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| import Mathlib | |
| namespace OAI | |
| /-! The nearest-neighbor Anderson operator on the square lattice and its almost-sure spectral interval. -/ | |
| noncomputable section | |
| open MeasureTheory | |
| open scoped ENNReal | |
| namespace PlanarAnderson | |
| abbrev Site := ℤ × ℤ | |
| abbrev Configuration := Site → ℝ | |
| abbrev Hilbert := lp (fun _ : Site => ℂ) 2 | |
| instance : Nontrivial Hilbert := by | |
| refine ⟨⟨lp.single 2 (0, 0) (1 : ℂ), 0, ?_⟩⟩ | |
| intro he | |
| have h := congrArg (fun u : Hilbert => u (0, 0)) he | |
| simp at h | |
| def disorderLaw (h : ℝ) : Measure Configuration := | |
| Measure.infinitePi (fun _ : Site => ProbabilityTheory.cond volume (Set.Icc (-h) h)) | |
| def IsAndersonOperator (v : Configuration) (H : Hilbert →L[ℂ] Hilbert) : Prop := | |
| ∀ (u : Hilbert) (x : Site), | |
| (H u) x = u (x.1 + 1, x.2) + u (x.1 - 1, x.2) + | |
| u (x.1, x.2 + 1) + u (x.1, x.2 - 1) + (v x : ℂ) * u x | |
| def spectralInterval (h : ℝ) : Set ℂ := | |
| {z | z.im = 0 ∧ -4 - h ≤ z.re ∧ z.re ≤ 4 + h} | |
| def eigenvalues (H : Hilbert →L[ℂ] Hilbert) : Set ℂ := | |
| {z | ∃ u : Hilbert, u ≠ 0 ∧ H u = z • u} | |
| def PurePoint (H : Hilbert →L[ℂ] Hilbert) : Prop := | |
| (Submodule.span ℂ {u : Hilbert | ∃ z : ℂ, u ≠ 0 ∧ H u = z • u}).topologicalClosure = ⊤ | |
| def HasCompleteOrthonormalEigenbasis (H : Hilbert →L[ℂ] Hilbert) : Prop := | |
| ∃ b : HilbertBasis ℕ ℂ Hilbert, ∀ k, ∃ z : ℝ, H (b k) = (z : ℂ) • b k | |
| def MainStatement (h : ℝ) : Prop := | |
| ∀ᵐ v ∂disorderLaw h, ∃ H : Hilbert →L[ℂ] Hilbert, | |
| IsAndersonOperator v H ∧ PurePoint H ∧ HasCompleteOrthonormalEigenbasis H ∧ | |
| spectrum ℂ H = spectralInterval h ∧ closure (eigenvalues H) = spectralInterval h | |
| private theorem mem_reindex (e : Site ≃ Site) (u : Hilbert) : | |
| Memℓp (fun x => u (e x)) 2 := by | |
| apply memℓp_gen | |
| exact e.summable_iff.mpr ((lp.memℓp u).summable (by norm_num)) | |
| def permute (e : Site ≃ Site) : Hilbert →ₗᵢ[ℂ] Hilbert where | |
| toFun u := ⟨fun x => u (e x), mem_reindex e u⟩ | |
| map_add' u v := by ext; rfl | |
| map_smul' c u := by ext; rfl | |
| norm_map' u := by | |
| rw [lp.norm_eq_tsum_rpow (by norm_num), lp.norm_eq_tsum_rpow (by norm_num)] | |
| congr 1 | |
| exact e.tsum_eq (fun x => ‖u x‖ ^ (2 : ℝ≥0∞).toReal) | |
| @[simp] theorem permute_apply (e : Site ≃ Site) (u : Hilbert) (x : Site) : | |
| permute e u x = u (e x) := rfl | |
| def translation (a : Site) : Site ≃ Site where | |
| toFun x := x + a | |
| invFun x := x - a | |
| left_inv x := add_sub_cancel_right x a | |
| right_inv x := sub_add_cancel x a | |
| @[simp] theorem translation_apply (a x : Site) : translation a x = x + a := rfl | |
| theorem inner_permute (e : Site ≃ Site) (u w : Hilbert) : | |
| inner ℂ (permute e u) w = inner ℂ u (permute e.symm w) := by | |
| rw [lp.inner_eq_tsum, lp.inner_eq_tsum] | |
| conv_rhs => rw [← e.tsum_eq (fun x => inner ℂ (u x) (permute e.symm w x))] | |
| simp | |
| def hopping : Hilbert →L[ℂ] Hilbert := | |
| (permute (translation (1, 0))).toContinuousLinearMap + | |
| (permute (translation (-1, 0))).toContinuousLinearMap + | |
| (permute (translation (0, 1))).toContinuousLinearMap + | |
| (permute (translation (0, -1))).toContinuousLinearMap | |
| @[simp] theorem hopping_apply (u : Hilbert) (x : Site) : | |
| hopping u x = u (x.1 + 1, x.2) + u (x.1 - 1, x.2) + | |
| u (x.1, x.2 + 1) + u (x.1, x.2 - 1) := by | |
| simp [hopping, translation, sub_eq_add_neg, Prod.add_def] | |
| theorem norm_hopping_le : ‖hopping‖ ≤ 4 := by | |
| have he (a : Site) : ‖(permute (translation a)).toContinuousLinearMap‖ ≤ 1 := | |
| LinearIsometry.norm_toContinuousLinearMap_le _ | |
| have h1 := norm_add_le | |
| (permute (translation (1, 0))).toContinuousLinearMap | |
| (permute (translation (-1, 0))).toContinuousLinearMap | |
| have h2 := norm_add_le | |
| ((permute (translation (1, 0))).toContinuousLinearMap + | |
| (permute (translation (-1, 0))).toContinuousLinearMap) | |
| (permute (translation (0, 1))).toContinuousLinearMap | |
| have h3 := norm_add_le | |
| ((permute (translation (1, 0))).toContinuousLinearMap + | |
| (permute (translation (-1, 0))).toContinuousLinearMap + | |
| (permute (translation (0, 1))).toContinuousLinearMap) | |
| (permute (translation (0, -1))).toContinuousLinearMap | |
| dsimp [hopping] | |
