{ "id": "1912.06225", "version": "v1", "published": "2019-12-12T21:29:02.000Z", "updated": "2019-12-12T21:29:02.000Z", "title": "Forward-backward approximation of evolution equations in finite and infinite horizon", "authors": [ "Andres Contreras", "Juan Peypouquet" ], "categories": [ "math.OC", "math.FA" ], "abstract": "This research is concerned with evolution equations and their forward-backward discretizations. Our first contribution is an estimation for the distance between iterates of sequences generated by forward-backward schemes, useful in the convergence and robustness analysis of iterative algorithms of widespread use in variational analysis and optimization. Our second contribution is the approximation, on a bounded time frame, of the solutions of evolution equations governed by accretive (monotone) operators with an additive structure, by trajectories defined using forward-backward sequences. This provides a short, simple and self-contained proof of existence and regularity for such solutions; unifies and extends a number of classical results; and offers a guide for the development of numerical methods. Finally, our third contribution is a mathematical methodology that allows us to deduce the behavior, as the number of iterations tends to $+\\infty$, of sequences generated by forward-backward algorithms, based solely on the knowledge of the behavior, as time goes to $+\\infty$, of the solutions of differential inclusions, and viceversa.", "revisions": [ { "version": "v1", "updated": "2019-12-12T21:29:02.000Z" } ], "analyses": { "subjects": [ "34A60", "37L05", "49M25" ], "keywords": [ "evolution equations", "infinite horizon", "forward-backward approximation", "differential inclusions", "algorithms" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }