import Mathlib namespace OAI open Polynomial namespace Problem367 section Algebra variable {A : Type*} [Ring A] theorem power_recurrence_of_quadratic {B Z : A} (h : Z ^ 2 = 2 * B * Z - 1) (n : ℕ) : Z ^ (n + 2) = 2 * B * Z ^ (n + 1) - Z ^ n := by calc Z ^ (n + 2) = Z ^ 2 * Z ^ n := by rw [← pow_add]; congr 1; omega _ = (2 * B * Z - 1) * Z ^ n := by rw [h] _ = 2 * B * Z ^ (n + 1) - Z ^ n := by rw [sub_mul, one_mul, mul_assoc, ← pow_succ'] variable [Algebra ℝ A] theorem pow_eq_chebyshev_of_quadratic {B Z : A} (h : Z ^ 2 = 2 * B * Z - 1) (n : ℕ) : Z ^ (n + 1) = aeval B (Polynomial.Chebyshev.U ℝ (n : ℤ)) * Z - aeval B (Polynomial.Chebyshev.U ℝ ((n : ℤ) - 1)) := by induction n using Nat.twoStepInduction with | zero => simp | one => simpa [map_ofNat] using h | more n ih0 ih1 => rw [show n + 2 + 1 = (n + 1) + 2 by omega, power_recurrence_of_quadratic h, ih1, ih0] simp only [Nat.cast_add, Nat.cast_one, Nat.cast_ofNat, add_sub_cancel_right] rw [Polynomial.Chebyshev.U_add_two] have hind : (n : ℤ) + 2 - 1 = (n : ℤ) + 1 := by omega rw [hind] simp only [Polynomial.Chebyshev.U_add_one] simp only [map_sub, map_mul, map_ofNat, aeval_X] noncomm_ring end Algebra theorem abs_sin_nat_mul_le (n : ℕ) (x : ℝ) : |Real.sin ((n : ℝ) * x)| ≤ (n : ℝ) * |Real.sin x| := by induction n with | zero => simp | succ n ih => rw [Nat.cast_succ, add_mul, one_mul, Real.sin_add] calc |Real.sin ((n : ℝ) * x) * Real.cos x + Real.cos ((n : ℝ) * x) * Real.sin x| ≤ |Real.sin ((n : ℝ) * x) * Real.cos x| + |Real.cos ((n : ℝ) * x) * Real.sin x| := abs_add_le _ _ _ = |Real.sin ((n : ℝ) * x)| * |Real.cos x| + |Real.cos ((n : ℝ) * x)| * |Real.sin x| := by rw [abs_mul, abs_mul] _ ≤ ((n : ℝ) * |Real.sin x|) * 1 + 1 * |Real.sin x| := by apply add_le_add · exact mul_le_mul ih (Real.abs_cos_le_one x) (abs_nonneg _) (by positivity) · exact mul_le_mul_of_nonneg_right (Real.abs_cos_le_one _) (abs_nonneg _) _ = ((n : ℝ) + 1) * |Real.sin x| := by ring theorem chebyshev_U_abs_le (n : ℕ) {x : ℝ} (hx : x ∈ Set.Icc (-1) 1) : |(Polynomial.Chebyshev.U ℝ (n : ℤ)).eval x| ≤ (n : ℝ) + 1 := by have hn : 0 ≤ (n : ℝ) + 1 := by positivity rcases eq_or_lt_of_le hx.1 with hleft | hleft · subst x simp [abs_mul, abs_pow, abs_of_nonneg hn] rcases eq_or_lt_of_le hx.2 with hright | hright · subst x simp [abs_of_nonneg hn] have hsin : 0 < Real.sin (Real.arccos x) := Real.sin_pos_of_pos_of_lt_pi (Real.arccos_pos.mpr hright) (Real.arccos_lt_pi.mpr hleft) have htrig := Polynomial.Chebyshev.U_real_cos (Real.arccos x) (n : ℤ) rw [Real.cos_arccos hx.1 hx.2] at htrig have hbound := abs_sin_nat_mul_le (n + 1) (Real.arccos x) have habs := congrArg abs htrig simp only [abs_mul, abs_of_pos hsin, Int.cast_natCast] at habs apply (mul_le_mul_iff_left₀ hsin).mp rw [habs] simpa [Nat.cast_add, Nat.cast_one, abs_of_pos hsin] using hbound theorem chebyshev_T_abs_le (n : ℕ) {x : ℝ} (hx : x ∈ Set.Icc (-1) 1) : |(Polynomial.Chebyshev.T ℝ (n : ℤ)).eval x| ≤ 1 := by have htrig := Polynomial.Chebyshev.T_real_cos (Real.arccos x) (n : ℤ) rw [Real.cos_arccos hx.1 hx.2] at htrig rw [htrig] exact Real.abs_cos_le_one _ section NormedRecurrence variable {A : Type*} [NormedRing A] [NormedAlgebra ℝ A] theorem norm_pow_le_of_chebyshev_bound {B Z : A} (h : Z ^ 2 = 2 * B * Z - 1) (hU : ∀ n : ℕ, ‖aeval B (Polynomial.Chebyshev.U ℝ (n : ℤ))‖ ≤ (n : ℝ) + 1) (n : ℕ) : ‖Z ^ (n + 1)‖ ≤ ((n : ℝ) + 1) * ‖Z‖ + n := by have hprev : ‖aeval B (Polynomial.Chebyshev.U ℝ ((n : ℤ) - 1))‖ ≤ (n : ℝ) := by cases n with | zero => simp | succ n => simpa using hU n rw [pow_eq_chebyshev_of_quadratic h] calc ‖aeval B (Polynomial.Chebyshev.U ℝ (n : ℤ)) * Z - aeval B (Polynomial.Chebyshev.U ℝ ((n : ℤ) - 1))‖ ≤ ‖aeval B (Polynomial.Chebyshev.U ℝ (n : ℤ)) * Z‖ + ‖aeval B (Polynomial.Chebyshev.U ℝ ((n : ℤ) - 1))‖ := norm_sub_le _ _ _ ≤ (‖aeval B (Polynomial.Chebyshev.U ℝ (n : ℤ))‖ * ‖Z‖) + n := add_le_add (norm_mul_le _ _) hprev _ ≤ ((n : ℝ) + 1) * ‖Z‖ + n := add_le_add (mul_le_mul_of_nonneg_right (hU n) (norm_nonneg Z)) le_rfl end NormedRecurrence section NormedAlgebra variable {A : Type*} [NormedRing A] [StarRing A] [NormedAlgebra ℝ A] [CompleteSpace A] [NormOneClass A] [IsometricContinuousFunctionalCalculus ℝ A IsSelfAdjoint] theorem norm_aeval_chebyshev_U_le (n : ℕ) {B : A} (hB : IsSelfAdjoint B) (hBnorm : ‖B‖ ≤ 1) : ‖aeval B (Polynomial.Chebyshev.U ℝ (n : ℤ))‖ ≤ (n : ℝ) + 1 := by rw [← cfc_polynomial _ B hB] apply norm_cfc_le (by positivity) intro x hx have hxnorm : |x| ≤ 1 := by simpa only [Real.norm_eq_abs] using (spectrum.norm_le_norm_of_mem hx).trans hBnorm simpa only [Real.norm_eq_abs] using chebyshev_U_abs_le n (abs_le.mp hxnorm) theorem norm_aeval_chebyshev_T_le (n : ℕ) {B : A} (hB : IsSelfAdjoint B) (hBnorm : ‖B‖ ≤ 1) : ‖aeval B (Polynomial.Chebyshev.T ℝ (n : ℤ))‖ ≤ 1 := by rw [← cfc_polynomial _ B hB] apply norm_cfc_le zero_le_one intro x hx have hxnorm : |x| ≤ 1 := by simpa only [Real.norm_eq_abs] using (spectrum.norm_le_norm_of_mem hx).trans hBnorm simpa only [Real.norm_eq_abs] using chebyshev_T_abs_le n (abs_le.mp hxnorm) theorem norm_pow_le_of_selfAdjoint_quadratic {B Z : A} (hB : IsSelfAdjoint B) (hBnorm : ‖B‖ ≤ 1) (h : Z ^ 2 = 2 * B * Z - 1) (n : ℕ) : ‖Z ^ (n + 1)‖ ≤ ((n : ℝ) + 1) * ‖Z‖ + n := by exact norm_pow_le_of_chebyshev_bound h (fun n => norm_aeval_chebyshev_U_le n hB hBnorm) n theorem norm_pow_le_linear_of_selfAdjoint_quadratic {B Z : A} (hB : IsSelfAdjoint B) (hBnorm : ‖B‖ ≤ 1) (h : Z ^ 2 = 2 * B * Z - 1) (n : ℕ) : ‖Z ^ n‖ ≤ (‖Z‖ + 1) * ((n : ℝ) + 1) := by cases n with | zero => simp | succ n => have hn := norm_pow_le_of_selfAdjoint_quadratic hB hBnorm h n simp only [Nat.cast_succ] nlinarith [norm_nonneg Z] theorem norm_scaled_pow_le_of_selfAdjoint_quadratic {B Z : A} {q : ℝ} (hB : IsSelfAdjoint B) (hBnorm : ‖B‖ ≤ 1) (h : Z ^ 2 = 2 * B * Z - 1) (hq : 0 ≤ q) (n : ℕ) : ‖(q • Z) ^ n‖ ≤ (‖Z‖ + 1) * ((n : ℝ) + 1) * q ^ n := by rw [_root_.smul_pow, norm_smul, Real.norm_eq_abs, abs_pow, abs_of_nonneg hq] calc q ^ n * ‖Z ^ n‖ ≤ q ^ n * ((‖Z‖ + 1) * ((n : ℝ) + 1)) := mul_le_mul_of_nonneg_left (norm_pow_le_linear_of_selfAdjoint_quadratic hB hBnorm h n) (pow_nonneg hq n) _ = (‖Z‖ + 1) * ((n : ℝ) + 1) * q ^ n := by ring theorem summable_norm_scaled_pow_of_selfAdjoint_quadratic {B Z : A} {q : ℝ} (hB : IsSelfAdjoint B) (hBnorm : ‖B‖ ≤ 1) (h : Z ^ 2 = 2 * B * Z - 1) (hq : 0 ≤ q) (hq1 : q < 1) : Summable (fun n : ℕ => ‖(q • Z) ^ n‖) := by have hqnorm : ‖q‖ < 1 := by simpa [Real.norm_eq_abs, abs_of_nonneg hq] using hq1 have hs : Summable (fun n : ℕ => ((n : ℝ) + 1) * q ^ n) := by simpa only [pow_one, add_mul, one_mul] using (summable_pow_mul_geometric_of_norm_lt_one 1 hqnorm).add (summable_geometric_of_norm_lt_one hqnorm) apply Summable.of_nonneg_of_le (fun n => norm_nonneg _) (fun n => norm_scaled_pow_le_of_selfAdjoint_quadratic hB hBnorm h hq n) simpa only [mul_assoc] using hs.mul_left (‖Z‖ + 1) end NormedAlgebra end Problem367 end OAI