| linarith [he (1, 0), he (-1, 0), he (0, 1), he (0, -1)] | |
| theorem translation_symm (a : Site) : (translation a).symm = translation (-a) := by | |
| apply Equiv.ext | |
| intro x | |
| change x - a = x + -a | |
| exact sub_eq_add_neg x a | |
| theorem hopping_selfAdjoint : IsSelfAdjoint hopping := by | |
| apply ContinuousLinearMap.isSelfAdjoint_iff_isSymmetric.mpr | |
| intro u w | |
| change inner ℂ (hopping u) w = inner ℂ u (hopping w) | |
| simp only [hopping, add_apply, inner_add_left, inner_add_right, | |
| LinearIsometry.coe_toContinuousLinearMap, inner_permute, translation_symm] | |
| simp only [Prod.neg_mk, neg_neg, neg_zero] | |
| ring | |
| def potential (v : Configuration) {h : ℝ} (hh : 0 ≤ h) (hv : ∀ x, |v x| ≤ h) : | |
| Hilbert →L[ℂ] Hilbert := | |
| lp.mapCLM 2 (fun x => (v x : ℂ) • ContinuousLinearMap.id ℂ ℂ) hh | |
| (fun x => by simpa only [norm_smul, ContinuousLinearMap.norm_id, mul_one, | |
| Complex.norm_real, Real.norm_eq_abs] using hv x) | |
| @[simp] theorem potential_apply (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) (u : Hilbert) (x : Site) : | |
| potential v hh hv u x = (v x : ℂ) * u x := rfl | |
| theorem norm_potential_le (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) : ‖potential v hh hv‖ ≤ h := | |
| lp.norm_mapCLM_le _ _ _ _ | |
| theorem potential_selfAdjoint (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) : IsSelfAdjoint (potential v hh hv) := by | |
| apply ContinuousLinearMap.isSelfAdjoint_iff_isSymmetric.mpr | |
| intro u w | |
| change inner ℂ (potential v hh hv u) w = inner ℂ u (potential v hh hv w) | |
| rw [lp.inner_eq_tsum, lp.inner_eq_tsum] | |
| congr 1 | |
| funext x | |
| simp [RCLike.inner_apply, mul_left_comm, mul_assoc] | |
| def anderson (v : Configuration) {h : ℝ} (hh : 0 ≤ h) (hv : ∀ x, |v x| ≤ h) : | |
| Hilbert →L[ℂ] Hilbert := hopping + potential v hh hv | |
| theorem anderson_formula (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) : IsAndersonOperator v (anderson v hh hv) := by | |
| intro u x | |
| simp [anderson] | |
| theorem anderson_selfAdjoint (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) : IsSelfAdjoint (anderson v hh hv) := by | |
| change IsSelfAdjoint (hopping + potential v hh hv) | |
| exact IsSelfAdjoint.add (R := Hilbert →L[ℂ] Hilbert) | |
| hopping_selfAdjoint (potential_selfAdjoint v hh hv) | |
| theorem norm_anderson_le (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) : ‖anderson v hh hv‖ ≤ 4 + h := | |
| (norm_add_le _ _).trans (add_le_add norm_hopping_le (norm_potential_le v hh hv)) | |
| theorem anderson_unique {v : Configuration} {H K : Hilbert →L[ℂ] Hilbert} | |
| (hH : IsAndersonOperator v H) (hK : IsAndersonOperator v K) : H = K := by | |
| ext u x | |
| rw [hH, hK] | |
| theorem spectrum_subset (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) : spectrum ℂ (anderson v hh hv) ⊆ spectralInterval h := by | |
| intro z hz | |
| have hr := (anderson_selfAdjoint v hh hv).im_eq_zero_of_mem_spectrum hz | |
| have hn := (spectrum.norm_le_norm_of_mem hz).trans (norm_anderson_le v hh hv) | |
| refine ⟨hr, ?_, ?_⟩ | |
| · have : -z.re ≤ ‖z‖ := by simpa using Complex.re_le_norm (-z) | |
| linarith | |
| · exact (Complex.re_le_norm z).trans hn | |
| theorem uniform_probability {h : ℝ} (hh : 0 < h) : | |
| IsProbabilityMeasure (ProbabilityTheory.cond volume (Set.Icc (-h) h)) := by | |
| apply ProbabilityTheory.cond_isProbabilityMeasure_of_finite | |
| · rw [Real.volume_Icc] | |
| exact ne_of_gt (ENNReal.ofReal_pos.mpr (by linarith)) | |
| · rw [Real.volume_Icc] | |
| exact ENNReal.ofReal_ne_top | |
| theorem bounded_ae {h : ℝ} (hh : 0 < h) : | |
| ∀ᵐ v ∂disorderLaw h, ∀ x, |v x| ≤ h := by | |
| let := uniform_probability hh | |
| rw [ae_all_iff] | |
| intro x | |
| have he := (measurePreserving_eval_infinitePi | |
| (fun _ : Site => ProbabilityTheory.cond volume (Set.Icc (-h) h)) x).quasiMeasurePreserving.ae (ProbabilityTheory.ae_cond_mem measurableSet_Icc) | |
| filter_upwards [he] with v hv | |
| exact abs_le.mpr hv | |
| theorem anderson_exists_ae {h : ℝ} (hh : 0 < h) : | |
| ∀ᵐ v ∂disorderLaw h, ∃ H : Hilbert →L[ℂ] Hilbert, | |
| IsAndersonOperator v H ∧ IsSelfAdjoint H ∧ | |
| spectrum ℂ H ⊆ spectralInterval h := by | |
| filter_upwards [bounded_ae hh] with v hv | |
| exact ⟨anderson v hh.le hv, anderson_formula v hh.le hv, | |
| anderson_selfAdjoint v hh.le hv, spectrum_subset v hh.le hv⟩ | |
