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The Hamilton-Jacobi Equation with Common Noise for Controlled Langevin Dynamics in a Confining Potential on the Wasserstein Space

equationAnalysisProbabilityPDEeq:langevin-common-noise-hamilton-jacobi-wasserstein-2026a
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Reason: E2 Stage 2: Hamilton-Jacobi equation with common noise for controlled Langevin dynamics. · 2,833 chars · 9 deps · depth 41

The discounted Hamilton-Jacobi equation with common noise for controlled Langevin dynamics in a confining potential: the penalty-drift equation of the Langevin free-energy pair, whose drift is grad V plus sigma2/2sigma^2/2 times the score of the measure.

Statement

In the setting of The Intrinsic Calculus on the Wasserstein Space: Standing Notation. Let VV be a confining potential on Rd\mathbb{R}^{d}, with gradient map V\nabla V, let λ0,σ,θR\lambda_{0},\sigma,\theta\in\mathbb{R} be positive, let κR\kappa\in\mathbb{R} be nonnegative, let g:P2(Rd)Rg:\mathcal{P}_{2}(\mathbb{R}^{d})\to\mathbb{R}, and let (D,DΣ,E,Σ)(\mathcal{D},\mathcal{D}_{\Sigma},\mathcal{E},\Sigma) be the Langevin free-energy pair with potential VV and noise intensity σ\sigma, a penalty pair by The Langevin Free-Energy Pair is a Wasserstein-Coercive Penalty Pair: Growth Bounds, Continuity of the Translation Hessian, and the First Variation of the Penalty §pair, so that Σ(ν)=V+σ22ξν\Sigma(\nu)=\nabla V+\tfrac{\sigma^{2}}{2}\xi_{\nu} for νDΣ\nu\in\mathcal{D}_{\Sigma}, with ξν\xi_{\nu} the score. For νP2(Rd)\nu\in\mathcal{P}_{2}(\mathbb{R}^{d}), ,ν\langle\cdot,\cdot\rangle_{\nu} and ν\lVert\cdot\rVert_{\nu} are the inner product and norm of L2(ν;Rd)L^{2}(\nu;\mathbb{R}^{d}), and trY\mathrm{tr}\,Y is the trace of YS(d)Y\in\mathcal{S}(d). The letter σ\sigma denotes the noise intensity; the swap map written σ\sigma in Couplings on Euclidean Space: Product Coupling, Swap, Finiteness of the Cost, Push-Forward Couplings, Modifying One Marginal, Quantisation, Gluing over a Finitely Supported Measure, and the Lipschitz Bound §swap is not used.

1. (The operator) The Langevin Hamilton-Jacobi operator with common noise, with potential VV, noise intensity σ\sigma, discount λ0\lambda_{0}, common-noise intensity κ\kappa, control cost θ\theta and running cost gg, is the Hamilton-Jacobi operator with common noise and penalty drift of that pair with discount λ0\lambda_{0}, common-noise intensity κ\kappa, control cost θ\theta and running cost gg, a second-order equation operator over DΣ\mathcal{D}_{\Sigma}; by the formula for Σ\Sigma, its value at (ν,r,q,Y)(\nu,r,q,Y) is

F(ν,r,q,Y)=λ0rκ2trY+θ2qν2+V+σ22ξν,qνg(ν).F(\nu,r,q,Y)=\lambda_{0}\,r-\frac{\kappa}{2}\,\mathrm{tr}\,Y+\frac{\theta}{2}\,\lVert q\rVert_{\nu}^{2}+\Bigl\langle\nabla V+\frac{\sigma^{2}}{2}\,\xi_{\nu},\,q\Bigr\rangle_{\nu}-g(\nu).

2. (The equation) The Langevin Hamilton-Jacobi equation with common noise is

λ0rκ2trY+θ2qν2+V+σ22ξν,qν=g(ν),\lambda_{0}\,r-\frac{\kappa}{2}\,\mathrm{tr}\,Y+\frac{\theta}{2}\,\lVert q\rVert_{\nu}^{2}+\Bigl\langle\nabla V+\frac{\sigma^{2}}{2}\,\xi_{\nu},\,q\Bigr\rangle_{\nu}=g(\nu),

that is, F(ν,r,q,Y)=0F(\nu,r,q,Y)=0, with (ν,q)(\nu,q) in the bundle V(DΣ)\mathcal{V}(\mathcal{D}_{\Sigma}), rRr\in\mathbb{R} and YS(d)Y\in\mathcal{S}(d). Its classical and viscosity solutions, subsolutions and supersolutions are those of The Discounted Hamilton-Jacobi Equation with Common Noise and a Penalty Drift on the Wasserstein Space §equation for this pair and these coefficients.

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