Confinement energy 2026-10-25
The average of a confinement potential against a probability measure. A potential bounded below with at most quadratic growth has finite energy on probability measures with finite second absolute moments. A lower Hessian matrix bound gives -displacement convexity: apply convexity of along each particle segment in an optimal transport plan, then integrate. Quadratic growth of alone does not justify two differentiations under the energy integral.
Set and . The definition of pushforward measure gives the confinement energy . The chain rule and differentiation under the integral sign, whenever justified, give
For example, bounded Hessian matrix is sufficient: it gives , and the first two differentiated integrands are bounded by . The dominated convergence theorem applies because has finite second absolute moments. Compactly supported endpoints also suffice because all interpolating points lie in one compact set.
The printed growth assumption alone does not ensure a classical second derivative. Here is a counterexample within the stated assumptions. On the line take the bounded nonnegative smooth function
and the probability measures , . Both have finite second absolute moments. Their translation transport plan is optimal: its cost is one, while every coupling has cost at least the square of its mean displacement, also one. At , , so satisfies . Each summand is nonnegative, and the Fatou lemma gives
Thus the requested classical identity requires an additional integrability assumption on the Hessian matrix; quadratic growth controls the energy but not its second derivative.
For a confinement potential that is a -strongly convex function, the derivative formula, where valid, yields
The underlying displacement convexity conclusion is valid under the printed assumptions without that extra differentiation hypothesis. Apply convexity of pointwise and integrate:
The same argument on every subinterval makes convex, so the second derivative lower bound also holds in the sense of distributions.
Choose a uniform lower bound for the Hessian matrix of the confinement potential, so for every . A sufficient condition is
Indeed, convexity of gives the confinement energy inequality from part (b), now with possibly negative. Adding it to the equal-mean interaction energy inequality from part (d) gives
This proves positive displacement convexity on every class with fixed barycenter. In particular, if with , the sufficient condition is and one may take . Wherever classical second derivatives exist, the equivalent differential calculation is ; the integrated proof also covers the printed growth assumptions.