpa only [real_inner_self_eq_norm_sq, pow_two] using hu.2.2.2 u (gradient u) hu.2.1
lemma strict_boundary_extrema_of_noncritical {Ω : Set Plane} {u : Plane → ℝ}
(hne : Ω.Nonempty) (hopen : IsOpen Ω) (hbound : Bornology.IsBounded Ω)
(hu : ContinuousOn u (closure Ω))
(hnocrit : ∀ x ∈ Ω, gradient u x ≠ 0) : MainConclusion Ω u := by
have hnotmin (x : Plane) (hx : x ∈ Ω) : ¬IsMinOn u (closure Ω) x := by
intro hm
have hl := hm.isLocalMin (Filter.mem_of_superset (hopen.mem_nhds hx) subset_closure)
apply hnocrit x hx
simp [gradient, hl.fderiv_eq_zero]
have hnotmax (x : Plane) (hx : x ∈ Ω) : ¬IsMaxOn u (closure Ω) x := by
intro hm
have hl := hm.isLocalMax (Filter.mem_of_superset (hopen.mem_nhds hx) subset_closure)
apply hnocrit x hx
simp [gradient, hl.fderiv_eq_zero]
obtain ⟨a, ha, hmin⟩ := hbound.isCompact_closure.exists_isMinOn hne.closure hu
obtain ⟨b, hb, hmax⟩ := hbound.isCompact_closure.exists_isMaxOn hne.closure hu
have hfa : a ∈ frontier Ω := by
rw [frontier, hopen.interior_eq]
exact ⟨ha, fun hx => hnotmin a hx hmin⟩
have hfb : b ∈ frontier Ω := by
rw [frontier, hopen.interior_eq]
exact ⟨hb, fun hx => hnotmax b hx hmax⟩
have hleast : IsLeast (u '' frontier Ω) (u a) := by
refine ⟨⟨a, hfa, rfl⟩, ?_⟩
rintro _ ⟨y, hy, rfl⟩
exact hmin (frontier_subset_closure hy)
have hgreatest : IsGreatest (u '' frontier Ω) (u b) := by
refine ⟨⟨b, hfb, rfl⟩, ?_⟩
rintro _ ⟨y, hy, rfl⟩
exact hmax (frontier_subset_closure hy)
refine ⟨hnocrit, ?_⟩
intro x hx
rw [hleast.csInf_eq, hgreatest.csSup_eq]
constructor
· by_contra hlt
apply hnotmin x hx
intro y hy
exact (le_of_not_gt hlt).trans (hmin hy)
· by_contra hlt
apply hnotmax x hx
intro y hy
exact (hmax hy).trans (le_of_not_gt hlt)
lemma eigenfunction_mass_pos {Ω : Set Plane} {u : Plane → ℝ}
(hopen : IsOpen Ω) (hu : InFirstNeumannEigenspace Ω u)
(hne : ∃ x ∈ Ω, u x ≠ 0) : 0 < ∫ x in Ω, (u x) ^ 2 := by
have hn : 0 ≤ ∫ x in Ω, (u x) ^ 2 := integral_nonneg fun x => sq_nonneg (u x)
by_contra hp
have hz : (∫ x in Ω, (u x) ^ 2) = 0 := le_antisymm (le_of_not_gt hp) hn
have hae := (integral_eq_zero_iff_of_nonneg (fun x => sq_nonneg (u x))
hu.2.1.1.integrable_sq).mp hz
have hu0 : u =ᵐ[volume.restrict Ω] 0 := by
filter_upwards [hae] with x hx
simpa using (eq_zero_of_pow_eq_zero hx : u x = 0)
have hall := Measure.eqOn_open_of_ae_eq hu0 hopen
(hu.1.continuousOn.mono subset_closure) continuousOn_const
obtain ⟨x, hx, hux⟩ := hne
exact hux (hall hx)
lemma eigenfunction_gradient_continuous {Ω : Set Plane} {u : Plane → ℝ}
(hopen : IsOpen Ω) (hu : InFirstNeumannEigenspace Ω u) :
ContinuousOn (gradient u) Ω := by
exact (InnerProductSpace.toDual ℝ Plane).symm.continuous.comp_continuousOn
((hu.1.mono subset_closure).continuousOn_fderiv_of_isOpen hopen (by simp))
lemma firstPositiveNeumannValue_pos_of_eigenfunction {Ω : Set Plane} {u : Plane → ℝ}
(hΩ : AdmissibleDomain Ω) (hu : InFirstNeumannEigenspace Ω u)
(hne : ∃ x ∈ Ω, u x ≠ 0) : 0 < firstPositiveNeumannValue Ω := by
have hμ := firstPositiveNeumannValue_nonneg Ω
by_contra hp
have hz : firstPositiveNeumannValue Ω = 0 := le_antisymm (le_of_not_gt hp) hμ
have he : (∫ x in Ω, ‖gradient u x‖ ^ 2) = 0 := by
rw [eigenfunction_energy_identity hu, hz, zero_mul]
have hi : Integrable (fun x => ‖gradient u x‖ ^ 2) (volume.restrict Ω) :=
hu.2.1.2.1.integrable_norm_pow (by norm_num)
have hg2 := (integral_eq_zero_iff_of_nonneg (fun x => sq_nonneg ‖gradient u x‖) hi).mp he
have hg : gradient u =ᵐ[volume.restrict Ω] 0 := by
filter_upwards [hg2] with x hx
simpa using (eq_zero_of_pow_eq_zero hx : ‖gradient u x‖ = 0)
have hg0 := Measure.eqOn_open_of_ae_eq hg hΩ.2.1
(eigenfunction_gradient_continuous hΩ.2.1 hu) continuousOn_const
have hd0 : Ω.EqOn (fderiv ℝ u) 0 := by
intro x hx
have hh := hg0 hx
change (InnerProductSpace.toDual ℝ Plane).symm (fderiv ℝ u x) = 0 at hh
simpa using congrArg (InnerProductSpace.toDual ℝ Plane) hh
obtain ⟨x, hx, hux⟩ := hne
have hc : Ω.EqOn u (fun _ => u x) := fun y hy =>
hΩ.2.1.is_const_of_fderiv_eq_zero
hΩ.2.2.2.1.isPathConnected.isConnected.isPreconnected
((hu.1.mono subset_closure).differentiableOn (by simp)) hd0 hy hx
have hmean : (∫ y in Ω, u x) = 0 :=
(setIntegral_congr_fun hΩ.2.1.measurableSet hc).symm.trans hu.2.2.1
have hv : 0 < (volume Ω).toReal :=
ENNReal.toReal_pos (ne_of_gt (hΩ.2.1.measure_pos volume hΩ.1))
hΩ.2.2.1.measure_lt_top.ne
simp only [integral_const, measureReal_restrict_apply_univ, smul_eq_mul] at hmean
exact hux ((mul_eq_zero.mp hmean).resolve_left hv.ne')
lemma integrable_inner_of_memLp {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
{μ : Measure Plane} {f g : Plane → E} (hf : MemLp f 2 μ) (hg : MemLp g 2 μ) :
Integrable (fun x => inner ℝ (f x) (g x)) μ := by
exact (hf.norm.integrable_mul hg.norm).mono' (hf.aestronglyMeasurable.inner hg.aestronglyMeasurable)
(Filter.Eventually.of_forall fun x => norm_inner_le_norm _ _)
lemma integral_norm_add_smul_sq {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E]
{μ : Measure Plane} {f g : Plane → E} (hf : MemLp f 2 μ) (hg : MemLp g 2 μ) (t : ℝ) :
(∫ x, ‖f x + t • g x‖ ^ 2 ∂μ) = (∫ x, ‖f x‖ ^ 2 ∂μ) +
2 * t * (∫ x, inner ℝ (f x) (g x) ∂μ) + t ^ 2 * (∫ x, ‖g x‖ ^ 2 ∂μ) := by
have hf2 : Integrable (fun x => ‖f x‖ ^ 2) μ := hf.integrable_norm_pow (by norm_num)
have hg2 : Integrable (fun x => ‖g x‖ ^ 2) μ := hg.integrable_norm_pow (by norm_num)
have hfg := integrable_inner_of_memLp hf hg
calc
_ = ∫ x, ‖f x‖ ^ 2 + 2 * t * inner ℝ (f x) (g x) + t ^ 2 * ‖g x‖ ^ 2 ∂μ := by
apply integral_congr_ae
filter_upwards [] with x
simp only [← real_inner_self_eq_norm_sq, inner_add_left, inner_add_right,
real_inner_smul_left, real_inner_smul_right, real_inner_comm (g x) (f x)]
ring
_ = _ := by
have hi12 : Integrable (fun x => ‖f x‖ ^ 2 + 2 * t * inner ℝ (f x) (g x)) μ :=
hf2.add (hfg.const_mul (2 * t))
rw [integral_add hi12 (hg2.const_mul (t ^ 2)),
integral_add hf2 (hfg.const_mul (2 * t)), integral_const_mul, integral_const_mul]
lemma integral_sq_add_mul {μ : Measure Plane} {v w : Plane → ℝ}
(hv : MemLp v 2 μ) (hw : MemLp w 2 μ) (t : ℝ) :
(∫ x, (v x + t * w x) ^ 2 ∂μ) = (∫ x, (v x) ^ 2 ∂μ) +