| def cube (n : ℕ) : Finset Site := Finset.Icc 0 (n : ℤ) ×ˢ Finset.Icc 0 (n : ℤ) | |
| def outerCube (n : ℕ) : Finset Site := | |
| Finset.Icc (-1) ((n : ℤ) + 1) ×ˢ Finset.Icc (-1) ((n : ℤ) + 1) | |
| def innerCube (n : ℕ) : Finset Site := | |
| Finset.Icc 1 ((n : ℤ) - 1) ×ˢ Finset.Icc 1 ((n : ℤ) - 1) | |
| def boundary (n : ℕ) : Finset Site := outerCube n \ innerCube n | |
| def plane (q : ℂ) (x : Site) : ℂ := q ^ (x.1 + x.2) | |
| def cutWave (q : ℂ) (n : ℕ) : Hilbert := | |
| ∑ x ∈ cube n, lp.single 2 x (plane q x) | |
| def freeEnergy (q : ℂ) : ℂ := 2 * (q + q⁻¹) | |
| @[simp] theorem cutWave_apply (q : ℂ) (n : ℕ) (x : Site) : | |
| cutWave q n x = if x ∈ cube n then plane q x else 0 := by | |
| simp only [cutWave, lp.coeFn_sum, Finset.sum_apply, lp.coeFn_single, | |
| Finset.sum_pi_single] | |
| theorem plane_norm {q : ℂ} (hq : ‖q‖ = 1) (x : Site) : ‖plane q x‖ = 1 := by | |
| simp [plane, norm_zpow, hq] | |
| theorem cube_card (n : ℕ) : (cube n).card = (n + 1) ^ 2 := by | |
| simp [cube, Finset.card_product, Int.card_Icc, pow_two] | |
| theorem cutWave_norm {q : ℂ} (hq : ‖q‖ = 1) (n : ℕ) : | |
| ‖cutWave q n‖ = n + 1 := by | |
| have hsq : ‖cutWave q n‖ ^ 2 = ((n : ℝ) + 1) ^ 2 := by | |
| have hs := lp.norm_sum_single (E := fun _ : Site => ℂ) (p := 2) | |
| (by norm_num) (plane q) (cube n) | |
| norm_num only [ENNReal.toReal_ofNat, Real.rpow_two] at hs | |
| rw [show (∑ x ∈ cube n, ‖plane q x‖ ^ (2 : ℕ)) = (cube n).card by | |
| simp [plane_norm hq]] at hs | |
| simpa [cutWave, cube_card] using hs | |
| nlinarith [norm_nonneg (cutWave q n), (show (0 : ℝ) ≤ n by positivity)] | |
| theorem cutWave_point_bound {q : ℂ} (hq : ‖q‖ = 1) (n : ℕ) (x : Site) : | |
| ‖cutWave q n x‖ ≤ 1 := by | |
| rw [cutWave_apply] | |
| split <;> simp [plane_norm hq] | |
| theorem freeEnergy_norm_le {q : ℂ} (hq : ‖q‖ = 1) : ‖freeEnergy q‖ ≤ 4 := by | |
| dsimp [freeEnergy] | |
| rw [norm_mul] | |
| norm_num | |
| have hi : ‖q + q⁻¹‖ ≤ 2 := by simpa only [hq, norm_inv, inv_one, one_add_one_eq_two] using norm_add_le q q⁻¹ | |
| linarith | |
| theorem plane_hopping {q : ℂ} (hq : q ≠ 0) (x : Site) : | |
| plane q (x.1 + 1, x.2) + plane q (x.1 - 1, x.2) + | |
| plane q (x.1, x.2 + 1) + plane q (x.1, x.2 - 1) = freeEnergy q * plane q x := by | |
| have e1 : x.1 + 1 + x.2 = (x.1 + x.2) + 1 := by omega | |
| have e2 : x.1 - 1 + x.2 = (x.1 + x.2) + (-1) := by omega | |
| have e3 : x.1 + (x.2 + 1) = (x.1 + x.2) + 1 := by omega | |
| have e4 : x.1 + (x.2 - 1) = (x.1 + x.2) + (-1) := by omega | |
| simp only [plane, freeEnergy, e1, e2, e3, e4, zpow_add₀ hq, zpow_one, zpow_neg_one] | |
| ring | |
| theorem free_error_inner {q : ℂ} (hq : q ≠ 0) (n : ℕ) (x : Site) | |
| (hx : x ∈ innerCube n) : | |
| (hopping (cutWave q n) - freeEnergy q • cutWave q n) x = 0 := by | |
| simp only [innerCube, Finset.mem_product, Finset.mem_Icc] at hx | |
| have h0 : x ∈ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| have h1 : (x.1 + 1, x.2) ∈ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| have h2 : (x.1 - 1, x.2) ∈ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| have h3 : (x.1, x.2 + 1) ∈ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| have h4 : (x.1, x.2 - 1) ∈ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| simp only [lp.coeFn_sub, Pi.sub_apply, lp.coeFn_smul, Pi.smul_apply, smul_eq_mul, | |
| hopping_apply, cutWave_apply, ite_eq_left h0, ite_eq_left h1, ite_eq_left h2, | |
| ite_eq_left h3, ite_eq_left h4] | |
| exact sub_eq_zero.mpr (plane_hopping hq x) | |
| theorem free_error_outer (q : ℂ) (n : ℕ) (x : Site) (hx : x ∉ outerCube n) : | |
| (hopping (cutWave q n) - freeEnergy q • cutWave q n) x = 0 := by | |
| simp only [outerCube, Finset.mem_product, Finset.mem_Icc, not_and] at hx | |
| have h0 : x ∉ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| have h1 : (x.1 + 1, x.2) ∉ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| have h2 : (x.1 - 1, x.2) ∉ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| have h3 : (x.1, x.2 + 1) ∉ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| have h4 : (x.1, x.2 - 1) ∉ cube n := by simp [cube, Finset.mem_product, Finset.mem_Icc]; omega | |
| simp only [lp.coeFn_sub, Pi.sub_apply, lp.coeFn_smul, Pi.smul_apply, smul_eq_mul, | |
| hopping_apply, cutWave_apply, ite_eq_right h0, ite_eq_right h1, ite_eq_right h2, | |
| ite_eq_right h3, ite_eq_right h4] | |
| simp | |
