Distributed Forward-Backward Methods for Ring Networks
Optimization and Control
2022-07-14 v2 Distributed, Parallel, and Cluster Computing
Abstract
In this work, we propose and analyse forward-backward-type algorithms for finding a zero of the sum of finitely many monotone operators, which are not based on reduction to a two operator inclusion in the product space. Each iteration of the studied algorithms requires one resolvent evaluation per set-valued operator, one forward evaluation per cocoercive operator, and two forward evaluations per monotone operator. Unlike existing methods, the structure of the proposed algorithms are suitable for distributed, decentralised implementation in ring networks without needing global summation to enforce consensus between nodes.
Cite
@article{arxiv.2112.00274,
title = {Distributed Forward-Backward Methods for Ring Networks},
author = {Francisco J. Aragón-Artacho and Yura Malitsky and Matthew K. Tam and David Torregrosa-Belén},
journal= {arXiv preprint arXiv:2112.00274},
year = {2022}
}
Comments
19 pages