2 * t * (∫ x, v x * w x ∂μ) + t ^ 2 * (∫ x, (w x) ^ 2 ∂μ) := by
simpa only [smul_eq_mul, Real.norm_eq_abs, sq_abs, RCLike.inner_apply, starRingEnd_apply, star_trivial, mul_comm] using
integral_norm_add_smul_sq hv hw t
lemma rayleigh_inequality_all {Ω : Set Plane} {v : Plane → ℝ} {g : Plane → Plane}
(hv : HasH1Gradient Ω v g) (hm : (∫ x in Ω, v x) = 0) :
firstPositiveNeumannValue Ω * (∫ x in Ω, (v x) ^ 2) ≤ ∫ x in Ω, ‖g x‖ ^ 2 := by
have hnn : 0 ≤ ∫ x in Ω, (v x) ^ 2 := integral_nonneg fun x => sq_nonneg (v x)
rcases eq_or_lt_of_le hnn with hz | hp
· rw [← hz, mul_zero]
exact integral_nonneg fun x => sq_nonneg ‖g x‖
· exact rayleigh_inequality hv hm hp
lemma minimizer_euler_mean_zero {Ω : Set Plane} {u v : Plane → ℝ}
{g k : Plane → Plane} (hb : Bornology.IsBounded Ω)
(hu : HasH1Gradient Ω u g) (hv : HasH1Gradient Ω v k)
(hmu : (∫ x in Ω, u x) = 0) (hmv : (∫ x in Ω, v x) = 0)
(he : (∫ x in Ω, ‖g x‖ ^ 2) =
firstPositiveNeumannValue Ω * (∫ x in Ω, (u x) ^ 2)) :
(∫ x in Ω, inner ℝ (g x) (k x)) =
firstPositiveNeumannValue Ω * (∫ x in Ω, u x * v x) := by
let : IsFiniteMeasure (volume.restrict Ω) := ⟨by simpa using hb.measure_lt_top⟩
have hui : Integrable u (volume.restrict Ω) := hu.1.integrable (by norm_num)
have hvi : Integrable v (volume.restrict Ω) := hv.1.integrable (by norm_num)
have hvar (t : ℝ) := rayleigh_inequality_all (hu.add (hv.smul t)) (by
show (∫ x in Ω, u x + t * v x) = 0
rw [integral_add hui (hvi.const_mul t), integral_const_mul, hmu, hmv]
ring)
have hpoly : ∀ t : ℝ, 0 ≤
((∫ x in Ω, ‖k x‖ ^ 2) - firstPositiveNeumannValue Ω * (∫ x in Ω, (v x) ^ 2)) * (t * t) +
(2 * ((∫ x in Ω, inner ℝ (g x) (k x)) -
firstPositiveNeumannValue Ω * (∫ x in Ω, u x * v x))) * t + 0 := by
intro t
have ht := hvar t
simp only [Pi.add_apply, Pi.smul_apply, smul_eq_mul] at ht
rw [integral_norm_add_smul_sq hu.2.1 hv.2.1 t,
integral_sq_add_mul hu.1 hv.1 t, he] at ht
nlinarith
have hd := discrim_le_zero hpoly
simp only [discrim, mul_zero, sub_zero] at hd
nlinarith [sq_nonneg ((∫ x in Ω, inner ℝ (g x) (k x)) -
firstPositiveNeumannValue Ω * (∫ x in Ω, u x * v x))]
lemma minimizer_euler {Ω : Set Plane} {u v : Plane → ℝ} {g k : Plane → Plane}
(hb : Bornology.IsBounded Ω) (hvol : 0 < (volume Ω).toReal)
(hu : HasH1Gradient Ω u g) (hv : HasH1Gradient Ω v k)
(hmu : (∫ x in Ω, u x) = 0)
(he : (∫ x in Ω, ‖g x‖ ^ 2) =
firstPositiveNeumannValue Ω * (∫ x in Ω, (u x) ^ 2)) :
(∫ x in Ω, inner ℝ (g x) (k x)) =
firstPositiveNeumannValue Ω * (∫ x in Ω, u x * v x) := by
let : IsFiniteMeasure (volume.restrict Ω) := ⟨by simpa using hb.measure_lt_top⟩
let c := (∫ x in Ω, v x) / (volume Ω).toReal
have hui : Integrable u (volume.restrict Ω) := hu.1.integrable (by norm_num)
have hvi : Integrable v (volume.restrict Ω) := hv.1.integrable (by norm_num)
have hw : HasH1Gradient Ω (fun x => v x - c) k := by
change HasH1Gradient Ω (v - fun _ => c) k
simpa only [sub_zero] using hv.sub (HasH1Gradient.const hb c)
have hm : (∫ x in Ω, v x - c) = 0 := by
rw [integral_sub hvi (integrable_const c)]
simp only [integral_const, measureReal_restrict_apply_univ, smul_eq_mul]
change (∫ x in Ω, v x) - (volume Ω).toReal * c = 0
dsimp [c]
field_simp
ring
have hh := minimizer_euler_mean_zero hb hu hw hmu hm he
have hi : (∫ x in Ω, u x * (v x - c)) = (∫ x in Ω, u x * v x) := by
simp only [mul_sub]
have huv : Integrable (fun x => u x * v x) (volume.restrict Ω) := hu.1.integrable_mul hv.1
rw [integral_sub huv (hui.mul_const c),
integral_mul_const, hmu, zero_mul, sub_zero]
rwa [hi] at hh
lemma inFirstNeumannEigenspace_of_minimizer {Ω : Set Plane} {u : Plane → ℝ}
(hΩ : AdmissibleDomain Ω) (hs : ContDiffOn ℝ ∞ u (closure Ω))
(hu : HasH1Gradient Ω u (gradient u)) (hm : (∫ x in Ω, u x) = 0)
(he : (∫ x in Ω, ‖gradient u x‖ ^ 2) =
firstPositiveNeumannValue Ω * (∫ x in Ω, (u x) ^ 2)) :
InFirstNeumannEigenspace Ω u := by
refine ⟨hs, hu, hm, fun v g hv => minimizer_euler hΩ.2.2.1 ?_ hu hv hm he⟩
exact ENNReal.toReal_pos (ne_of_gt (hΩ.2.1.measure_pos volume hΩ.1))
hΩ.2.2.1.measure_lt_top.ne
end StrictHotSpots
end MainVariationalCombinedLayer
section C1WeakGradientWeightedCombinedLayer
open Set MeasureTheory
open scoped ContDiff InnerProductSpace
namespace StrictHotSpots
lemma integral_mul_test_hasFDerivAt {Ω : Set Plane} {f φ : Plane → ℝ}
{D : Plane → Plane →L[ℝ] ℝ} (ho : IsOpen Ω)
(hcF : ContinuousOn f Ω) (hcD : ContinuousOn D Ω)
(hd : ∀ x ∈ Ω, HasFDerivAt f (D x) x)
(hφ : ContDiff ℝ ∞ φ) (hk : HasCompactSupport φ) (hs : tsupport φ ⊆ Ω)
(e : Plane) :
(∫ x in Ω, f x * (fderiv ℝ φ x) e) = -(∫ x in Ω, D x e * φ x) := by
have hdφ : Continuous (fun x => (fderiv ℝ φ x) e) :=
(hφ.continuous_fderiv (by simp)).clm_apply continuous_const
have hcDf : ContinuousOn (fun x => fderiv ℝ f x e) Ω := by
apply (hcD.clm_apply continuousOn_const).congr
intro x hx
exact congrArg (fun A : Plane →L[ℝ] ℝ => A e) (hd x hx).fderiv
have hds : tsupport (fun x => (fderiv ℝ φ x) e) ⊆ Ω :=
(tsupport_fderiv_apply_subset ℝ e).trans hs
have hi := integral_mul_fderiv_eq_neg_fderiv_mul_of_integrable
(integrable_mul_test ho hcDf hφ.continuous hk hs)
(integrable_mul_test ho hcF hdφ (hk.fderiv_apply ℝ e) hds)
(integrable_mul_test ho hcF hφ.continuous hk hs)
(fun x hx => (hd x (hs hx)).differentiableAt)
(fun x _ => hφ.differentiable (by simp) x)
rw [setIntegral_mul_test hds]
rw [hi,← setIntegral_mul_test hs]
congr 1
apply setIntegral_congr_fun ho.measurableSet
intro x hx
change fderiv ℝ f x e * φ x = D x e * φ x
rw [(hd x hx).fderiv]
lemma HasH1Gradient.of_hasFDerivAt {Ω : Set Plane} {f : Plane → ℝ} {g : Plane → Plane}
(ho : IsOpen Ω) (hf : ContinuousOn f Ω) (hg : ContinuousOn g Ω)
(hd : ∀ x ∈ Ω, HasFDerivAt f (InnerProductSpace.toDual ℝ Plane (g x)) x)
(hmf : MemLp f 2 (volume.restrict Ω)) (hmg : MemLp g 2 (volume.restrict Ω)) :
HasH1Gradient Ω f g := by
refine ⟨hmf,hmg,fun φ hφ hk hs e => ?_⟩
exact integral_mul_test_hasFDerivAt ho hf
((InnerProductSpace.toDual ℝ Plane).continuous.comp_continuousOn hg) hd hφ hk hs e
end StrictHotSpots
end C1WeakGradientWeightedCombinedLayer
section DouglasH1CombinedLayer
open Set MeasureTheory Filter Metric AddCircle
open scoped Topology ComplexConjugate ContDiff InnerProductSpace
