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Hydrodynamic fluctuation action and nonequilibrium quasipotential

1 · Prerequisites

2 · Summary

3 · Logical flowchart

4 · Definitions, postulates, theorems and proofs

DefinitionDefinition: AI-adaptedProof: Not applicableprecheck passverified 2026-10-22 (gpt-6.1-sol)Open item page →

Normalized SSEP macroscopic fluctuation action

Definition

Fix an integer d≥1 and let Td=(R/Z)d carry normalized product Haar measure dx, with dx(Td)=1. Coordinates and time are dimensionless in the diffusive normalization D=1. For r∈(0,1) set the mobility function χ(r):=r(1−r). For any finite interval [a,b] with a<b, let ρ:[a,b]×Td→R be a scalar density and let j:[a,b]×Td→Rd be a vector current. Require both fields to be smooth up to the time endpoints and periodic in space, and require that for some ε∈(0,1/2), ε≤ρ(t,x)≤1−ε for every (t,x). Call (ρ,j) admissible when it also satisfies the continuity equation ∂tρ+∇⋅j=0. Define its dimensionless action by

I[a,b](ρ,j):=14∫ab∫Td∣j(t,x)+∇ρ(t,x)∣2ρ(t,x)(1−ρ(t,x)) dx dt.

This is the macroscopic fluctuation functional in the stated normalized SSEP coefficient convention. It is a definition of a functional and does not assert a microscopic path-space large-deviation principle or a probability estimate.

Definition references

DefinitionDefinition: AI-adaptedProof: Not applicableprecheck passverified 2026-10-22 (gpt-6.1-sol)Open item page →

Bernoulli relative free-energy functional

Definition

For u∈(0,1) define the Bernoulli free-energy density f(u):=ulog⁡u+(1−u)log⁡(1−u). For a reference density ρˉ∈(0,1) define h(u∣ρˉ):=f(u)−f(ρˉ)−(log⁡ρˉ−log⁡(1−ρˉ))(u−ρˉ). For d≥1, a smooth profile ρ:Td→[ε,1−ε] with some 0<ε<1/2, and normalized product Haar measure dx on Td, define Hρˉ(ρ):=∫Tdh(ρ(x)∣ρˉ) dx. If ∫Tdρ dx=ρˉ, then Hρˉ(ρ)=∫Tdf(ρ(x)) dx−f(ρˉ) because the linear term integrates to zero. All logarithm arguments are positive on the stated domains.

DefinitionDefinition: AI-adaptedProof: Not applicableprecheck passverified 2026-10-22 (gpt-6.1-sol)Open item page →

Fixed-mean action quasi-potential

Definition

Fix d≥1, ρˉ∈(0,1), and normalized product Haar measure dx on Td. Let ρ:Td→(0,1) be a smooth target profile whose values are bounded away from 0 and 1. A connection of duration T>0 from the homogeneous profile ρˉ to ρ is a smooth pair (u,j) on [0,T]×Td, smooth up to the time endpoints and periodic in space, such that for some εT∈(0,1/2) one has εT≤u(t,x)≤1−εT, ∫Tdu(t,x) dx=ρˉ for all t, ∂tu+∇⋅j=0, u(0,x)=ρˉ, and u(T,x)=ρ(x). Define

Vρˉ(ρ):=inf⁡{I[0,T](u,j):T>0, (u,j) is a connection of duration T from ρˉ to ρ},

with the infimum of the empty set defined to be +∞. The action is the functional defined in the preceding item.

TheoremStatement: AI-adaptedProof: AI-generatedprecheck passverified 2026-10-22 (gpt-6.1-sol)Open item page →

Equilibrium action time-reversal identity

Statement

Let d≥1, T>0, and 0<ε<1/2. Let ρ:[0,T]×Td→[ε,1−ε] be a scalar field and j:[0,T]×Td→Rd a vector field, both smooth up to the time endpoints and periodic in space. Assume ∂tρ+∇⋅j=0. Set f(u):=ulog⁡u+(1−u)log⁡(1−u) for 0<u<1, and define the reversed paths by ρθ(t,x):=ρ(T−t,x) and jθ(t,x):=−j(T−t,x). Then

I[0,T](ρ,j)−I[0,T](ρθ,jθ)=∫Tdf(ρ(T,x)) dx−∫Tdf(ρ(0,x)) dx.