| theorem boundary_card (n : ℕ) (hn : 1 ≤ n) : (boundary n).card = 8 * (n + 1) := by | |
| have hi : innerCube n ⊆ outerCube n := by | |
| intro x hx | |
| simp only [innerCube, outerCube, Finset.mem_product, Finset.mem_Icc] at hx ⊢ | |
| omega | |
| rw [boundary, Finset.card_sdiff_of_subset hi] | |
| have ho : (outerCube n).card = (n + 3)^2 := by | |
| simp only [outerCube, Finset.card_product, Int.card_Icc] | |
| have : (↑n + 1 + 1 - (-1) : ℤ).toNat = n + 3 := by omega | |
| rw [this, pow_two] | |
| have hj : (innerCube n).card = (n - 1)^2 := by | |
| simp only [innerCube, Finset.card_product, Int.card_Icc] | |
| have : (↑n - 1 + 1 - 1 : ℤ).toNat = n - 1 := by omega | |
| rw [this, pow_two] | |
| rw [ho, hj] | |
| have : (n + 3)^2 = (n - 1)^2 + 8 * (n + 1) := by | |
| obtain ⟨m, rfl⟩ := Nat.exists_eq_add_of_le hn | |
| simp only [Nat.add_sub_cancel_left] | |
| ring | |
| omega | |
| theorem free_error_point_bound {q : ℂ} (hq : ‖q‖ = 1) (n : ℕ) (x : Site) : | |
| ‖(hopping (cutWave q n) - freeEnergy q • cutWave q n) x‖ ≤ 8 := by | |
| simp only [lp.coeFn_sub, Pi.sub_apply, lp.coeFn_smul, Pi.smul_apply, smul_eq_mul, | |
| hopping_apply] | |
| calc | |
| _ ≤ ‖cutWave q n (x.1+1,x.2)‖ + ‖cutWave q n (x.1-1,x.2)‖ + | |
| ‖cutWave q n (x.1,x.2+1)‖ + ‖cutWave q n (x.1,x.2-1)‖ + | |
| ‖freeEnergy q‖ * ‖cutWave q n x‖ := by | |
| grw [norm_sub_le, norm_add_le, norm_add_le, norm_add_le, norm_mul] | |
| _ ≤ 8 := by | |
| have hm := mul_le_mul (freeEnergy_norm_le hq) (cutWave_point_bound hq n x) | |
| (norm_nonneg _) (by norm_num : (0:ℝ) ≤ 4) | |
| linarith [cutWave_point_bound hq n (x.1+1,x.2), | |
| cutWave_point_bound hq n (x.1-1,x.2), cutWave_point_bound hq n (x.1,x.2+1), | |
| cutWave_point_bound hq n (x.1,x.2-1)] | |
| theorem finite_norm_sq (u : Hilbert) (s : Finset Site) (hu : ∀ x ∉ s, u x = 0) : | |
| ‖u‖^2 = ∑ x ∈ s, ‖u x‖^2 := by | |
| have he := lp.norm_rpow_eq_tsum (p := 2) (by norm_num) u | |
| norm_num only [ENNReal.toReal_ofNat, Real.rpow_two] at he | |
| rw [he] | |
| apply tsum_eq_sum | |
| intro x hx | |
| simp [hu x hx] | |
| theorem free_error_norm_sq {q : ℂ} (hq : ‖q‖ = 1) (n : ℕ) (hn : 1 ≤ n) : | |
| ‖hopping (cutWave q n) - freeEnergy q • cutWave q n‖^2 ≤ 512 * ((n:ℝ)+1) := by | |
| have hq0 : q ≠ 0 := by intro he; simp [he] at hq | |
| have hs : ∀ x ∉ boundary n, (hopping (cutWave q n) - freeEnergy q • cutWave q n) x = 0 := by | |
| intro x hx | |
| by_cases ho : x ∈ outerCube n | |
| · have hi : x ∈ innerCube n := by simpa [boundary, ho] using hx | |
| exact free_error_inner hq0 n x hi | |
| · exact free_error_outer q n x ho | |
| rw [finite_norm_sq _ (boundary n) hs] | |
| calc | |
| _ ≤ ∑ _x ∈ boundary n, (64:ℝ) := by | |
| apply Finset.sum_le_sum | |
| intro x hx | |
| have hb := free_error_point_bound hq n x | |
| nlinarith [norm_nonneg ((hopping (cutWave q n) - freeEnergy q • cutWave q n) x)] | |
| _ = _ := by simp [boundary_card n hn]; ring | |
| theorem free_error_relative {q : ℂ} (hq : ‖q‖ = 1) {δ : ℝ} (hδ : 0 < δ) : | |
| ∃ n : ℕ, 1 ≤ n ∧ ‖hopping (cutWave q n) - freeEnergy q • cutWave q n‖ ≤ | |
| δ * ‖cutWave q n‖ := by | |
| obtain ⟨k, hk⟩ := exists_nat_gt (512 / δ^2) | |
| let n := k + 1 | |
| have hn : 1 ≤ n := by dsimp [n]; omega | |
| refine ⟨n, hn, ?_⟩ | |
| rw [cutWave_norm hq] | |
| have hδ2 : 0 < δ^2 := sq_pos_of_pos hδ | |
| have hk' : 512 < (k:ℝ) * δ^2 := (div_lt_iff₀ hδ2).mp hk | |
| have hb := free_error_norm_sq hq n hn | |
| have hn0 : 0 < (n:ℝ)+1 := by positivity | |
| have hn1 : (k:ℝ) < (n:ℝ)+1 := by dsimp [n]; push_cast; linarith | |
| have hx : 512 ≤ δ^2 * ((n:ℝ)+1) := by nlinarith | |
| have hy := mul_le_mul_of_nonneg_right hx hn0.le | |
| have hz : 0 ≤ δ * ((n:ℝ)+1) := by positivity | |
| nlinarith [norm_nonneg (hopping (cutWave q n) - freeEnergy q • cutWave q n)] | |
| theorem diagonal_error_bound (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) {q : ℂ} (hq : ‖q‖ = 1) (n : ℕ) (w ε : ℝ) | |
| (hε : 0 ≤ ε) (hclose : ∀ x ∈ cube n, |v x - w| ≤ ε) : | |
| ‖potential v hh hv (cutWave q n) - (w:ℂ) • cutWave q n‖ ≤ ε * ((n:ℝ)+1) := by | |
| let u := potential v hh hv (cutWave q n) - (w:ℂ) • cutWave q n | |
| have hu (x : Site) : u x = ((v x - w : ℝ):ℂ) * cutWave q n x := by | |
| simp only [u, lp.coeFn_sub, Pi.sub_apply, potential_apply, lp.coeFn_smul, | |
| Pi.smul_apply, smul_eq_mul, Complex.ofReal_sub] | |
| ring | |
| have hout : ∀ x ∉ cube n, u x = 0 := by | |