namespace StrictHotSpots.Douglas
open PlaneGreen DiskH10
def planeSeries (a : ℤ → ℂ) (x : Plane) : ℝ :=
(harmonicSeries a (complexIso.symm x)).re
def planeD (a : ℤ → ℂ) (x : Plane) : Plane →L[ℝ] ℝ :=
(Complex.reCLM.comp (harmonicD a (complexIso.symm x))).comp
complexIso.symm.toContinuousLinearEquiv.toContinuousLinearMap
def planeGrad (a : ℤ → ℂ) (x : Plane) : Plane :=
(InnerProductSpace.toDual ℝ Plane).symm (planeD a x)
lemma planeSeries_continuousOn {a : ℤ → ℂ} (ha : Summable (fun m => ‖a m‖)) :
ContinuousOn (planeSeries a) (closedBall 0 1) := by
apply Complex.continuous_re.comp_continuousOn
apply (harmonicSeries_continuousOn ha).comp complexIso.symm.continuous.continuousOn
intro x hx
simpa only [mem_closedBall_zero_iff,LinearIsometryEquiv.norm_map] using hx
lemma planeD_continuousOn {a : ℤ → ℂ}
(ha : Summable (fun m => (m.natAbs:ℝ)*‖a m‖)) :
ContinuousOn (planeD a) (closedBall 0 1) := by
have hc : ContinuousOn (fun x : Plane => harmonicD a (complexIso.symm x)) (closedBall 0 1) := by
apply (harmonicD_continuousOn ha).comp complexIso.symm.continuous.continuousOn
intro x hx
simpa only [mem_closedBall_zero_iff,LinearIsometryEquiv.norm_map] using hx
exact (continuousOn_const.clm_comp hc).clm_comp continuousOn_const
lemma planeGrad_continuousOn {a : ℤ → ℂ}
(ha : Summable (fun m => (m.natAbs:ℝ)*‖a m‖)) :
ContinuousOn (planeGrad a) (closedBall 0 1) :=
(InnerProductSpace.toDual ℝ Plane).symm.continuous.comp_continuousOn (planeD_continuousOn ha)
lemma planeSeries_hasFDerivAt {a : ℤ → ℂ}
(h0 : Summable (fun m => ‖a m‖))
(h1 : Summable (fun m => (m.natAbs:ℝ)*‖a m‖)) {x : Plane} (hx : x ∈ disk) :
HasFDerivAt (planeSeries a) (planeD a x) x := by
have hz : complexIso.symm x ∈ ball (0:ℂ) 1 := by
simpa only [disk,mem_ball_zero_iff,LinearIsometryEquiv.norm_map] using hx
exact (Complex.reCLM.hasFDerivAt.comp _ (harmonicSeries_hasFDerivAt h0 h1 hz)).comp x
complexIso.symm.toContinuousLinearEquiv.hasFDerivAt
lemma disk_memLp_of_continuousOn {F : Type*} [NormedAddCommGroup F]
{f : Plane → F} (hf : ContinuousOn f (closedBall 0 1)) : MemLp f 2 (volume.restrict disk) := by
let : IsFiniteMeasure (volume.restrict (ball (0:Plane) 1)) :=
isFiniteMeasure_restrict.mpr (isBounded_ball (x := (0:Plane)) (r := 1)).measure_lt_top.ne
obtain ⟨C,hC⟩ := (isCompact_closedBall (0:Plane) 1).exists_bound_of_continuousOn hf
apply MemLp.of_bound ((hf.mono ball_subset_closedBall).aestronglyMeasurable measurableSet_ball) C
filter_upwards [ae_restrict_mem measurableSet_ball] with x hx
exact hC x (ball_subset_closedBall hx)
theorem planeSeries_hasH1Gradient {a : ℤ → ℂ}
(h0 : Summable (fun m => ‖a m‖))
(h1 : Summable (fun m => (m.natAbs:ℝ)*‖a m‖)) :
HasH1Gradient disk (planeSeries a) (planeGrad a) := by
apply HasH1Gradient.of_hasFDerivAt isOpen_ball
((planeSeries_continuousOn h0).mono ball_subset_closedBall)
((planeGrad_continuousOn h1).mono ball_subset_closedBall)
· intro x hx
simpa only [planeGrad,LinearIsometryEquiv.apply_symm_apply] using planeSeries_hasFDerivAt h0 h1 hx
· exact disk_memLp_of_continuousOn (planeSeries_continuousOn h0)
· exact disk_memLp_of_continuousOn (planeGrad_continuousOn h1)
lemma planeSeries_gradient {a : ℤ → ℂ}
(h0 : Summable (fun m => ‖a m‖))
(h1 : Summable (fun m => (m.natAbs:ℝ)*‖a m‖)) :
HasH1Gradient disk (planeSeries a) (gradient (planeSeries a)) := by
have h := planeSeries_hasH1Gradient h0 h1
have he : planeGrad a =ᵐ[volume.restrict disk] gradient (planeSeries a) := by
filter_upwards [ae_restrict_mem measurableSet_ball] with x hx
unfold planeGrad gradient
rw [(planeSeries_hasFDerivAt h0 h1 hx).fderiv]
exact ⟨h.1,h.2.1.ae_eq he,fun φ hφ hc hs e => by
rw [h.2.2 φ hφ hc hs e]
congr 1
apply integral_congr_ae
filter_upwards [he] with x hx
rw [hx]⟩
end StrictHotSpots.Douglas
end DouglasH1CombinedLayer
section DouglasInteriorCombinedLayer
open Set MeasureTheory Filter Metric AddCircle
open scoped Topology ComplexConjugate ContDiff InnerProductSpace
namespace StrictHotSpots.Douglas
open PlaneGreen DiskH10
lemma harmonicSeries_re_poisson {a : ℤ → ℂ} (ha : Summable (fun m => ‖a m‖))
{z : ℂ} (hz : z ∈ ball 0 1) :
Real.circleAverage (poissonKernel 0 z • (fun w => (harmonicSeries a w).re)) 0 1 =
(harmonicSeries a z).re := by
have hc := (harmonicSeries_continuousOn ha).mono sphere_subset_closedBall
have hi := ((poissonKernel_continuousOn_sphere hz).smul hc).circleIntegrable (by norm_num : (0:ℝ) ≤ 1)
have he := Complex.reCLM.circleAverage_comp_comm hi
calc
_ = (Real.circleAverage (poissonKernel 0 z • harmonicSeries a) 0 1).re := by
convert he using 1
· congr 1
funext w
simp [Pi.smul_apply']
· rfl
_ = _ := congrArg Complex.re (harmonicSeries_poisson ha hz)
lemma poissonAverage_contDiffOn {f : ℂ → ℝ} (hf : CircleIntegrable f 0 1) :
ContDiffOn ℝ ∞ (fun z => Real.circleAverage (poissonKernel 0 z • f) 0 1) (ball 0 1) := by
have hfc : CircleIntegrable (fun z => (f z : ℂ)) 0 1 := by
simp only [CircleIntegrable,intervalIntegrable_iff] at hf ⊢
exact Complex.ofRealCLM.integrable_comp hf
have hball : ball (0 : ℂ) 1 ⊆ (sphere (0 : ℂ) |(1 : ℝ)|)ᶜ := by
intro z hz
rw [Set.mem_compl_iff, abs_one, Metric.mem_sphere]
exact ne_of_lt (Metric.mem_ball.mp hz)
have ha := (analyticOnNhd_circleAverage_herglotzRieszKernel_smul hfc).mono hball
have hc : ContDiffOn ℝ ∞ (fun z =>
(Real.circleAverage (fun ζ => herglotzRieszKernel 0 z ζ • (f ζ : ℂ)) 0 1).re)
(ball 0 1) :=
Complex.reCLM.contDiff.comp_contDiffOn (ha.contDiffOn_of_completeSpace.restrict_scalars ℝ)
apply hc.congr
intro z hz
rw [re_circleAverage_herglotzRieszKernel_smul hf (hball hz)]
congr 1
funext ζ
simp only [poissonKernel_eq_re_herglotzRieszKernel]
lemma harmonicSeries_re_contDiffOn {a : ℤ → ℂ} (ha : Summable (fun m => ‖a m‖)) :
ContDiffOn ℝ ∞ (fun z => (harmonicSeries a z).re) (ball 0 1) := by
have hc := Complex.continuous_re.comp_continuousOn
((harmonicSeries_continuousOn ha).mono sphere_subset_closedBall)
apply (poissonAverage_contDiffOn (hc.circleIntegrable (by norm_num : (0:ℝ) ≤ 1))).congr
intro z hz
exact (harmonicSeries_re_poisson ha hz).symm
lemma planeSeries_contDiffOn {a : ℤ → ℂ} (ha : Summable (fun m => ‖a m‖)) :
ContDiffOn ℝ ∞ (planeSeries a) disk := by
apply (harmonicSeries_re_contDiffOn ha).comp complexIso.symm.contDiff.contDiffOn
intro x hx
simpa only [disk,mem_ball_zero_iff,LinearIsometryEquiv.norm_map] using hx
end StrictHotSpots.Douglas
end DouglasInteriorCombinedLayer
section PlaneWavesCombinedLayer
open Set MeasureTheory Filter
open scoped Topology InnerProductSpace ContDiff Laplacian
namespace StrictHotSpots.PlaneWaves
def cosine (k : Plane) (x : Plane) : ℝ := Real.cos (inner ℝ k x)
def sine (k : Plane) (x : Plane) : ℝ := Real.sin (inner ℝ k x)
lemma cosine_smooth (k : Plane) : ContDiff ℝ ∞ (cosine k) :=
(innerSL ℝ k).contDiff.cos
lemma sine_smooth (k : Plane) : ContDiff ℝ ∞ (sine k) :=
(innerSL ℝ k).contDiff.sin
lemma fderiv_cosine (k x : Plane) :
fderiv ℝ (cosine k) x = (-sine k x) • innerSL ℝ k := by
exact ((innerSL ℝ k).hasFDerivAt.cos).fderiv
lemma fderiv_sine (k x : Plane) :
fderiv ℝ (sine k) x = cosine k x • innerSL ℝ k := by
exact ((innerSL ℝ k).hasFDerivAt.sin).fderiv
lemma gradient_cosine (k x : Plane) : gradient (cosine k) x = (-sine k x) • k := by
apply ext_inner_right ℝ
intro v
rw [inner_gradient_left,real_inner_smul_left,fderiv_cosine]
rfl
lemma gradient_sine (k x : Plane) : gradient (sine k) x = cosine k x • k := by
apply ext_inner_right ℝ
intro v
rw [inner_gradient_left,real_inner_smul_left,fderiv_sine]
rfl
lemma cosine_memLp {Ω : Set Plane} (hb : Bornology.IsBounded Ω) (k : Plane) :
MemLp (cosine k) 2 (volume.restrict Ω) := by
let : IsFiniteMeasure (volume.restrict Ω) := isFiniteMeasure_restrict.mpr hb.measure_lt_top.ne
exact MemLp.of_bound (cosine_smooth k).continuous.aestronglyMeasurable 1
(Eventually.of_forall fun x => Real.norm_eq_abs _ ▸ Real.abs_cos_le_one _)
lemma sine_memLp {Ω : Set Plane} (hb : Bornology.IsBounded Ω) (k : Plane) :
MemLp (sine k) 2 (volume.restrict Ω) := by
let : IsFiniteMeasure (volume.restrict Ω) := isFiniteMeasure_restrict.mpr hb.measure_lt_top.ne
exact MemLp.of_bound (sine_smooth k).continuous.aestronglyMeasurable 1
(Eventually.of_forall fun x => Real.norm_eq_abs _ ▸ Real.abs_sin_le_one _)
lemma cosine_h1 {Ω : Set Plane} (hΩ : IsOpen Ω) (hb : Bornology.IsBounded Ω) (k : Plane) :
HasH1Gradient Ω (cosine k) (fun x => (-sine k x) • k) := by
have he : gradient (cosine k) = fun x => (-sine k x) • k := funext (gradient_cosine k)
rw [← he]
apply HasH1Gradient.of_contDiffOn hΩ (cosine_smooth k).contDiffOn (cosine_memLp hb k)
rw [he]
exact (ContinuousLinearMap.smulRight (ContinuousLinearMap.id ℝ ℝ) k).comp_memLp' (sine_memLp hb k).neg
lemma sine_h1 {Ω : Set Plane} (hΩ : IsOpen Ω) (hb : Bornology.IsBounded Ω) (k : Plane) :
HasH1Gradient Ω (sine k) (fun x => cosine k x • k) := by
have he : gradient (sine k) = fun x => cosine k x • k := funext (gradient_sine k)
rw [← he]
apply HasH1Gradient.of_contDiffOn hΩ (sine_smooth k).contDiffOn (sine_memLp hb k)
rw [he]
exact (ContinuousLinearMap.smulRight (ContinuousLinearMap.id ℝ ℝ) k).comp_memLp' (cosine_memLp hb k)
lemma cosine_sine_sq (k x : Plane) : cosine k x ^ 2 + sine k x ^ 2 = 1 :=
Real.cos_sq_add_sin_sq _
lemma laplacian_cosine (k x : Plane) : Δ (cosine k) x = -‖k‖^2 * cosine k x := by
let b := stdOrthonormalBasis ℝ Plane
rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_orthonormalBasis _ b]
have hd : ∀ i, iteratedFDeriv ℝ 2 (cosine k) x ![b i, b i] =
-(inner ℝ k (b i))^2 * cosine k x := by
intro i
simp only [iteratedFDeriv_two_apply, Matrix.cons_val_zero, Matrix.cons_val_one]
have hc : fderiv ℝ (cosine k) = fun y => (-sine k y) • innerSL ℝ k :=
funext (fderiv_cosine k)
rw [hc, fderiv_smul_const (c := fun y : Plane => -(sine k y)) ((sine_smooth k).differentiable (by simp) x).neg (innerSL ℝ k : Plane →L[ℝ] ℝ),
fderiv_fun_neg, fderiv_sine]
simp
ring
change (∑ i, iteratedFDeriv ℝ 2 _ x ![b i, b i]) = _
simp_rw [hd]
rw [← Finset.sum_mul]
have hs : ∑ i, (inner ℝ k (b i))^2 = ‖k‖^2 := by
simpa only [pow_two,real_inner_self_eq_norm_sq,real_inner_comm (b _) k] using (b.sum_inner_mul_inner k k)
rw [Finset.sum_neg_distrib,hs]
lemma laplacian_sine (k x : Plane) : Δ (sine k) x = -‖k‖^2 * sine k x := by
let b := stdOrthonormalBasis ℝ Plane
rw [InnerProductSpace.laplacian_eq_iteratedFDeriv_orthonormalBasis _ b]
have hd : ∀ i, iteratedFDeriv ℝ 2 (sine k) x ![b i, b i] =
-(inner ℝ k (b i))^2 * sine k x := by
intro i
simp only [iteratedFDeriv_two_apply, Matrix.cons_val_zero, Matrix.cons_val_one]
have hc : fderiv ℝ (sine k) = fun y => cosine k y • innerSL ℝ k :=
funext (fderiv_sine k)
rw [hc, fderiv_smul_const ((cosine_smooth k).differentiable (by simp) x) (innerSL ℝ k : Plane →L[ℝ] ℝ),
fderiv_cosine]
simp
ring
change (∑ i, iteratedFDeriv ℝ 2 _ x ![b i, b i]) = _
simp_rw [hd]
rw [← Finset.sum_mul]
have hs : ∑ i, (inner ℝ k (b i))^2 = ‖k‖^2 := by
simpa only [pow_two,real_inner_self_eq_norm_sq,real_inner_comm (b _) k] using (b.sum_inner_mul_inner k k)
rw [Finset.sum_neg_distrib,hs]
end StrictHotSpots.PlaneWaves
end PlaneWavesCombinedLayer
section LowerEulerCombinedLayer
open Set MeasureTheory Filter
open scoped Topology InnerProductSpace
namespace StrictHotSpots
lemma lower_rayleigh {Ω : Set Plane} {v : Plane → ℝ} {g : Plane → Plane} {lam : ℝ}
(hle : lam ≤ firstPositiveNeumannValue Ω)
(hv : HasH1Gradient Ω v g) (hm : (∫ x in Ω, v x) = 0) :
lam * (∫ x in Ω, (v x)^2) ≤ ∫ x in Ω, ‖g x‖^2 :=
(mul_le_mul_of_nonneg_right hle (integral_nonneg fun x => sq_nonneg (v x))).trans
(rayleigh_inequality_all hv hm)
lemma lower_euler_mean_zero {Ω : Set Plane} {u v : Plane → ℝ}
{g k : Plane → Plane} {lam : ℝ}
(hle : lam ≤ firstPositiveNeumannValue Ω) (hb : Bornology.IsBounded Ω)
(hu : HasH1Gradient Ω u g) (hv : HasH1Gradient Ω v k)
(hmu : (∫ x in Ω, u x) = 0) (hmv : (∫ x in Ω, v x) = 0)
(he : (∫ x in Ω, ‖g x‖ ^ 2) =
lam * (∫ x in Ω, (u x) ^ 2)) :
(∫ x in Ω, inner ℝ (g x) (k x)) =
lam * (∫ x in Ω, u x * v x) := by
let : IsFiniteMeasure (volume.restrict Ω) := ⟨by simpa using hb.measure_lt_top⟩
have hui : Integrable u (volume.restrict Ω) := hu.1.integrable (by norm_num)
have hvi : Integrable v (volume.restrict Ω) := hv.1.integrable (by norm_num)