Here I is the normalized SSEP action with χ(u)=u(1−u).

Facts & Assumptions

Given: The smooth periodic fields, strict interior bound, continuity equation, and reversed-path definitions in the Statement.

[A1]

The paths are smooth up to t=0,T, periodic on Td, and satisfy ε≤ρ≤1−ε and ∂tρ+∇⋅j=0.

[F1]

Normalized SSEP macroscopic fluctuation action: χ(u)=u(1−u) and I[0,T] is one quarter of the integral of ∣j+∇ρ∣2/χ(ρ) for these admissible paths.

[F2]

The natural logarithm as the inverse of the exponential function: for x>0, log⁡x is the unique real y with exp⁡(y)=x.

[F3]

The natural logarithm has derivative 1/x and equals the integral from 1 to x of 1/t: for every x>0, log⁡ is differentiable and log⁡′(x)=1/x.

[F4]

The chain rule, in one line from Carathéodory: if g is differentiable at c and f is differentiable at g(c), then f∘g is differentiable at c with (f∘g)′(c)=f′(g(c)) g′(c): for differentiable real functions whose stated domain and limit-point hypotheses hold, the derivative of a composition is (f∘g)′(c)=f′(g(c))g′(c).

Proof

1.1F2F3F4algebra

For 0<u<1 and sufficiently small nonzero h, the first product quotient is (u+h)log⁡(u+h)−ulog⁡uh=ulog⁡(u+h)−log⁡uh+log⁡(u+h), which tends to 1+log⁡u by [F3]. With v=1−u, the second quotient is (v−h)log⁡(v−h)−vlog⁡vh=vlog⁡(v−h)−log⁡vh−log⁡(v−h), which tends to −1−log⁡v by the same derivative formula. Thus f′(u)=log⁡u−log⁡(1−u). By [F4] applied to log⁡ composed with u↦1−u, the derivative of log⁡(1−u) is −1/(1−u); [F3] gives the derivative of log⁡u as 1/u. Hence f′′(u)=1/u+1/(1−u)=1/[u(1−u)].

1.2A1construct

The reversed fields remain smooth, periodic, and in the same density range. Also ∂tρθ+∇⋅jθ=−(∂tρ+∇⋅j)(T−t,x)=0, so they are admissible for the same action.

2.1A1F1F4step 1.1step 1.2algebra

By the reversed-path definitions, I[0,T](ρθ,jθ)=14∫0T∫Td∣−j(T−t,x)+∇ρ(T−t,x)∣2χ(ρ(T−t,x)) dx dt. Substitute s=T−t: dt=−ds and the limits t=0,T become s=T,0, so this equals 14∫0T∫Td∣−j(s,x)+∇ρ(s,x)∣2χ(ρ(s,x)) dx ds. After renaming s to t, subtract this expression from the forward action. At the common point (t,x), the resulting integrand is ∣j+∇ρ∣2−∣−j+∇ρ∣24χ(ρ)=j⋅∇ρχ(ρ)=∇f′(ρ)⋅j, by quadratic expansion and the coordinatewise chain rule with f′′(ρ)=1/χ(ρ). All integrands are continuous on the compact cylinder since χ(ρ)≥ε(1−ε)>0.

2.2A1F4step 1.1algebra

For each coordinate i, the integral of ∂i(f′(ρ)ji) over [0,1]d is zero because its endpoint values in the ith coordinate agree by periodicity. Summing gives ∫Td∇f′(ρ)⋅j dx=−∫Tdf′(ρ)∇⋅j dx=∫Tdf′(ρ)∂tρ dx. By [F4] this last integrand is the time derivative of f(ρ); it is continuous on the compact cylinder, so the fundamental theorem of calculus makes its time difference quotients converge uniformly in space and justifies differentiating the spatial integral. Hence the expression is ddt∫Tdf(ρ(t,x)) dx.

