Documentation

LeanPool.Superdiffusion.Algsuperdiff.Section5.Support.ConfinementScaleRandomMoments

ConfinementScaleRandomMoments #

Ported from scottnarmstrong/Superdiffusion at 7f20476385d4af418f110303085ad0740c9eba46. Module imports, support namespace and local option directives adapted for Lean Pool.

Moments at the random confinement scale #

The displacement bounds are stated at the random confinement scale m_t, so every quantity that enters them is evaluated at a random index. Two such quantities need moment bounds: the scale 3^{m_t} itself, and the error random variable of the renormalization theorem read at that scale. Neither is a moment of any single deterministic object, and this file supplies both, by summing over the level sets of the random index.

The mechanism is the same in both cases. Writing m_0 for the deterministic lower bound ⌊log₃ L⌋ of the confinement scale, the level sets {m_t = m_0 + k}, k ∈ ℕ, cover the sample space up to a null set, they are disjoint, and the probability of the k-th one decays like 3^{-2pk} by the minimality estimate. For the scale itself the value on the level set is the deterministic number 3^{m_0+k}, so the integral is a geometric series with ratio 3^{-p}. For a family indexed by the scales, the level set is coupled to the value by the Cauchy--Schwarz inequality, which spends the moment of order 2p of the family and half of the decay of the level set; the remaining half is again a geometric series with ratio 3^{-p}.

Both bounds therefore need the moments of the displacement scales at the exponent 2p rather than at p: halving the admissible range of exponents is the price of the random index, and it changes only the constant in front of the range p ≤ C^{-1} γ^{-1} |log γ|^{-6}.

References #

1. Two arithmetic steps #

2. The level sets of the random scale #

3. The moments of the confinement scale #

theorem Algsuperdiff.Section5.Support.lintegral_three_zpow_isConfinementScale_rpow_le {Omega : Type u_1} [MeasurableSpace Omega] (mu : MeasureTheory.Measure Omega) [MeasureTheory.IsProbabilityMeasure mu] {S : ℤ → Omega → ℝ} (hmeas : ∀ (k : ℤ), Measurable (S k)) (hSnn : ∀ (k : ℤ) (omega : Omega), 0 ≤ S k omega) {L : ℝ} (hL : 0 < L) {m : Omega → ℤ} (hmmeas : Measurable m) (hm : ∀ᵐ (omega : Omega) ∂mu, IsConfinementScale (fun (n : ℤ) => widenedScale (fun (k : ℤ) => S k omega) n) L (m omega)) {C p : ℝ} (hC : 1 ≤ C) (hp : 1 ≤ p) (hmom : ∀ (k : ℤ), ∫⁻ (omega : Omega), ENNReal.ofReal (S k omega) ^ (2 * p) ∂mu ≤ ENNReal.ofReal C ^ (2 * p)) :
∫⁻ (omega : Omega), ENNReal.ofReal (3 ^ m omega) ^ p ∂mu ≤ ENNReal.ofReal (2187 / 2 * C ^ 2 * L) ^ p

The moments of the confinement scale. Minimality bounds 3^{m_t} by a single displacement scale, and summing the level sets of the random index against a uniform moment bound of order 2p for the displacement scales gives a moment bound of order p for 3^{m_t}, proportional to the deterministic factor L.

4. Moments of a family at the random scale #

theorem Algsuperdiff.Section5.Support.lintegral_atConfinementScale_rpow_le {Omega : Type u_1} [MeasurableSpace Omega] (mu : MeasureTheory.Measure Omega) [MeasureTheory.IsProbabilityMeasure mu] {S : ℤ → Omega → ℝ} (hmeas : ∀ (k : ℤ), Measurable (S k)) (hSnn : ∀ (k : ℤ) (omega : Omega), 0 ≤ S k omega) {L : ℝ} (hL : 0 < L) {m : Omega → ℤ} (hmmeas : Measurable m) (hm : ∀ᵐ (omega : Omega) ∂mu, IsConfinementScale (fun (n : ℤ) => widenedScale (fun (k : ℤ) => S k omega) n) L (m omega)) {C p : ℝ} (hC : 1 ≤ C) (hp : 1 ≤ p) (hmom : ∀ (k : ℤ), ∫⁻ (omega : Omega), ENNReal.ofReal (S k omega) ^ (2 * p) ∂mu ≤ ENNReal.ofReal C ^ (2 * p)) {F : ℤ → Omega → ℝ} (hFmeas : ∀ (n : ℤ), Measurable (F n)) {D : ℝ} (hD : 0 ≤ D) (hFmom : ∀ (n : ℤ), ∫⁻ (omega : Omega), ENNReal.ofReal (F n omega) ^ (2 * p) ∂mu ≤ ENNReal.ofReal D ^ (2 * p)) :
∫⁻ (omega : Omega), ENNReal.ofReal (F (m omega) omega) ^ p ∂mu ≤ ENNReal.ofReal (81 / 2 * C * D) ^ p

The moments of a family at the confinement scale. A family of nonnegative random variables indexed by the scales, with a moment bound of order 2p uniform in the scale, has at the random confinement scale a moment bound of order p with the same profile, at the cost of an explicit constant.