have hvar (t : ℝ) := lower_rayleigh hle (hu.add (hv.smul t)) (by
show (∫ x in Ω, u x + t * v x) = 0
rw [integral_add hui (hvi.const_mul t), integral_const_mul, hmu, hmv]
ring)
have hpoly : ∀ t : ℝ, 0 ≤
((∫ x in Ω, ‖k x‖ ^ 2) - lam * (∫ x in Ω, (v x) ^ 2)) * (t * t) +
(2 * ((∫ x in Ω, inner ℝ (g x) (k x)) -
lam * (∫ x in Ω, u x * v x))) * t + 0 := by
intro t
have ht := hvar t
simp only [Pi.add_apply, Pi.smul_apply, smul_eq_mul] at ht
rw [integral_norm_add_smul_sq hu.2.1 hv.2.1 t,
integral_sq_add_mul hu.1 hv.1 t, he] at ht
nlinarith
have hd := discrim_le_zero hpoly
simp only [discrim, mul_zero, sub_zero] at hd
nlinarith [sq_nonneg ((∫ x in Ω, inner ℝ (g x) (k x)) -
lam * (∫ x in Ω, u x * v x))]
lemma lower_euler {Ω : Set Plane} {u v : Plane → ℝ} {g k : Plane → Plane} {lam : ℝ}
(hle : lam ≤ firstPositiveNeumannValue Ω)
(hb : Bornology.IsBounded Ω) (hvol : 0 < (volume Ω).toReal)
(hu : HasH1Gradient Ω u g) (hv : HasH1Gradient Ω v k)
(hmu : (∫ x in Ω, u x) = 0)
(he : (∫ x in Ω, ‖g x‖ ^ 2) =
lam * (∫ x in Ω, (u x) ^ 2)) :
(∫ x in Ω, inner ℝ (g x) (k x)) =
lam * (∫ x in Ω, u x * v x) := by
let : IsFiniteMeasure (volume.restrict Ω) := ⟨by simpa using hb.measure_lt_top⟩
let c := (∫ x in Ω, v x) / (volume Ω).toReal
have hui : Integrable u (volume.restrict Ω) := hu.1.integrable (by norm_num)
have hvi : Integrable v (volume.restrict Ω) := hv.1.integrable (by norm_num)
have hw : HasH1Gradient Ω (fun x => v x - c) k := by
change HasH1Gradient Ω (v - fun _ => c) k
simpa only [sub_zero] using hv.sub (HasH1Gradient.const hb c)
have hm : (∫ x in Ω, v x - c) = 0 := by
rw [integral_sub hvi (integrable_const c)]
simp only [integral_const, measureReal_restrict_apply_univ, smul_eq_mul]
change (∫ x in Ω, v x) - (volume Ω).toReal * c = 0
dsimp [c]
field_simp
ring
have hh := lower_euler_mean_zero hle hb hu hw hmu hm he
have hi : (∫ x in Ω, u x * (v x - c)) = (∫ x in Ω, u x * v x) := by
simp only [mul_sub]
have huv : Integrable (fun x => u x * v x) (volume.restrict Ω) := hu.1.integrable_mul hv.1
rw [integral_sub huv (hui.mul_const c),
integral_mul_const, hmu, zero_mul, sub_zero]
rwa [hi] at hh
end StrictHotSpots
end LowerEulerCombinedLayer
section L2InnerToLpCombinedLayer
open MeasureTheory Filter
open scoped ENNReal InnerProductSpace
namespace StrictHotSpots.L2Inner
lemma toLp_pair {α E : Type*} [MeasurableSpace α] {μ : Measure α}
[NormedAddCommGroup E] [InnerProductSpace ℝ E]
{f g : α → E} (hf : MemLp f 2 μ) (hg : MemLp g 2 μ) :
inner ℝ (hf.toLp f) (hg.toLp g) = ∫ x, inner ℝ (f x) (g x) ∂μ := by
rw [L2.inner_def]
apply integral_congr_ae
filter_upwards [hf.coeFn_toLp,hg.coeFn_toLp] with x hx hy
rw [hx,hy]
lemma toLp_left {α E : Type*} [MeasurableSpace α] {μ : Measure α}
[NormedAddCommGroup E] [InnerProductSpace ℝ E]
{f : α → E} (hf : MemLp f 2 μ) (g : Lp E 2 μ) :
inner ℝ (hf.toLp f) g = ∫ x, inner ℝ (f x) (g x) ∂μ := by
rw [L2.inner_def]
apply integral_congr_ae
filter_upwards [hf.coeFn_toLp] with x hx
rw [hx]
lemma toLp_right {α E : Type*} [MeasurableSpace α] {μ : Measure α}
[NormedAddCommGroup E] [InnerProductSpace ℝ E]
{g : α → E} (f : Lp E 2 μ) (hg : MemLp g 2 μ) :
inner ℝ f (hg.toLp g) = ∫ x, inner ℝ (f x) (g x) ∂μ := by
rw [L2.inner_def]
apply integral_congr_ae
filter_upwards [hg.coeFn_toLp] with x hx
rw [hx]
end StrictHotSpots.L2Inner
end L2InnerToLpCombinedLayer
section H1RayleighFormCombinedLayer
open Set MeasureTheory Filter
open scoped InnerProductSpace Topology
namespace StrictHotSpots
private lemma two_inner_sub_left {A B : Type*} [NormedAddCommGroup A] [InnerProductSpace ℝ A]
[NormedAddCommGroup B] [InnerProductSpace ℝ B] (lam : ℝ) (a b c : A) (x y z : B) :
inner ℝ (a-b) c - lam * inner ℝ (x-y) z =
(inner ℝ a c - lam * inner ℝ x z) - (inner ℝ b c - lam * inner ℝ y z) := by
rw [inner_sub_left,inner_sub_left]
ring
private lemma two_inner_sub_right {A B : Type*} [NormedAddCommGroup A] [InnerProductSpace ℝ A]
[NormedAddCommGroup B] [InnerProductSpace ℝ B] (lam : ℝ) (a b c : A) (x y z : B) :
inner ℝ a (b-c) - lam * inner ℝ x (y-z) =
(inner ℝ a b - lam * inner ℝ x y) - (inner ℝ a c - lam * inner ℝ x z) := by
rw [inner_sub_right,inner_sub_right]
ring
end StrictHotSpots
namespace StrictHotSpots.H1
variable {Ω : Set Plane}
local instance : NormedSpace ℝ (H1 Ω) := (h1Graph Ω).normedSpace
def form (lam : ℝ) (u v : H1 Ω) : ℝ :=
inner ℝ (grad u) (grad v) - lam * inner ℝ (value u) (value v)
lemma form_symm (lam : ℝ) (u v : H1 Ω) : form lam u v = form lam v u := by
exact congrArg₂ (fun a b : ℝ => a - lam * b)
(real_inner_comm (grad u) (grad v)).symm (real_inner_comm (value u) (value v)).symm
lemma form_sub_left (lam : ℝ) (u v w : H1 Ω) :
form lam (u-v) w = form lam u w - form lam v w := by
exact StrictHotSpots.two_inner_sub_left lam (grad u) (grad v) (grad w) (value u) (value v) (value w)
lemma form_sub_right (lam : ℝ) (u v w : H1 Ω) :
form lam u (v-w) = form lam u v - form lam u w := by
exact StrictHotSpots.two_inner_sub_right lam (grad u) (grad v) (grad w) (value u) (value v) (value w)
lemma form_smul_left (lam c : ℝ) (u v : H1 Ω) :
form lam (c • u) v = c * form lam u v := by
unfold form
change inner ℝ (c • grad u) (grad v) - lam * inner ℝ (c • value u) (value v) = _
rw [real_inner_smul_left,real_inner_smul_left]
ring
lemma form_smul_right (lam c : ℝ) (u v : H1 Ω) :
form lam u (c • v) = c * form lam u v := by
unfold form
change inner ℝ (grad u) (c • grad v) - lam * inner ℝ (value u) (c • value v) = _
rw [real_inner_smul_right,real_inner_smul_right]
ring
lemma form_diag_sub (lam c : ℝ) (u v : H1 Ω)
(hv : form lam v v = 0) (huv : form lam u v = 0) :
form lam (u-c•v) (u-c•v) = form lam u u := by
rw [form_sub_left,form_sub_right,form_sub_right,form_smul_right,
form_smul_left,form_smul_left,form_smul_right,hv,huv,← form_symm lam u v,huv]
ring
variable (hb : Bornology.IsBounded Ω)
def mean : H1 Ω →L[ℝ] ℝ := by
let : IsFiniteMeasure (volume.restrict Ω) := isFiniteMeasure_restrict.mpr hb.measure_lt_top.ne
exact (innerSL ℝ ((memLp_const (1 : ℝ)).toLp (fun _ : Plane => (1 : ℝ)))).comp value
lemma mean_eq (u : H1 Ω) : mean hb u = ∫ x in Ω, value u x := by