| intro x hx | |
| simp [hu, hx] | |
| have hsq : ‖u‖^2 ≤ ε^2 * ((n:ℝ)+1)^2 := by | |
| rw [finite_norm_sq u (cube n) hout] | |
| calc | |
| _ ≤ ∑ _x ∈ cube n, ε^2 := by | |
| apply Finset.sum_le_sum | |
| intro x hx | |
| have hp : ‖u x‖ ≤ ε := by | |
| rw [hu, norm_mul, cutWave_apply, ite_eq_left hx, plane_norm hq, mul_one, | |
| Complex.norm_real, Real.norm_eq_abs] | |
| exact hclose x hx | |
| nlinarith [norm_nonneg (u x)] | |
| _ = _ := by simp [cube_card]; ring | |
| change ‖u‖ ≤ _ | |
| nlinarith [norm_nonneg u, (show 0 ≤ ε * ((n:ℝ)+1) by positivity)] | |
| theorem anderson_shift (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) (u : Hilbert) (t : Site) : | |
| anderson v hh hv (permute (translation (-t)) u) = | |
| permute (translation (-t)) | |
| (anderson (fun x => v (x+t)) hh (fun x => hv (x+t)) u) := by | |
| ext x | |
| simp [anderson, hopping_apply, permute_apply, translation_apply, Prod.add_def, | |
| sub_eq_add_neg, add_comm, add_left_comm, add_assoc] | |
| theorem constant_box_relative (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) {q : ℂ} (hq : ‖q‖ = 1) (n : ℕ) (w : ℝ) {δ : ℝ} | |
| (hδ : 0 < δ) (t : Site) | |
| (hfree : ‖hopping (cutWave q n) - freeEnergy q • cutWave q n‖ ≤ δ * ‖cutWave q n‖) | |
| (hclose : ∀ x ∈ cube n, |v (x+t) - w| ≤ δ) : | |
| ∃ u : Hilbert, 0 < ‖u‖ ∧ | |
| ‖anderson v hh hv u - (freeEnergy q + (w:ℂ)) • u‖ ≤ (2*δ) * ‖u‖ := by | |
| let P := permute (translation (-t)) | |
| let u := P (cutWave q n) | |
| have hun : ‖u‖ = (n:ℝ)+1 := by dsimp [u]; rw [P.norm_map, cutWave_norm hq] | |
| refine ⟨u, by rw [hun]; positivity, ?_⟩ | |
| have he : anderson v hh hv u - (freeEnergy q + (w:ℂ)) • u = | |
| P ((hopping (cutWave q n) - freeEnergy q • cutWave q n) + | |
| (potential (fun x => v (x+t)) hh (fun x => hv (x+t)) (cutWave q n) - | |
| (w:ℂ) • cutWave q n)) := by | |
| dsimp only [u] | |
| rw [anderson_shift] | |
| simp only [P, map_add, map_sub, map_smul, anderson, add_apply, | |
| add_smul] | |
| abel | |
| rw [he, P.norm_map, hun] | |
| have hb := diagonal_error_bound (fun x => v (x+t)) hh (fun x => hv (x+t)) hq n w δ | |
| hδ.le hclose | |
| rw [cutWave_norm hq] at hfree | |
| exact (norm_add_le _ _).trans (by linarith) | |
| theorem spectrum_of_approximate (H : Hilbert →L[ℂ] Hilbert) (z : ℂ) | |
| (hap : ∀ ε : ℝ, 0 < ε → ∃ u : Hilbert, 0 < ‖u‖ ∧ ‖H u - z • u‖ ≤ ε * ‖u‖) : | |
| z ∈ spectrum ℂ H := by | |
| apply spectrum.mem_iff.mpr | |
| intro hi | |
| let B : Hilbert →L[ℂ] Hilbert := ↑hi.unit⁻¹ | |
| have hB : B * (algebraMap ℂ (Hilbert →L[ℂ] Hilbert) z - H) = 1 := by | |
| exact hi.val_inv_mul | |
| have hrec (u : Hilbert) : B (z • u - H u) = u := by | |
| have he := congrArg (fun A : Hilbert →L[ℂ] Hilbert => A u) hB | |
| simpa only [mul_apply_eq_comp, sub_apply, | |
| ContinuousLinearMap.algebraMap_apply, one_apply_eq_self] using he | |
| let C : ℝ := ‖B‖ + 1 | |
| have hC : 0 < C := by dsimp [C]; positivity | |
| let ε : ℝ := 1 / (2 * C) | |
| have hε : 0 < ε := by dsimp [ε]; positivity | |
| have hmul : C * ε = 1/2 := by dsimp [ε]; field_simp | |
| obtain ⟨u, hu, he⟩ := hap ε hε | |
| have hb : ‖u‖ ≤ ‖B‖ * ‖H u - z • u‖ := by | |
| calc | |
| _ = ‖B (z • u - H u)‖ := congrArg norm (hrec u).symm | |
| _ ≤ ‖B‖ * ‖z • u - H u‖ := B.le_opNorm _ | |
| _ = _ := by rw [norm_sub_rev] | |
| have hc : ‖B‖ * ‖H u - z • u‖ ≤ C * (ε * ‖u‖) := | |
| mul_le_mul (by dsimp [C]; linarith) he (norm_nonneg _) hC.le | |
| rw [← mul_assoc, hmul] at hc | |
| linarith | |
| theorem freeEnergy_surjective {e : ℝ} (he : e ∈ Set.Icc (-4:ℝ) 4) : | |
| ∃ q : ℂ, ‖q‖ = 1 ∧ freeEnergy q = (e:ℂ) := by | |
| have ht : e/4 ∈ Set.range Real.cos := by | |
| rw [Real.range_cos] | |
| constructor <;> linarith [he.1, he.2] | |
| obtain ⟨k, hk⟩ := ht | |
| refine ⟨Complex.exp ((k:ℂ)*Complex.I), Complex.norm_exp_ofReal_mul_I k, ?_⟩ | |
| dsimp [freeEnergy] | |
| rw [← Complex.exp_neg] | |
| have hneg : -((k:ℂ)*Complex.I) = ((-k:ℝ):ℂ)*Complex.I := by push_cast; ring | |
| rw [hneg, Complex.exp_ofReal_mul_I, Complex.exp_ofReal_mul_I] | |
| simp only [Real.cos_neg, Real.sin_neg, Complex.ofReal_neg] | |
| rw [hk] | |
| push_cast | |
| ring | |
| theorem iid_exists_ae {X : Type*} [MeasurableSpace X] (μ : Measure X) | |
| [IsProbabilityMeasure μ] {s : Set X} (hs : MeasurableSet s) (hp : μ s ≠ 0) : | |
| ∀ᵐ ω ∂Measure.infinitePi (fun _ : ℕ => μ), ∃ n, ω n ∈ s := by | |
| rw [ae_iff] | |
