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First and second Gaussian heat-kernel moments

Statement

Assume Countable Choice. For n≥1 and t>0, all first and second moments are absolutely integrable and ∫RnxiΓ(x,t) dx=0,∫RnxixjΓ(x,t) dx=2tδij. In particular ∫Rn∣x∣2Γ(x,t) dx=2nt.

Facts & Assumptions

Given: Countable Choice, n≥1, t>0, and coordinate indices 0≤i,j<n wherever they appear.

[A1]

Countable Choice is the hypothesis carried by the integration and change-of-variables suppliers below (The Axiom of Countable Choice (ACω)).

[F1]

For t>0 the heat kernel is Γ(x,t)=(4πt)−n/2exp⁡(−∣x∣2/(4t))>0 on Rn (The heat kernel on Rn and its causal extension).

[F2]

∫−∞∞e−u2 du=π (The Gaussian integral ∫−∞∞e−x2 dx=π).

[F3]

Under Rm+n=Rm×Rn the Lebesgue measure λm+n is the completion of the product measure λm×λn (The Euclidean Lebesgue measure is the completion of the product of the factor Lebesgue measures).

[F4]

On completed sigma-finite product measure spaces, Tonelli applies to nonnegative completed-product-measurable functions and Fubini to L1 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.

[F5]

For a C1 diffeomorphism T:U→V of open sets and every f∈L1(V), ∫Vf(y) dy=∫Uf(T(x))∣det⁡DT(x)∣ dx; in particular for n=1 both u↦−u and u↦cu with c>0 qualify (A C^1 diffeomorphism satisfies the change-of-variables formula for L^1 functions, A linear map T of Rn sends Lebesgue measurable sets to Lebesgue measurable sets, with λn(T[E])=∣det⁡T∣ λn(E) when T is invertible and T[E] Lebesgue null when it is not).

[F6]

For every m∈N and real a>0, sm/exp⁡(as)→0 as s→+∞ (The exponential dominates every fixed nonnegative integer power at +∞).

[F7]

If F,G are continuous on [a,b] and differentiable on (a,b) with F′=f, G′=g Riemann integrable there, then ∫abFg+∫abfG=F(b)G(b)−F(a)G(a) (Integration by parts for continuous factors with Riemann-integrable extensions of their interior derivatives).

[F8]

If T preserves a measure μ and f is integrable, then ∫f∘T dμ=∫f dμ (Integral invariance under measure-preserving maps); the reflection s↦−s preserves Lebesgue measure on R.

Proof

technique · direct
1.1A1F1F2F3F4F5F6givenalgebra

Work under [A1] and fix t>0. For m∈{1,2} set Km(t):=sup⁡s∈R∣s∣me−s2/(8t)<∞: the function is continuous and tends to 0 at infinity by [F6] applied to the radial variable, so the supremum is finite; consequently, by [F1], ∣xi∣mΓ(x,t)≤(4πt)−n/2Km(t)∏k<ne−xk2/(8t). By the identification [F3] and Tonelli's theorem [F4], ∫Rn∏ke−xk2/(8t) dx=∏k∫Re−xk2/(8t) dxk=(8πt)n<∞, where each one-dimensional factor is computed by the substitution xk=22t u of [F5] and the Gaussian integral [F2]; hence ∣xi∣mΓ(⋅,t)∈L1(Rn) for m=1,2 and every i, and ∣xixj∣≤(xi2+xj2)/2 gives absolute integrability of the mixed moments as well, so Fubini's clause of [F4] applies to them.

2.1F4F5F8step 1.1givenalgebra

First moments: by Fubini's theorem [F4] applied to the integrable function x↦xiΓ(x,t), the integral is the iterated integral in which the i-th factor is ∫Rs e−s2/(4t) ds; the function s↦s e−s2/(4t) is odd and integrable, so by the change of variables s=−u of [F5] its integral equals its own negative and is therefore 0, while all other factors are finite by step 1.1; hence ∫xiΓ(x,t) dx=0.

2.2F4F5F8step 1.1givenalgebra

Off-diagonal second moments: for i≠j, Fubini [F4] applied to the integrable x↦xixjΓ(x,t) factors the integral into the product of the one-dimensional integrals ∫Rs e−s2/(4t) ds in the i-th and j-th coordinates and the finite Gaussian factors in the remaining coordinates; each of the two odd factors vanishes by the change of variables s=−u of [F5], so ∫xixjΓ(x,t) dx=0 for i≠j.

2.3step 1.1F2F4F5F6F7givenalgebra

Diagonal second moments: fix i and put F(s)=s, G(s)=e−s2/(4t) on [−R,R]; integration by parts [F7] gives ∫−RRs2e−s2/(4t) ds=2t∫−RRe−s2/(4t) ds−4tRe−R2/(4t). Letting R→∞, the boundary term tends to 0 by [F6] and the remaining integral equals 4πt by the substitution s=2t u of [F5] and [F2], so ∫Rs2e−s2/(4t) ds=2t4πt; Fubini [F4] applied to the integrable function x↦xi2Γ(x,t) now gives ∫Rnxi2Γ(x,t) dx=(4πt)−n/2⋅2t4πt⋅(4πt)n−1=2t.

3.1step 1.1step 2.1step 2.2step 2.3algebra∎

Steps 1.1, 2.1, 2.2 and 2.3 give absolute integrability, vanishing first moments, the covariance identity ∫xixjΓ=2tδij for every pair i,j, and, summing the n diagonal identities by linearity of the integral, ∫∣x∣2Γ(x,t) dx=∑i<n2t=2nt.

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Sources