let : IsFiniteMeasure (volume.restrict Ω) := isFiniteMeasure_restrict.mpr hb.measure_lt_top.ne
change inner ℝ ((memLp_const (1 : ℝ)).toLp _) (value u) = _
rw [L2Inner.toLp_left]
simp only [RCLike.inner_apply,RCLike.conj_to_real,mul_one]
lemma form_self_integral (lam : ℝ) (u : H1 Ω) :
form lam u u = (∫ x in Ω, ‖grad u x‖^2) - lam * (∫ x in Ω, (value u x)^2) := by
simp only [form,L2.inner_def,real_inner_self_eq_norm_sq,Real.norm_eq_abs,sq_abs]
lemma form_nonneg {lam : ℝ} (hle : lam ≤ firstPositiveNeumannValue Ω)
(u : H1 Ω) (hm : mean hb u = 0) : 0 ≤ form lam u u := by
rw [form_self_integral]
exact sub_nonneg.mpr (lower_rayleigh hle (hasH1Gradient u) ((mean_eq hb u).symm.trans hm))
lemma form_zero_euler {lam : ℝ} (hle : lam ≤ firstPositiveNeumannValue Ω)
(hvol : 0 < (volume Ω).toReal) (u : H1 Ω) (hm : mean hb u = 0)
(hz : form lam u u = 0) (v : H1 Ω) : form lam u v = 0 := by
rw [form_self_integral,sub_eq_zero] at hz
have he := lower_euler hle hb hvol (hasH1Gradient u) (hasH1Gradient v)
((mean_eq hb u).symm.trans hm) hz
rw [form,L2.inner_def,L2.inner_def]
simp only [RCLike.inner_apply,RCLike.conj_to_real]
rw [show (fun x => value v x * value u x) = (fun x => value u x * value v x) by funext; ring,he,sub_self]
end StrictHotSpots.H1
end H1RayleighFormCombinedLayer
section CompactRowsCombinedLayer
open MeasureTheory Set Filter
open scoped ENNReal Topology InnerProductSpace
namespace StrictHotSpots.CompactRows
variable {α H : Type*} [MeasurableSpace α] {μ : Measure α}
[NormedAddCommGroup H] [InnerProductSpace ℝ H]
def rowOperator : Lp H 2 μ →L[ℝ] H →L[ℝ] Lp ℝ 2 μ :=
(ContinuousLinearMap.compLpL₂ 2 μ (innerSL ℝ)).flip
lemma rowOperator_apply_ae (r : Lp H 2 μ) (v : H) :
rowOperator r v =ᵐ[μ] fun x => inner ℝ v (r x) :=
(innerSL ℝ v).coeFn_compLp r
lemma rowOperator_compact_simple (r : Lp.simpleFunc H 2 μ) :
IsCompactOperator (rowOperator (r : Lp H 2 μ)) := by
let V : Submodule ℝ H := Submodule.span ℝ (Set.range (Lp.simpleFunc.toSimpleFunc r))
have : FiniteDimensional ℝ V := FiniteDimensional.span_of_finite ℝ (Lp.simpleFunc.toSimpleFunc r).finite_range
have he : rowOperator (r : Lp H 2 μ) =
((rowOperator (r : Lp H 2 μ)).comp V.subtypeL).comp V.orthogonalProjectionOnto := by
apply ContinuousLinearMap.ext
intro v
apply Lp.ext
filter_upwards [rowOperator_apply_ae (r : Lp H 2 μ) v,
rowOperator_apply_ae (r : Lp H 2 μ) (V.orthogonalProjectionOnto v),
Lp.simpleFunc.toSimpleFunc_eq_toFun r] with x hx hy hr
change rowOperator (r : Lp H 2 μ) v x =
rowOperator (r : Lp H 2 μ) (V.orthogonalProjectionOnto v) x
rw [hx, hy, ← hr]
have hmem : (Lp.simpleFunc.toSimpleFunc r) x ∈ V := Submodule.subset_span ⟨x, rfl⟩
exact (V.inner_orthogonalProjectionOnto_eq_of_mem_right ⟨_,hmem⟩ v).symm
rw [he]
exact (isCompactOperator_of_locallyCompactSpace_dom V.orthogonalProjectionOnto).clm_comp
((rowOperator (r : Lp H 2 μ)).comp V.subtypeL)
theorem rowOperator_compact (r : Lp H 2 μ) : IsCompactOperator (rowOperator r) := by
have hc : IsClosed {f : Lp H 2 μ | IsCompactOperator (rowOperator f)} :=
isClosed_setOfPred_isCompactOperator.preimage
(rowOperator (μ := μ) (H := H)).continuous
apply closure_minimal (fun f hf => rowOperator_compact_simple ⟨f,hf⟩) hc
exact Lp.simpleFunc.dense (by norm_num) r
end StrictHotSpots.CompactRows
end CompactRowsCombinedLayer
section MeasurableRowsCombinedLayer
open MeasureTheory Set Filter
open scoped ENNReal Topology InnerProductSpace
namespace StrictHotSpots.CompactRows
lemma measurable_of_dist {α E : Type*} [MeasurableSpace α] [MetricSpace E]
[MeasurableSpace E] [BorelSpace E] [SecondCountableTopology E]
{f : α → E} (h : ∀ y, Measurable (fun x => dist (f x) y)) : Measurable f := by
let B : Set (Set E) := {s | ∃ y r, s = Metric.ball y r}
have hb : TopologicalSpace.IsTopologicalBasis B :=
TopologicalSpace.isTopologicalBasis_of_isOpen_of_nhds
(by rintro s ⟨y,r,rfl⟩; exact Metric.isOpen_ball)
(by intro x s hx hs
obtain ⟨r,hr,hrs⟩ := Metric.isOpen_iff.mp hs x hx
exact ⟨Metric.ball x r, ⟨x,r,rfl⟩, Metric.mem_ball_self hr, hrs⟩)
rw [BorelSpace.measurable_eq (α := E), hb.borel_eq_generateFrom]
apply measurable_generateFrom
rintro s ⟨y,r,rfl⟩
exact measurableSet_lt (h y) measurable_const
variable {X Y : Type*} [MeasurableSpace X] [MeasurableSpace Y]
{ν : Measure Y} [SFinite ν] [IsSeparable ν]
local instance : Fact ((2 : ℝ≥0∞) ≠ ∞) := ⟨by norm_num⟩
local instance : MeasurableSpace (Lp ℝ 2 ν) := borel _
local instance : BorelSpace (Lp ℝ 2 ν) := ⟨rfl⟩
lemma measurable_toLp_rows (K : X × Y → ℝ) (hK : Measurable K)
(hrow : ∀ x, MemLp (fun y => K (x,y)) 2 ν) :
Measurable (fun x => (hrow x).toLp (fun y => K (x,y))) := by
apply measurable_of_dist
intro f
let R := fun x => (hrow x).toLp (fun y => K (x,y))
have he (x : X) : dist (R x) f = Real.sqrt (∫ y, (K (x,y) - f y)^2 ∂ν) := by
rw [dist_eq_norm]
have hs : ∫ y, (K (x,y) - f y)^2 ∂ν = ‖R x - f‖^2 := by
rw [← real_inner_self_eq_norm_sq, L2.inner_def]
apply integral_congr_ae
filter_upwards [Lp.coeFn_sub (R x) f, (hrow x).coeFn_toLp] with y hy hz
simp only [Pi.sub_apply] at hy
rw [real_inner_self_eq_norm_sq, hy, hz, Real.norm_eq_abs, sq_abs]
rw [hs, Real.sqrt_sq (norm_nonneg _)]
have hm : Measurable (fun p : X × Y => (K p - f p.2)^2) :=
(hK.sub ((Lp.stronglyMeasurable f).measurable.comp measurable_snd)).pow_const 2
simpa only [← he] using ((hm.stronglyMeasurable.integral_prod_right' (ν := ν)).measurable).sqrt
end StrictHotSpots.CompactRows
end MeasurableRowsCombinedLayer
section CompactCoerciveCombinedLayer
open Set
open scoped InnerProductSpace Topology
namespace StrictHotSpots.CompactCoercive
variable {E H V : Type*} [NormedAddCommGroup E] [NormedSpace ℝ E]
[NormedAddCommGroup H] [InnerProductSpace ℝ H]
[NormedAddCommGroup V] [InnerProductSpace ℝ V]
lemma finite_projection_approx (T : E →L[ℝ] H) (hT : IsCompactOperator T)
{ε : ℝ} (hε : 0 < ε) :
∃ U : Submodule ℝ H, ∃ _ : FiniteDimensional ℝ U,
‖T - U.starProjection.comp T‖ ≤ ε := by
obtain ⟨s,hs,hcover⟩ := Metric.totallyBounded_iff.mp
(hT.isCompact_closure_image_closedBall 1).totallyBounded ε hε
let U := Submodule.span ℝ s
let : FiniteDimensional ℝ U := FiniteDimensional.span_of_finite ℝ hs