| have hn (n : ℕ) : Measure.infinitePi (fun _ : ℕ => μ) | |
| {ω | ¬ ∃ n, ω n ∈ s} ≤ (μ sᶜ) ^ n := by | |
| calc | |
| _ ≤ Measure.infinitePi (fun _ : ℕ => μ) | |
| (Set.pi (Finset.range n) (fun _ => sᶜ)) := measure_mono (by | |
| intro ω hω i hi | |
| exact fun his => hω ⟨i, his⟩) | |
| _ = (μ sᶜ) ^ n := by | |
| rw [Measure.infinitePi_pi _ (fun _ _ => hs.compl)] | |
| simp | |
| have hlt : μ sᶜ < 1 := by | |
| rw [measure_compl hs (measure_ne_top μ s), measure_univ] | |
| exact ENNReal.sub_lt_self (by simp) (by simp) hp | |
| exact le_antisymm | |
| (le_of_tendsto_of_tendsto' tendsto_const_nhds | |
| (ENNReal.tendsto_pow_atTop_nhds_zero_of_lt_one hlt) hn) zero_le | |
| abbrev Patch (n : ℕ) := Fin (n + 1) × Fin (n + 1) | |
| def patchSite (n : ℕ) (p : Patch n) : Site := ((p.1.val : ℤ), (p.2.val : ℤ)) | |
| def trialSite (n : ℕ) (k : ℕ) (p : Patch n) : Site := | |
| (((k * (n + 1) + p.1.val : ℕ) : ℤ), (p.2.val : ℤ)) | |
| theorem trialSite_injective (n : ℕ) : | |
| Function.Injective (fun kp : ℕ × Patch n => trialSite n kp.1 kp.2) := by | |
| rintro ⟨k, a, b⟩ ⟨l, c, d⟩ he | |
| have h1 : k * (n + 1) + a.val = l * (n + 1) + c.val := by | |
| have ht := congrArg Prod.fst he | |
| dsimp [trialSite] at ht | |
| exact_mod_cast ht | |
| have h2 : b.val = d.val := by | |
| have ht := congrArg Prod.snd he | |
| dsimp [trialSite] at ht | |
| exact_mod_cast ht | |
| have hk : k = l := by | |
| have hh := congrArg (fun z => z / (n + 1)) h1 | |
| rw [Nat.mul_comm k, Nat.mul_comm l, Nat.mul_add_div (Nat.succ_pos _), | |
| Nat.mul_add_div (Nat.succ_pos _)] at hh | |
| simpa only [Nat.div_eq_of_lt a.isLt, Nat.div_eq_of_lt c.isLt, Nat.add_zero] using hh | |
| have ha : a = c := by | |
| apply Fin.ext | |
| rw [hk] at h1 | |
| exact Nat.add_left_cancel h1 | |
| have hb : b = d := Fin.ext h2 | |
| simp [hk, ha, hb] | |
| theorem trial_law {h : ℝ} (hh : 0 < h) (n : ℕ) : | |
| (disorderLaw h).map (fun v k p => v (trialSite n k p)) = | |
| Measure.infinitePi (fun _ : ℕ => Measure.infinitePi | |
| (fun _ : Patch n => ProbabilityTheory.cond volume (Set.Icc (-h) h))) := by | |
| let := uniform_probability hh | |
| have hm := Measure.map_infinitePi_infinitePi_of_inj | |
| (P := fun _ : Site => ProbabilityTheory.cond volume (Set.Icc (-h) h)) | |
| (trialSite_injective n) | |
| have hc := Measure.infinitePi_map_curry | |
| (fun (_ : ℕ) (_ : Patch n) => ProbabilityTheory.cond volume (Set.Icc (-h) h)) | |
| rw [← hc, ← hm] | |
| rw [Measure.map_map (by fun_prop) (by fun_prop)] | |
| rfl | |
| theorem uniform_interval_pos {h w ε : ℝ} (hw : w ∈ Set.Ioo (-h) h) (hε : 0 < ε) : | |
| 0 < (ProbabilityTheory.cond volume (Set.Icc (-h) h)) | |
| (Set.Ioo (w - ε) (w + ε)) := by | |
| rw [ProbabilityTheory.cond_apply measurableSet_Icc] | |
| apply ENNReal.mul_pos | |
| · rw [ENNReal.inv_ne_zero, Real.volume_Icc] | |
| exact ENNReal.ofReal_ne_top | |
| · apply ne_of_gt | |
| apply lt_of_lt_of_le | |
| ((isOpen_Ioo.inter isOpen_Ioo).measure_pos volume | |
| (show (Set.Ioo (-h) h ∩ Set.Ioo (w - ε) (w + ε)).Nonempty from | |
| ⟨w, hw, by constructor <;> linarith⟩)) | |
| apply measure_mono | |
| exact Set.inter_subset_inter_left _ Set.Ioo_subset_Icc_self | |
| theorem constant_trial_ae {h w ε : ℝ} (hh : 0 < h) | |
| (hw : w ∈ Set.Ioo (-h) h) (hε : 0 < ε) (n : ℕ) : | |
| ∀ᵐ v ∂disorderLaw h, ∃ k : ℕ, ∀ p : Patch n, | |
| |v (trialSite n k p) - w| < ε := by | |
| let := uniform_probability hh | |
| let μ := ProbabilityTheory.cond volume (Set.Icc (-h) h) | |
| let s : Set (Patch n → ℝ) := Set.univ.pi (fun _ => Set.Ioo (w - ε) (w + ε)) | |
| have hs : MeasurableSet s := MeasurableSet.pi (Set.to_countable _) (by measurability) | |
| have hp : (Measure.infinitePi (fun _ : Patch n => μ)) s ≠ 0 := by | |
| dsimp [s] | |
| rw [Measure.infinitePi_pi_univ _ (fun _ => measurableSet_Ioo), tprod_fintype] | |
| exact Finset.prod_ne_zero_iff.mpr (fun _ _ => ne_of_gt (uniform_interval_pos hw hε)) | |
| have he := iid_exists_ae (Measure.infinitePi (fun _ : Patch n => μ)) hs hp | |
| have hm : MeasurePreserving (fun v k p => v (trialSite n k p)) | |
| (disorderLaw h) (Measure.infinitePi (fun _ : ℕ => | |
| Measure.infinitePi (fun _ : Patch n => μ))) := | |
| ⟨by fun_prop, trial_law hh n⟩ | |
| filter_upwards [hm.quasiMeasurePreserving.ae he] with v hv | |
| obtain ⟨k, hk⟩ := hv | |
| refine ⟨k, fun p => ?_⟩ | |
| have hp := hk p (Set.mem_univ p) | |
