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First and second Gaussian heat-kernel moments
Statement
Assume Countable Choice. For and , all first and second moments are absolutely integrable and In particular .
Facts & Assumptions
Given: Countable Choice, , , and coordinate indices wherever they appear.
Countable Choice is the hypothesis carried by the integration and change-of-variables suppliers below (The Axiom of Countable Choice ()).
For the heat kernel is on (The heat kernel on and its causal extension).
Under the Lebesgue measure is the completion of the product measure (The Euclidean Lebesgue measure is the completion of the product of the factor Lebesgue measures).
On completed sigma-finite product measure spaces, Tonelli applies to nonnegative completed-product-measurable functions and Fubini to functions. Sections are measurable (and in the Fubini case integrable) outside measurable null sets; define their inner integrals to be zero on those exceptional sets before taking the outer integral (Tonelli and Fubini for the completed product, with only almost-everywhere section measurability). The Gaussian products and moment integrands used here have measurable sections everywhere; their one-dimensional factors are integrable, so their ordinary iterated integrals agree with these modified integrals.
For a diffeomorphism of open sets and every , ; in particular for both and with qualify (A C^1 diffeomorphism satisfies the change-of-variables formula for L^1 functions, A linear map of sends Lebesgue measurable sets to Lebesgue measurable sets, with when is invertible and Lebesgue null when it is not).
For every and real , as (The exponential dominates every fixed nonnegative integer power at ).
If are continuous on and differentiable on with , Riemann integrable there, then (Integration by parts for continuous factors with Riemann-integrable extensions of their interior derivatives).
If preserves a measure and is integrable, then (Integral invariance under measure-preserving maps); the reflection preserves Lebesgue measure on .
Proof
Work under [A1] and fix . For set : the function is continuous and tends to at infinity by [F6] applied to the radial variable, so the supremum is finite; consequently, by [F1], . By the identification [F3] and Tonelli's theorem [F4], , where each one-dimensional factor is computed by the substitution of [F5] and the Gaussian integral [F2]; hence for and every , and gives absolute integrability of the mixed moments as well, so Fubini's clause of [F4] applies to them.
First moments: by Fubini's theorem [F4] applied to the integrable function , the integral is the iterated integral in which the -th factor is ; the function is odd and integrable, so by the change of variables of [F5] its integral equals its own negative and is therefore , while all other factors are finite by step 1.1; hence .
Off-diagonal second moments: for , Fubini [F4] applied to the integrable factors the integral into the product of the one-dimensional integrals in the -th and -th coordinates and the finite Gaussian factors in the remaining coordinates; each of the two odd factors vanishes by the change of variables of [F5], so for .
Diagonal second moments: fix and put , on ; integration by parts [F7] gives . Letting , the boundary term tends to by [F6] and the remaining integral equals by the substitution of [F5] and [F2], so ; Fubini [F4] applied to the integrable function now gives .
Steps 1.1, 2.1, 2.2 and 2.3 give absolute integrability, vanishing first moments, the covariance identity for every pair , and, summing the diagonal identities by linearity of the integral, .
Depends on
- A C^1 diffeomorphism satisfies the change-of-variables formula for L^1 functions
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
- The heat kernel on $\mathbb{R}^n$ and its causal extension
- Normalisation, parabolic scaling, heat equation and derivative bounds for the heat kernel
- The Euclidean Lebesgue measure is the completion of the product of the factor Lebesgue measures
- The exponential dominates every fixed nonnegative integer power at $+\infty$
- The Gaussian integral $\int_{-\infty}^{\infty}e^{-x^2}\,dx=\sqrt{\pi}$
- Integral invariance under measure-preserving maps
- Integration by parts for continuous factors with Riemann-integrable extensions of their interior derivatives
- A linear map $T$ of $\mathbb{R}^n$ sends Lebesgue measurable sets to Lebesgue measurable sets, with $\lambda_n(T[E])=|\det T|\,\lambda_n(E)$ when $T$ is invertible and $T[E]$ Lebesgue null when it is not
- Tonelli and Fubini for the completed product, with only almost-everywhere section measurability
Used by
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Sources
- John K. Hunter, Notes on Partial Differential Equations (revised 18 June 2014, UC Davis) (standard reference, not scraped)
- Jared Speck, MIT 18.152 Introduction to Partial Differential Equations, Class Meeting #5: The Fundamental Solution for the Heat Equation (Fall 2011) (standard reference, not scraped)