refine ⟨U,inferInstance,ContinuousLinearMap.opNorm_le_of_unit_norm hε.le ?_⟩
intro x hx
have hmem : T x ∈ closure (T '' Metric.closedBall 0 1) :=
subset_closure ⟨x,by simpa using hx.le,rfl⟩
obtain ⟨y,hy,hxy⟩ := mem_iUnion₂.mp (hcover hmem)
change ‖T x - U.starProjection (T x)‖ ≤ ε
have hmin := U.starProjection_minimal (T x)
rw [hmin]
exact (ciInf_le (by exact ⟨0, by rintro _ ⟨z,rfl⟩; exact norm_nonneg _⟩)
(⟨y,Submodule.subset_span hy⟩ : U)).trans (by exact (show ‖T x - y‖ < ε by simpa [Metric.mem_ball, dist_eq_norm] using hxy).le)
lemma observation_compact [CompleteSpace H] (B : V →L[ℝ] V →L[ℝ] ℝ) (hB : IsCoercive B)
(J : V →L[ℝ] H) (S : H →L[ℝ] V)
(hS : ∀ f v, B (S f) v = inner ℝ f (J v))
(hc : IsCompactOperator (J.comp S)) : IsCompactOperator J := by
obtain ⟨C,hC,hcoer⟩ := hB
have hcl : J ∈ closure {A : V →L[ℝ] H | IsCompactOperator A} := by
rw [Metric.mem_closure_iff]
intro δ hδ
let q : ℝ := δ / (2 * (‖B‖ + 1))
have hq : 0 < q := div_pos hδ (mul_pos (by norm_num) (by positivity))
obtain ⟨U,hU,happrox⟩ := finite_projection_approx (J.comp S) hc
(mul_pos hC (sq_pos_of_pos hq))
let : FiniteDimensional ℝ U := hU
let A : V →L[ℝ] H := U.starProjection.comp J
have hAc : IsCompactOperator A :=
((isCompactOperator_of_locallyCompactSpace_rng U.subtypeL).comp_clm
U.orthogonalProjectionOnto).comp_clm J
refine ⟨A,hAc,?_⟩
have ha : ‖J - A‖ ≤ ‖B‖ * q := by
apply ContinuousLinearMap.opNorm_le_bound (J - A) (mul_nonneg (norm_nonneg B) hq.le)
intro v
let w := J v - U.starProjection (J v)
have hwproj : inner ℝ w (U.starProjection (J v)) = 0 :=
U.starProjection_inner_eq_zero (J v) _ (U.orthogonalProjectionOnto (J v)).property
have hwJ : inner ℝ w (J v) = ‖w‖^2 := by
calc
_ = inner ℝ w (w + U.starProjection (J v)) := by
congr 1; dsimp [w]; abel
_ = _ := by rw [inner_add_right, hwproj, add_zero, real_inner_self_eq_norm_sq]
have hwTproj : inner ℝ w (U.starProjection ((J.comp S) w)) = 0 :=
U.starProjection_inner_eq_zero (J v) _ (U.orthogonalProjectionOnto ((J.comp S) w)).property
have ht : inner ℝ w ((J.comp S) w) ≤ C * q^2 * ‖w‖^2 := by
calc
_ = inner ℝ w (((J.comp S) - U.starProjection.comp (J.comp S)) w) := by
change inner ℝ w (J (S w)) = inner ℝ w (J (S w) - U.starProjection (J (S w)))
have hz : inner ℝ w (U.starProjection (J (S w))) = 0 := hwTproj
rw [inner_sub_right, hz, sub_zero]
_ ≤ ‖w‖ * ‖((J.comp S) - U.starProjection.comp (J.comp S)) w‖ :=
real_inner_le_norm _ _
_ ≤ ‖w‖ * ((C * q^2) * ‖w‖) := by
gcongr
exact (((J.comp S) - U.starProjection.comp (J.comp S)).le_opNorm w).trans
(mul_le_mul_of_nonneg_right happrox (norm_nonneg _))
_ = _ := by ring
have hs : ‖S w‖ ≤ q * ‖w‖ := by
have h0 := (hcoer (S w)).trans (by simpa only [hS, ContinuousLinearMap.comp_apply] using ht)
have h1 : ‖S w‖^2 ≤ (q * ‖w‖)^2 := by nlinarith
nlinarith [norm_nonneg (S w), mul_nonneg hq.le (norm_nonneg w)]
have hv : ‖w‖^2 ≤ ‖B‖ * ‖S w‖ * ‖v‖ := by
calc
_ = B (S w) v := (hS w v).trans hwJ |>.symm
_ ≤ ‖B (S w) v‖ := le_abs_self _
_ ≤ ‖B (S w)‖ * ‖v‖ := (B (S w)).le_opNorm v
_ ≤ _ := mul_le_mul_of_nonneg_right (B.le_opNorm (S w)) (norm_nonneg _)
have hv' : ‖w‖^2 ≤ (‖B‖ * q * ‖v‖) * ‖w‖ := by
calc
_ ≤ ‖B‖ * ‖S w‖ * ‖v‖ := hv
_ ≤ ‖B‖ * (q * ‖w‖) * ‖v‖ := by gcongr
_ = _ := by ring
change ‖w‖ ≤ ‖B‖ * q * ‖v‖
by_cases hw0 : ‖w‖ = 0
· rw [hw0]; positivity
· have hwpos : 0 < ‖w‖ := lt_of_le_of_ne (norm_nonneg _) (Ne.symm hw0)
rw [pow_two] at hv'
exact (mul_le_mul_iff_left₀ hwpos).mp (by simpa only [mul_comm] using hv')
rw [dist_eq_norm]
have he : ‖B‖ * q < δ := by
dsimp [q]
have hd : 0 < 2 * (‖B‖ + 1) := by positivity
rw [← mul_div_assoc, div_lt_iff₀ hd]
nlinarith [norm_nonneg B]
simpa only [norm_sub_rev] using ha.trans_lt he
exact isClosed_setOfPred_isCompactOperator.closure_subset hcl
end StrictHotSpots.CompactCoercive
end CompactCoerciveCombinedLayer
section DiskCompactEmbeddingCombinedLayer
open MeasureTheory Set Filter
open scoped ENNReal Topology InnerProductSpace
namespace StrictHotSpots.PlaneGreen
open DiskH10
local instance : Fact ((2 : ℝ≥0∞) ≠ ∞) := ⟨by norm_num⟩
private def boundedKernel (p : Plane × Plane) : ℝ := by
classical
exact if p.1 ∈ disk then kernel p.1 p.2 else 0
private lemma boundedKernel_measurable : Measurable boundedKernel :=
Measurable.ite (diskOpen.measurableSet.preimage measurable_fst) measurable_kernel measurable_const
private lemma boundedKernel_memLp (x : Plane) :
MemLp (fun y => boundedKernel (x,y)) 2 (volume.restrict disk) := by
by_cases hx : x ∈ disk
· simpa only [boundedKernel, ite_eq_left hx] using kernel_memLp x hx
· simp only [boundedKernel, ite_eq_right hx]
exact MemLp.zero
private def compactRow (x : Plane) : Lp ℝ 2 (volume.restrict disk) :=
(boundedKernel_memLp x).toLp (fun y => boundedKernel (x,y))
private lemma compactRow_memLp : MemLp compactRow 2 (volume.restrict disk) := by
let : MeasurableSpace (Lp ℝ 2 (volume.restrict disk)) := borel _
let : BorelSpace (Lp ℝ 2 (volume.restrict disk)) := ⟨rfl⟩
have hm : Measurable compactRow := CompactRows.measurable_toLp_rows boundedKernel
boundedKernel_measurable boundedKernel_memLp
apply MemLp.of_bound hm.aestronglyMeasurable kernel_bound.choose
filter_upwards [ae_restrict_mem diskOpen.measurableSet] with x hx
rw [compactRow, Lp.norm_toLp]
simpa only [boundedKernel, ite_eq_left hx] using kernel_bound.choose_spec.2 x hx
lemma integralOperator_compact : IsCompactOperator integralOperator := by
let r := compactRow_memLp.toLp compactRow
have he : integralOperator = CompactRows.rowOperator r := by
apply ContinuousLinearMap.ext
intro f
apply Lp.ext
filter_upwards [integralOperator_ae f, CompactRows.rowOperator_apply_ae r f,
compactRow_memLp.coeFn_toLp, ae_restrict_mem diskOpen.measurableSet] with x hx hy hr hxd
rw [hx,hy,hr,L2.inner_def]
apply integral_congr_ae
filter_upwards [(boundedKernel_memLp x).coeFn_toLp] with y hxy
change kernel x y * f y = inner ℝ (f y) (compactRow x y)
rw [RCLike.inner_apply]
change kernel x y * f y = compactRow x y * f y
congr 1
have ht : compactRow x y = kernel x y := by
simpa only [compactRow, boundedKernel, ite_eq_left hxd] using hxy
exact ht.symm
rw [he]
exact CompactRows.rowOperator_compact r