| exact abs_lt.mpr ⟨by linarith [hp.1], by linarith [hp.2]⟩ | |
| def HasConstantBoxes (v : Configuration) (h : ℝ) : Prop := | |
| ∀ w ∈ Set.Ioo (-h) h, ∀ ε : ℝ, 0 < ε → ∀ n : ℕ, | |
| ∃ t : Site, ∀ p : Patch n, |v (patchSite n p + t) - w| < ε | |
| theorem constant_boxes_ae {h : ℝ} (hh : 0 < h) : | |
| ∀ᵐ v ∂disorderLaw h, HasConstantBoxes v h := by | |
| have he : ∀ᵐ v ∂disorderLaw h, ∀ (q : ℚ) (l n : ℕ), | |
| (q : ℝ) ∈ Set.Ioo (-h) h → ∃ k : ℕ, | |
| ∀ p : Patch n, |v (trialSite n k p) - (q : ℝ)| < 1 / ((l : ℝ) + 1) := by | |
| simp only [ae_all_iff] | |
| intro q l n | |
| by_cases hq : (q : ℝ) ∈ Set.Ioo (-h) h | |
| · intro _ | |
| exact constant_trial_ae hh hq (by positivity) n | |
| · simp [hq] | |
| filter_upwards [he] with v hv | |
| intro w hw ε hε n | |
| let δ := min (ε / 2) (min (w + h) (h - w)) | |
| have hδ : 0 < δ := by dsimp [δ]; exact lt_min (by linarith) (lt_min (by linarith [hw.1]) (by linarith [hw.2])) | |
| obtain ⟨q, hq1, hq2⟩ := exists_rat_btwn (show w - δ < w + δ by linarith) | |
| have hd1 : δ ≤ ε / 2 := min_le_left _ _ | |
| have hd2 : δ ≤ w + h := (min_le_right _ _).trans (min_le_left _ _) | |
| have hd3 : δ ≤ h - w := (min_le_right _ _).trans (min_le_right _ _) | |
| have hq : (q : ℝ) ∈ Set.Ioo (-h) h := ⟨by linarith, by linarith⟩ | |
| have hwq : |(q : ℝ) - w| < ε / 2 := abs_lt.mpr ⟨by linarith, by linarith⟩ | |
| obtain ⟨l, hl⟩ := exists_nat_one_div_lt (show 0 < ε / 2 by linarith) | |
| obtain ⟨k, hk⟩ := hv q l n hq | |
| refine ⟨(((k * (n + 1) : ℕ) : ℤ), 0), fun p => ?_⟩ | |
| have hsite : patchSite n p + (((k * (n + 1) : ℕ) : ℤ), 0) = trialSite n k p := by | |
| ext <;> simp [patchSite, trialSite, Nat.cast_add, add_comm] | |
| rw [hsite] | |
| calc | |
| |v (trialSite n k p) - w| = | |
| |(v (trialSite n k p) - (q : ℝ)) + ((q : ℝ) - w)| := by congr 1; ring | |
| _ ≤ |v (trialSite n k p) - (q : ℝ)| + |(q : ℝ) - w| := abs_add_le _ _ | |
| _ < ε := by linarith [hk p] | |
| theorem cube_is_patch (n : ℕ) (x : Site) (hx : x ∈ cube n) : | |
| ∃ p : Patch n, patchSite n p = x := by | |
| simp only [cube, Finset.mem_product, Finset.mem_Icc] at hx | |
| refine ⟨(⟨x.1.toNat, by omega⟩, ⟨x.2.toNat, by omega⟩), ?_⟩ | |
| ext <;> simp only [patchSite, Int.toNat_of_nonneg, hx.1.1, hx.2.1] | |
| theorem spectrum_contains_shifted_free (v : Configuration) {h : ℝ} (hh : 0 ≤ h) | |
| (hv : ∀ x, |v x| ≤ h) (hbox : HasConstantBoxes v h) {w : ℝ} | |
| (hw : w ∈ Set.Ioo (-h) h) {q : ℂ} (hq : ‖q‖ = 1) : | |
| freeEnergy q + (w:ℂ) ∈ spectrum ℂ (anderson v hh hv) := by | |
| apply spectrum_of_approximate | |
| intro ε hε | |
| have hd : 0 < ε/2 := by linarith | |
| obtain ⟨n, hn, hfree⟩ := free_error_relative hq hd | |
| obtain ⟨t, ht⟩ := hbox w hw (ε/2) hd n | |
| have hc : ∀ x ∈ cube n, |v (x+t) - w| ≤ ε/2 := by | |
| intro x hx | |
| obtain ⟨p, rfl⟩ := cube_is_patch n x hx | |
| exact (ht p).le | |
| obtain ⟨u, hu, he⟩ := constant_box_relative v hh hv hq n w hd t hfree hc | |
| exact ⟨u, hu, by convert he using 1; ring⟩ | |
| theorem spectrum_contains_interior (v : Configuration) {h : ℝ} (hh : 0 < h) | |
| (hv : ∀ x, |v x| ≤ h) (hbox : HasConstantBoxes v h) {e : ℝ} | |
| (he : e ∈ Set.Ioo (-4-h) (4+h)) : | |
| (e:ℂ) ∈ spectrum ℂ (anderson v hh.le hv) := by | |
| let a := e/(4+h) | |
| have hp : 0 < 4+h := by linarith | |
| have hlo : -1 < a := by change -1 < e/(4+h); apply (lt_div_iff₀ hp).mpr; linarith [he.1] | |
| have hhi : a < 1 := by change e/(4+h) < 1; apply (div_lt_iff₀ hp).mpr; linarith [he.2] | |
| have hw : h*a ∈ Set.Ioo (-h) h := by | |
| constructor | |
| · nlinarith | |
| · nlinarith | |
| have hf : 4*a ∈ Set.Icc (-4:ℝ) 4 := ⟨by linarith, by linarith⟩ | |
| obtain ⟨q, hq, hqe⟩ := freeEnergy_surjective hf | |
| have hm := spectrum_contains_shifted_free v hh.le hv hbox hw hq | |
| have hea : (4+h)*a = e := by dsimp [a]; field_simp | |
| have hec : freeEnergy q + ((h*a:ℝ):ℂ) = (e:ℂ) := by | |
| rw [hqe, ← Complex.ofReal_add] | |
| congr 1 | |
| nlinarith | |
| rwa [hec] at hm | |
| theorem spectrum_eq_interval (v : Configuration) {h : ℝ} (hh : 0 < h) | |
| (hv : ∀ x, |v x| ≤ h) (hbox : HasConstantBoxes v h) : | |
| spectrum ℂ (anderson v hh.le hv) = spectralInterval h := by | |
| apply Set.Subset.antisymm (spectrum_subset v hh.le hv) | |
| have hi : Set.Ioo (-4-h) (4+h) ⊆ Complex.ofReal ⁻¹' spectrum ℂ (anderson v hh.le hv) := by | |
| intro e he | |
| exact spectrum_contains_interior v hh hv hbox he | |