3.1step 2.1step 2.2algebra∎

Integrating the identity from step 2.2 over t∈[0,T] and using the integrand difference from step 2.1 gives the stated endpoint formula.

LemmaStatement: AI-adaptedProof: AI-generatedprecheck passverified 2026-10-22 (gpt-6.1-sol)Open item page →

Small-action bridge to a relaxed equilibrium profile

Statement

Assume the Axiom of Countable Choice. Fix d≥1, 0<ε<1/2, and ρˉ∈[ε,1−ε]. Let ρ:Td→[ε,1−ε] be a smooth real periodic profile with ∫Tdρ dx=ρˉ. Use normalized product Haar measure and the Fourier conventions ek(x)=exp⁡(2πik⋅x) and ρ^(k)=∫Tdρ(x)e−k(x) dx. Define ρ0=ρ and, for s>0, define the heat profile

ρs(x):=∑k∈Zde−4π2∣k∣2sρ^(k)ek(x).

Then ρs is smooth up to s=0 on every compact time interval and ρs→ρˉ in C∞(Td) as s→∞. For every S≥1 there is a smooth connector (σS,κS) on [0,1]×Td from the constant profile ρˉ to ρS, with fixed mean ρˉ, values in [ε,1−ε], and ∂tσS+∇⋅κS=0. At t=1, all time and space derivatives of this connector agree with those of the reversed heat segment (ρS+1−t,+∇ρS+1−t). Its action satisfies I[0,1](σS,κS)→0 as S→∞.

Facts & Assumptions

Given: Countable Choice, d≥1, ε, ρˉ, and the smooth periodic target ρ with the stated range and mean.

[A1]

The Axiom of Countable Choice (ACω): every at most countable family of nonempty sets has a choice function.

[F1]

Normalized SSEP macroscopic fluctuation action: I[0,T]=14∫0T∫∣j+∇ρ∣2/[ρ(1−ρ)] dx dt for smooth periodic paths bounded strictly inside (0,1).

[F2]

Fourier heat flow on the continuum torus: under Countable Choice, the Fourier multiplier e−4π2∣k∣2s defines the unique weak heat profile, which is smooth for positive time, solves ∂sρs=Δρs, preserves its initial range [0,1], and preserves its spatial mean.

Proof

1.1A1F2algebra

Since ρ is smooth and periodic, repeated integration by parts gives (1+4π2∣k∣2)mρ^(k)=(1−Δ)mρ^(k), so ∣ρ^(k)∣≤Cm(1+∣k∣2)−m for every integer m≥1. The number of lattice points with ∥k∥∞=r is at most (2r+1)d−(2r−1)d≤Cdrd−1. Thus for every multi-index α, choosing m>(d+∣α∣)/2 makes ∑k(2π∣k∣)∣α∣∣ρ^(k)∣ finite, so the Fourier series and its differentiated series converge uniformly on compact time intervals including s=0. For s≥1, the same shell bound and the Fourier formula in [F2] give ∥∂α(ρs−ρˉ)∥∞≤e−4π2s∑k≠0(2π∣k∣)∣α∣∣ρ^(k)∣e−4π2(∣k∣2−1)≤Cα,ρe−4π2s. The zero Fourier coefficient is ρ^(0)=ρˉ, proving the asserted smoothness and C∞ convergence.

2.1F2step 1.1algebra

The heat profile stays in [ε,1−ε]: the affine rescaling v0=(ρ−ε)/(1−2ε) lies in [0,1], and its Fourier heat profile vs preserves [0,1] by [F2]. The multiplier is linear and fixes constants, so ρs=ε+(1−2ε)vs; its mean is ρˉ by the zero-mode calculation in step 1.1.

3.1F2step 2.1constructalgebra

Define a(t)=0 for t≤0 and a(t)=e−1/t for t>0, and set ζ(t)=a(t)/(a(t)+a(1−t)) on [0,1]. For each derivative order, the right derivatives of a at zero are sums of terms t−me−1/t, which tend to zero; hence a is smooth and flat at zero. The denominator is positive on [0,1], ζ(0)=0, ζ(1)=1, and ζ is flat at both endpoints in the sense that all derivatives of ζ vanish at zero and all derivatives of ζ−1 vanish at one. Define σtS=ρˉ+ζ(t)(ρS+1−t−ρˉ). This is smooth by [F2], has mean ρˉ, has values in [ε,1−ε] by step 2.1, starts at ρˉ, and ends at ρS.