lemma value_compact : IsCompactOperator (H10.value diskOpen) := by
let B := H10.energy diskOpen
let hB := H10.energy_coercive diskOpen diskBounded
let J := H10.value diskOpen
let S := DirichletOperator.solution B hB J
apply CompactCoercive.observation_compact B hB J S
· exact DirichletOperator.solution_spec B hB J
· change IsCompactOperator variationalOperator
rw [← integralOperator_eq_variationalOperator]
exact integralOperator_compact
end StrictHotSpots.PlaneGreen
end DiskCompactEmbeddingCombinedLayer
section H10InclusionCombinedLayer
open Set MeasureTheory Filter
open scoped ENNReal Topology InnerProductSpace
namespace StrictHotSpots
def smoothTestToH10 {Ω : Set Plane} (hΩ : IsOpen Ω) : smoothTestSpace Ω →ₗ[ℝ] H10 hΩ :=
(smoothTestToH1 hΩ).codRestrict (h10Submodule hΩ)
(fun f => Submodule.le_topologicalClosure _ (LinearMap.mem_range_self _ f))
lemma dense_smoothTestToH10 {Ω : Set Plane} (hΩ : IsOpen Ω) :
DenseRange (smoothTestToH10 hΩ) := by
intro u
rw [Metric.mem_closure_iff]
intro ε hε
have hu : (u : H1 Ω) ∈ closure (Set.range (smoothTestToH1 hΩ)) := u.property
obtain ⟨v,⟨f,rfl⟩,hv⟩ := Metric.mem_closure_iff.mp hu ε hε
exact ⟨smoothTestToH10 hΩ f, ⟨f,rfl⟩, hv⟩
namespace H10
variable {Ω Λ : Set Plane} (hΩ : IsOpen Ω) (hΛ : IsOpen Λ) (hsub : Ω ⊆ Λ)
def includeTest : smoothTestSpace Ω →ₗ[ℝ] smoothTestSpace Λ where
toFun f := ⟨f.val,f.property.1,f.property.2.1,f.property.2.2.trans hsub⟩
map_add' _ _ := rfl
map_smul' _ _ := rfl
lemma includeTest_norm (f : smoothTestSpace Ω) :
‖smoothTestToH10 hΛ (includeTest hsub f)‖ = ‖smoothTestToH10 hΩ f‖ := by
apply (sq_eq_sq₀ (norm_nonneg _) (norm_nonneg _)).mp
change ‖(smoothTestToH1 hΛ (includeTest hsub f))‖^2 = ‖smoothTestToH1 hΩ f‖^2
rw [H1.norm_sq, H1.norm_sq]
rw [smoothTestToH1_value_norm, smoothTestToH1_grad_norm,
smoothTestToH1_value_norm, smoothTestToH1_grad_norm]
have hf : Function.support (f : Plane → ℝ) ⊆ Ω := (subset_tsupport _).trans f.property.2.2
have hg : Function.support (gradient (f : Plane → ℝ)) ⊆ Ω := by
intro x hx
apply f.property.2.2
by_contra hn
apply hx
rw [gradient, fderiv_of_notMem_tsupport ℝ hn, map_zero]
dsimp [includeTest]
have hfm := f.property.1.continuous.aestronglyMeasurable (μ := volume)
have hgm : AEStronglyMeasurable (gradient (f : Plane → ℝ)) volume :=
((InnerProductSpace.toDual ℝ Plane).symm.continuous.comp
(f.property.1.continuous_fderiv (by simp))).aestronglyMeasurable
rw [eLpNorm_restrict_eq_of_support_subset hfm (hf.trans hsub),
eLpNorm_restrict_eq_of_support_subset hgm (hg.trans hsub),
eLpNorm_restrict_eq_of_support_subset hfm hf, eLpNorm_restrict_eq_of_support_subset hgm hg]
def inclusion : H10 hΩ →L[ℝ] H10 hΛ :=
((smoothTestToH10 hΛ).comp (includeTest hsub)).extendOfNorm (smoothTestToH10 hΩ)
lemma inclusion_test (f : smoothTestSpace Ω) :
inclusion hΩ hΛ hsub (smoothTestToH10 hΩ f) =
smoothTestToH10 hΛ (includeTest hsub f) :=
LinearMap.extendOfNorm_eq (dense_smoothTestToH10 hΩ)
⟨1,fun f => by
rw [one_mul]
change ‖smoothTestToH10 hΛ (includeTest hsub f)‖ ≤ ‖smoothTestToH10 hΩ f‖
exact le_of_eq (includeTest_norm hΩ hΛ hsub f)⟩ f
def restriction : Lp ℝ 2 (volume.restrict Λ) →L[ℝ] Lp ℝ 2 (volume.restrict Ω) :=
Lp.LpToLpOfMeasureLeSMul (by norm_num : (1 : ℝ≥0∞) ≠ ∞)
(by simpa using Measure.restrict_mono hsub (le_refl (volume : Measure Plane)))
lemma value_inclusion : value hΩ =
(restriction hsub).comp ((value hΛ).comp (inclusion hΩ hΛ hsub)) := by
apply DFunLike.coe_injective
apply (dense_smoothTestToH10 hΩ).equalizer (value hΩ).continuous
((restriction hsub).comp ((value hΛ).comp (inclusion hΩ hΛ hsub))).continuous
funext f
simp only [Function.comp_apply, ContinuousLinearMap.comp_apply, inclusion_test]
apply Lp.ext
have hs := Lp.coeFn_LpToLpOfMeasureLeSMul (by norm_num : (1 : ℝ≥0∞) ≠ ∞)
(show volume.restrict Ω ≤ (1 : ℝ≥0∞) • volume.restrict Λ by
simpa using Measure.restrict_mono hsub (le_refl (volume : Measure Plane)))
(value hΛ (smoothTestToH10 hΛ (includeTest hsub f)))
have hf := (test_memLp (Ω := Ω) f.property.1 f.property.2.1).coeFn_toLp
have hg := ((Measure.absolutelyContinuous_of_le (Measure.restrict_mono hsub le_rfl)).ae_eq
(test_memLp (Ω := Λ) f.property.1 f.property.2.1).coeFn_toLp)
exact hf.trans (hg.symm.trans hs.symm)
include hsub in
lemma value_compact_of_subset (hc : IsCompactOperator (value hΛ)) :
IsCompactOperator (value hΩ) := by
rw [value_inclusion hΩ hΛ hsub]
exact (hc.comp_clm (inclusion hΩ hΛ hsub)).clm_comp (restriction hsub)
end H10
end StrictHotSpots
end H10InclusionCombinedLayer
section H10HelmholtzCombinedLayer
open Set MeasureTheory Filter
open scoped ENNReal Topology InnerProductSpace Laplacian ContDiff
namespace StrictHotSpots.H10
variable {Ω : Set Plane} (hΩ : IsOpen Ω)
local instance : NormedSpace ℝ (H10 hΩ) := (H10.innerProductSpace hΩ).toNormedSpace
lemma helmholtz_pair {f : Plane → ℝ} {lam : ℝ}
(hf : ContDiffOn ℝ ∞ f Ω)
(hv : MemLp f 2 (volume.restrict Ω))
(hg : MemLp (gradient f) 2 (volume.restrict Ω))
(hp : ∀ x ∈ Ω, Δ f x = -lam * f x) (u : H10 hΩ) :
inner ℝ (hg.toLp _) (grad hΩ u) = lam * inner ℝ (hv.toLp _) (value hΩ u) := by
let A : H10 hΩ →L[ℝ] ℝ := (innerSL ℝ (hg.toLp _)).comp (grad hΩ)
let B : H10 hΩ →L[ℝ] ℝ := lam • (innerSL ℝ (hv.toLp _)).comp (value hΩ)
change A u = B u
apply isClosed_property (dense_smoothTestToH10 hΩ) (isClosed_eq A.continuous B.continuous) _ u
intro t
change inner ℝ (hg.toLp _) ((test_gradient_memLp t.property.1 t.property.2.1).toLp _) =
lam * inner ℝ (hv.toLp _) ((test_memLp t.property.1 t.property.2.1).toLp _)
rw [L2Inner.toLp_pair, L2Inner.toLp_pair]
rw [integral_inner_gradient_test hΩ hf t.property.1 t.property.2.1 t.property.2.2]
have he : (∫ x in Ω, Δ f x * (t : Plane → ℝ) x) =
-lam * ∫ x in Ω, f x * (t : Plane → ℝ) x := by
rw [← integral_const_mul]
apply integral_congr_ae
filter_upwards [ae_restrict_mem hΩ.measurableSet] with x hx
rw [hp x hx]
ring
rw [he]
simp only [RCLike.inner_apply, RCLike.conj_to_real]
rw [show (fun x => (t : Plane → ℝ) x * f x) = (fun x => f x * (t : Plane → ℝ) x) by funext; ring]
ring
end StrictHotSpots.H10
end H10HelmholtzCombinedLayer
end
end DouglasLipschitzBase
end OAI