| have hc := closure_minimal hi ((spectrum.isClosed (𝕜 := ℂ) (anderson v hh.le hv)).preimage | |
| Complex.continuous_ofReal) | |
| rw [closure_Ioo (by linarith : -4-h ≠ 4+h)] at hc | |
| intro z hz | |
| have hm := hc ⟨hz.2.1, hz.2.2⟩ | |
| have hez : (z.re:ℂ) = z := by apply Complex.ext <;> simp [hz.1] | |
| simpa only [Set.mem_preimage, hez] using hm | |
| theorem anderson_spectrum_ae {h : ℝ} (hh : 0 < h) : | |
| ∀ᵐ v ∂disorderLaw h, ∃ H : Hilbert →L[ℂ] Hilbert, | |
| IsAndersonOperator v H ∧ IsSelfAdjoint H ∧ spectrum ℂ H = spectralInterval h := by | |
| filter_upwards [bounded_ae hh, constant_boxes_ae hh] with v hv hbox | |
| exact ⟨anderson v hh.le hv, anderson_formula v hh.le hv, | |
| anderson_selfAdjoint v hh.le hv, spectrum_eq_interval v hh hv hbox⟩ | |
| theorem purePoint_of_completeOrthonormalEigenbasis {H : Hilbert →L[ℂ] Hilbert} | |
| (hb : HasCompleteOrthonormalEigenbasis H) : PurePoint H := by | |
| obtain ⟨b, hb⟩ := hb | |
| apply top_unique | |
| rw [← b.dense_span] | |
| apply Submodule.topologicalClosure_mono | |
| apply Submodule.span_mono | |
| rintro u ⟨k, rfl⟩ | |
| obtain ⟨z, hz⟩ := hb k | |
| exact ⟨(z : ℂ), b.orthonormal.ne_zero k, hz⟩ | |
| theorem eigenvalues_subset_spectrum (H : Hilbert →L[ℂ] Hilbert) : | |
| eigenvalues H ⊆ spectrum ℂ H := by | |
| rintro z ⟨u, hu, he⟩ | |
| apply spectrum_of_approximate | |
| intro ε hε | |
| refine ⟨u, norm_pos_iff.mpr hu, ?_⟩ | |
| rw [he, sub_self, norm_zero] | |
| positivity | |
| theorem closure_eigenvalues_subset_spectrum (H : Hilbert →L[ℂ] Hilbert) : | |
| closure (eigenvalues H) ⊆ spectrum ℂ H := | |
| closure_minimal (eigenvalues_subset_spectrum H) (spectrum.isClosed H) | |
| theorem spectrum_eq_closure_eigenvalues_of_completeOrthonormalEigenbasis | |
| {H : Hilbert →L[ℂ] Hilbert} (hb : HasCompleteOrthonormalEigenbasis H) : | |
| spectrum ℂ H = closure (eigenvalues H) := by | |
| classical | |
| obtain ⟨b, hb⟩ := hb | |
| choose eig heig using hb | |
| refine Set.Subset.antisymm ?_ (closure_eigenvalues_subset_spectrum H) | |
| intro z hz | |
| by_contra hzc | |
| rw [Metric.mem_closure_iff] at hzc | |
| push Not at hzc | |
| obtain ⟨ε, hε, hdist⟩ := hzc | |
| have hsep (k : ℕ) : ε ≤ ‖z - (eig k : ℂ)‖ := by | |
| simpa only [dist_eq_norm] using | |
| hdist (eig k : ℂ) ⟨b k, b.orthonormal.ne_zero k, heig k⟩ | |
| have hnz (k : ℕ) : z - (eig k : ℂ) ≠ 0 := | |
| norm_pos_iff.mp (hε.trans_le (hsep k)) | |
| have hbound (k : ℕ) : | |
| ‖(z - (eig k : ℂ))⁻¹ • ContinuousLinearMap.id ℂ ℂ‖ ≤ ε⁻¹ := by | |
| simp only [norm_smul, ContinuousLinearMap.norm_id, mul_one, norm_inv] | |
| exact inv_anti₀ hε (hsep k) | |
| let D : lp (fun _ : ℕ => ℂ) 2 →L[ℂ] lp (fun _ : ℕ => ℂ) 2 := | |
| lp.mapCLM 2 (fun k => (z - (eig k : ℂ))⁻¹ • ContinuousLinearMap.id ℂ ℂ) | |
| (inv_nonneg.mpr hε.le) hbound | |
| have hD (k : ℕ) : D (lp.single 2 k (1 : ℂ)) = | |
| (z - (eig k : ℂ))⁻¹ • lp.single 2 k (1 : ℂ) := by | |
| ext j | |
| change (z - (eig j : ℂ))⁻¹ * (lp.single (E := fun _ : ℕ => ℂ) 2 k (1 : ℂ) j) = | |
| (z - (eig k : ℂ))⁻¹ * (lp.single (E := fun _ : ℕ => ℂ) 2 k (1 : ℂ) j) | |
| by_cases h : j = k | |
| · subst j | |
| rfl | |
| · simp [lp.single_apply, h] | |
| let K : Hilbert →L[ℂ] Hilbert := | |
| b.repr.symm.toContinuousLinearEquiv.toContinuousLinearMap ∘L D ∘L | |
| b.repr.toContinuousLinearEquiv.toContinuousLinearMap | |
| have hK (k : ℕ) : K (b k) = (z - (eig k : ℂ))⁻¹ • b k := by | |
| change b.repr.symm (D (b.repr (b k))) = _ | |
| rw [b.repr_self, hD, map_smul, b.repr_symm_single] | |
| let A := algebraMap ℂ (Hilbert →L[ℂ] Hilbert) z - H | |
| have hA (k : ℕ) : A (b k) = (z - (eig k : ℂ)) • b k := by | |
| change z • b k - H (b k) = _ | |
| rw [heig k, sub_smul] | |
| have hdense : Dense (Submodule.span ℂ (Set.range b) : Set Hilbert) := | |
| Submodule.dense_iff_topologicalClosure_eq_top.mpr b.dense_span | |
| have hAK : A * K = 1 := by | |
| apply ContinuousLinearMap.ext_on hdense | |
| rintro u ⟨k, rfl⟩ | |
| change A (K (b k)) = b k | |
| rw [hK, map_smul, hA, smul_smul, inv_mul_cancel₀ (hnz k), one_smul] | |
| have hKA : K * A = 1 := by | |
| apply ContinuousLinearMap.ext_on hdense | |
| rintro u ⟨k, rfl⟩ | |
| change K (A (b k)) = b k | |
| rw [hA, map_smul, hK, smul_smul, mul_inv_cancel₀ (hnz k), one_smul] | |
| have hunit : IsUnit A := ⟨⟨A, K, hAK, hKA⟩, rfl⟩ | |
| exact spectrum.mem_iff.mp hz hunit | |
| end PlanarAnderson | |
| end | |
| end OAI | |