4.1F2step 3.1constructalgebra

Put gt=∂tσtS, which has zero mean. Define the smooth periodic potential ϕt by its Fourier coefficients ϕ^t(0)=0 and ϕ^t(k)=g^t(k)/(4π2∣k∣2) for k≠0, and set κtS=∇ϕt. Repeated integration by parts applied to the smooth gt gives rapid coefficient decay, so the series for ϕt and all its space and time derivatives converge uniformly. Termwise differentiation gives Δϕt=−gt, hence ∂tσS+∇⋅κS=0. At t=1, g1=−ΔρS, so ϕ1=ρS−ρˉ and κ1S=∇ρS. Flatness of ζ−1 at 1 makes every derivative of σS agree there with the reversed heat segment; the fixed linear Fourier inverse gives the same matching for κS.

5.1A1F1F2step 1.1step 2.1step 4.1algebra∎

For k≠0, the Fourier coefficient of ∇ϕt has magnitude ∣g^t(k)∣/(2π∣k∣). Repeated integration by parts gives ∣g^t(k)∣≤Cm∥gt∥C2m(1+∣k∣2)−m; choosing m with 2m>d−1 makes ∑k≠0(1+∣k∣2)−m/∣k∣ finite by the lattice-shell bound in step 1.1, hence ∥κtS∥∞≤Cm′∥gt∥C2m. The formula for gt and the C∞ decay in step 1.1, together with ∂sρs=Δρs from [F2], imply sup⁡0≤t≤1∥gt∥C2m→0 and sup⁡0≤t≤1∥∇σtS∥∞→0 as S→∞. By step 2.1, χ(σtS)≥ε(1−ε); since the space-time domain has measure one, [F1] bounds the connector action by 14ε(1−ε)sup⁡t,x∣κtS+∇σtS∣2, which tends to zero.

TheoremStatement: AI-adaptedProof: AI-generatedprecheck passverified 2026-10-22 (gpt-6.1-sol)Open item page →

Equilibrium SSEP quasi-potential on a torus

Statement

Assume the Axiom of Countable Choice. Let d≥1, let ρˉ∈(0,1), and let ρ:Td→[ε,1−ε] be a smooth real periodic profile for some 0<ε<1/2 with ∫Tdρ dx=ρˉ, where dx is normalized product Haar measure. For the fixed-mean action quasi-potential Vρˉ and Bernoulli relative free-energy functional Hρˉ defined above, one has

Vρˉ(ρ)=Hρˉ(ρ)=∫Td[ρ(x)log⁡ρ(x)ρˉ+(1−ρ(x))log⁡1−ρ(x)1−ρˉ]dx.

This is the homogeneous-equilibrium, fixed-mean torus variational result for the defined continuum action.

Facts & Assumptions

Given: Countable Choice; d≥1; ρˉ∈(0,1); and a smooth periodic target ρ bounded in [ε,1−ε] with mean ρˉ.

[A1]

The Axiom of Countable Choice (ACω): every at most countable family of nonempty sets has a choice function.

[F1]

Normalized SSEP macroscopic fluctuation action: I[0,T] is the nonnegative action 14∫∣j+∇u∣2/[u(1−u)] dx dt for smooth continuity-constrained paths bounded strictly inside (0,1).

[F2]

Fixed-mean action quasi-potential: Vρˉ(ρ) is the infimum of I[0,T] over all finite T>0 and smooth fixed-mean connections from constant ρˉ to ρ.

[F3]

Bernoulli relative free-energy functional: Hρˉ(ρ)=∫[f(ρ)−f(ρˉ)−(log⁡ρˉ−log⁡(1−ρˉ))(ρ−ρˉ)] dx; at mean ρˉ the linear term integrates to zero.

