A fixed-time stable forward–backward dynamical system for solving generalized monotone inclusions
A fixed-time stable forward–backward dynamical system for solving generalized monotone inclusions
We propose a forward–backward splitting dynamical system for solving inclusion problems of the form 0∈A(x)+B(x) in Hilbert spaces, where A is a maximal operator and B is a single-valued operator. Involved operators are assumed to satisfy a generalized monotonicity condition, which is weaker than the standard monotone assumptions. Under mild conditions on parameters, we establish the fixed-time stability of the proposed dynamical system. In addition, we consider an explicit forward Euler discretization of the dynamical system leading to a new forward backward algorithm for which we present the convergence analysis. Applications to other optimization problems such as constrained optimization problems, mixed variational inequalities, and variational inequalities are presented and some numerical examples are given to illustrate the theoretical results.
47J20, 47J30, 49J40, 49J53, 49M37, Dynamical system, Fixed-time stability, Forward–backward method, Generalized monotone inclusion
Tran, Nam V.
17703457-a170-4913-b4cd-4daeabc897f3
Hai, Le T.T.
c3f40bd6-2358-4612-b9c1-44c8a986b18b
An, Truong V.
3628f1bf-79ab-41cc-92cb-6d0cd9c73d2c
Vuong, Phan T.
52577e5d-ebe9-4a43-b5e7-68aa06cfdcaf
31 July 2024
Tran, Nam V.
17703457-a170-4913-b4cd-4daeabc897f3
Hai, Le T.T.
c3f40bd6-2358-4612-b9c1-44c8a986b18b
An, Truong V.
3628f1bf-79ab-41cc-92cb-6d0cd9c73d2c
Vuong, Phan T.
52577e5d-ebe9-4a43-b5e7-68aa06cfdcaf
Tran, Nam V., Hai, Le T.T., An, Truong V. and Vuong, Phan T.
(2024)
A fixed-time stable forward–backward dynamical system for solving generalized monotone inclusions.
Journal of Applied Mathematics and Computing.
(doi:10.1007/s12190-024-02186-1).
Abstract
We propose a forward–backward splitting dynamical system for solving inclusion problems of the form 0∈A(x)+B(x) in Hilbert spaces, where A is a maximal operator and B is a single-valued operator. Involved operators are assumed to satisfy a generalized monotonicity condition, which is weaker than the standard monotone assumptions. Under mild conditions on parameters, we establish the fixed-time stability of the proposed dynamical system. In addition, we consider an explicit forward Euler discretization of the dynamical system leading to a new forward backward algorithm for which we present the convergence analysis. Applications to other optimization problems such as constrained optimization problems, mixed variational inequalities, and variational inequalities are presented and some numerical examples are given to illustrate the theoretical results.
Text
s12190-024-02186-1
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Accepted/In Press date: 10 July 2024
Published date: 31 July 2024
Keywords:
47J20, 47J30, 49J40, 49J53, 49M37, Dynamical system, Fixed-time stability, Forward–backward method, Generalized monotone inclusion
Identifiers
Local EPrints ID: 493385
URI: http://eprints.soton.ac.uk/id/eprint/493385
ISSN: 1598-5865
PURE UUID: aa13b23e-5a36-4955-886e-acce6551a547
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Date deposited: 02 Sep 2024 16:41
Last modified: 03 Sep 2024 02:01
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Contributors
Author:
Nam V. Tran
Author:
Le T.T. Hai
Author:
Truong V. An
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