A variational approach to nonlinear and interacting diffusions
hal.structure.identifier | Institut de Mathématiques de Bordeaux [IMB] | |
dc.contributor.author | ARNAUDON, Marc | |
hal.structure.identifier | Centre de Mathématiques Appliquées de l'Ecole polytechnique [CMAP] | |
hal.structure.identifier | Quality control and dynamic reliability [CQFD] | |
dc.contributor.author | DEL MORAL, Pierre | |
dc.date.accessioned | 2024-04-04T03:02:17Z | |
dc.date.available | 2024-04-04T03:02:17Z | |
dc.identifier.uri | https://oskar-bordeaux.fr/handle/20.500.12278/192966 | |
dc.description.abstractEn | The article presents a novel variational calculus to analyze the stability and the propagation of chaos properties of nonlinear and interacting diffusions. This differential methodology combines gradient flow estimates with backward stochastic interpolations, Lyapunov linearization techniques as well as spectral theory. This framework applies to a large class of stochastic models including non homogeneous diffusions, as well as stochastic processes evolving on differentiable manifolds, such as constraint-type embedded manifolds on Euclidian spaces and manifolds equipped with some Riemannian metric. We derive uniform as well as almost sure exponential contraction inequalities at the level of the nonlinear diffusion flow, yielding what seems to be the first result of this type for this class of models. Uniform propagation of chaos properties w.r.t. the time parameter are also provided. Illustrations are provided in the context of a class of gradient flow diffusions arising in fluid mechanics and granular media literature. The extended versions of these nonlinear Langevin-type diffusions on Riemannian manifolds are also discussed. | |
dc.language.iso | en | |
dc.subject.en | Riemannian manifolds Mathematics | |
dc.subject.en | Nonlinear diffusions | |
dc.subject.en | Wasserstein distance | |
dc.subject.en | Contraction inequalities | |
dc.subject.en | Variational equations | |
dc.subject.en | Gradient flows | |
dc.subject.en | Riemannian manifold | |
dc.subject.en | Logarithmic norms | |
dc.subject.en | Mean field particle systems | |
dc.title.en | A variational approach to nonlinear and interacting diffusions | |
dc.type | Document de travail - Pré-publication | |
dc.subject.hal | Mathématiques [math]/Probabilités [math.PR] | |
dc.identifier.arxiv | 1812.04269 | |
bordeaux.hal.laboratories | Institut de Mathématiques de Bordeaux (IMB) - UMR 5251 | * |
bordeaux.institution | Université de Bordeaux | |
bordeaux.institution | Bordeaux INP | |
bordeaux.institution | CNRS | |
hal.identifier | hal-01950673 | |
hal.version | 1 | |
hal.origin.link | https://hal.archives-ouvertes.fr//hal-01950673v1 | |
bordeaux.COinS | ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.au=ARNAUDON,%20Marc&DEL%20MORAL,%20Pierre&rft.genre=preprint |
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