[F4]

Equilibrium action time-reversal identity: for each admissible path, its action minus the action of its time reversal is the endpoint difference ∫f(u(T)) dx−∫f(u(0)) dx.

[F5]

Small-action bridge to a relaxed equilibrium profile: the reverse heat segment from ρS to ρ can be preceded by a smooth fixed-mean connector from ρˉ to ρS whose action tends to zero as S→∞.

[F6]

Fourier heat flow on the continuum torus: the Fourier heat profile is smooth for positive time, solves ∂sρs=Δρs, preserves its initial density bounds and mean, and is the unique weak heat solution.

[F7]

Order, continuity, range, and the product, quotient, and reciprocal laws for the natural logarithm: for positive a,b, log⁡(a/b)=log⁡a−log⁡b.

Proof

1.1F1F2F3F4givenalgebra

Let (u,j) be any admissible connection of duration T from ρˉ to ρ. By [F4], I[0,T](u,j)=Hρˉ(ρ)+I[0,T](uθ,jθ), because both endpoints have mean ρˉ and [F3] identifies the endpoint free-energy difference with Hρˉ(ρ). The reversed action is nonnegative by [F1], so every admissible connection has action at least Hρˉ(ρ).

1.2A1F6algebra

Let ρs be the Fourier heat profile with datum ρ. Under [A1], [F6] applies; because ρ is smooth, its Fourier multiplier profile is smooth up to s=0, solves ∂sρs=Δρs, and preserves mean ρˉ. Apply the range-preservation assertion of [F6] to v=(ρ−ε)/(1−2ε), which lies in [0,1]. Linearity of the Fourier multiplier and its fixing constants give ρs=ε+(1−2ε)vs, hence ε≤ρs≤1−ε for every s≥0.

2.1F2step 1.1

Taking the infimum over all finite-duration connections in [F2] yields Vρˉ(ρ)≥Hρˉ(ρ).

2.2F1F4F6step 1.2algebra

On the forward heat path (ρs,−∇ρs), 0≤s≤S, the continuity equation holds because ∂sρs=Δρs and ∇⋅(−∇ρs)=−Δρs, and the action is zero because −∇ρs+∇ρs=0. Its time reverse on [0,S] has current +∇ρS−t, and [F4] gives its action as ∫f(ρ) dx−∫f(ρS) dx. Shift this reversed path to [1,S+1] by t↦t−1; substitution in the action integral shows that its action is unchanged, and the resulting path has density ρS+1−t and current +∇ρS+1−t. The heat equation verifies continuity on the shifted interval.

3.1F2F5step 2.2algebra

Prepend the connector from [F5] on [0,1]. Its endpoint derivatives match the reversed heat segment, so the concatenation is a smooth admissible fixed-mean connection from ρˉ to ρ of duration S+1. By [F2], Vρˉ(ρ)≤I[0,1](σS,κS)+∫f(ρ) dx−∫f(ρS) dx.

4.1F3F5F7step 2.1step 3.1algebra∎

As S→∞, [F5] gives I[0,1](σS,κS)→0 and ρS→ρˉ uniformly; continuity of f on [ε,1−ε] then gives ∫f(ρS) dx→f(ρˉ). By [F7], the fixed-mean identity in [F3] is Hρˉ(ρ)=∫Td[ρ(log⁡ρ−log⁡ρˉ)+(1−ρ)(log⁡(1−ρ)−log⁡(1−ρˉ))]dx=∫Td[ρlog⁡(ρ/ρˉ)+(1−ρ)log⁡((1−ρ)/(1−ρˉ))]dx. Thus Vρˉ(ρ)≤Hρˉ(ρ); combining with the lower bound in step 2.1 proves the claimed equality. The constructed horizons tend to infinity; no finite-time minimizer is asserted.

Remarks

The proof establishes a conditional identity for the separately defined continuum variational functional. It does not prove that microscopic SSEP trajectories satisfy a path-space large-deviation principle. The result is restricted to a homogeneous equilibrium profile on a periodic torus at fixed mean; it makes no local quasi-potential claim for boundary-driven systems, whose functionals may be nonlocal.

5 · Examples, experiments and counterexamples

None yet.

Sources