English

Dynamic and Stochastic Propagation of Brenier's Optimal Mass Transport

Analysis of PDEs 2018-04-27 v1

Abstract

We investigate how mass transports that optimize the inner product cost -considered by Y. Brenier- propagate in time along a given Lagrangian. In the deterministic case, we consider transports that maximize and minimize the following "ballistic" cost functional on phase space M×MM^*\times M, bT(v,x):=inf{v,γ(0)+0TL(t,γ(t),γ˙(t))dt;γC1([0,T),M);γ(T)=x}, b_T(v, x):=\inf\{\langle v, \gamma (0)\rangle +\int_0^TL(t, \gamma (t), {\dot \gamma}(t))\, dt; \gamma \in C^1([0, T), M); \gamma(T)=x\}, where M=RdM=\mathbb{R}^d, T>0T>0, and L:M×MRL:M\times M \to \mathbb{R} is a suitable Lagrangian. We also consider the stochastic counterpart: \begin{align*}%\tag{\star} \underline{B}_T^s(\mu,\nu):=\inf\left\{\mathbb{E}\left[\langle V,X_0\rangle +\int_0^T L(t, X,\beta(t,X))\,dt\right]; X\in \mathcal{A}, V\sim\mu,X_T\sim \nu\right\} \end{align*} where A\mathcal{A} is the set of stochastic processes satisfying dX=βX(t,X)dt+dWt,dX=\beta_X(t,X)\,dt+ dW_t, for some drift βX(t,X)\beta_X(t,X), and where WtW_t is σ(Xs:0st)\sigma(X_s:0\le s\le t)-Brownian motion. While inf-convolution allows us to easily obtain Hopf-Lax formulas on Wasserstein space for cost minimizing transports, this is not the case for total cost maximizing transports, which actually are sup-inf problems. However, in the case where the Lagrangian LL is jointly convex on phase space, Bolza-type dualities --well known in the deterministic case but novel in the stochastic case--transform sup-inf problems to sup-sup settings. Hopf-Lax formulas relate optimal ballistic transports to those associated with dynamic fixed-end transports studied by Bernard-Buffoni and Fathi-Figalli in the deterministic case, and by Mikami-Thieullen in the stochastic setting. We also write Eulerian formulations and point to links with the theory of mean field games.

Keywords

Cite

@article{arxiv.1804.10052,
  title  = {Dynamic and Stochastic Propagation of Brenier's Optimal Mass Transport},
  author = {Alistair Barton and Nassif Ghoussoub},
  journal= {arXiv preprint arXiv:1804.10052},
  year   = {2018}
}

Comments

32 pages, Updated version - if any - can be downloaded at http://www.birs.ca/~nassif/. arXiv admin note: text overlap with arXiv:1705.05951