Decentralized Optimization Over Tree Graphs

نویسندگان

چکیده

This paper presents a decentralized algorithm for non-convex optimization over tree-structured networks. We assume that each node of this network can solve small-scale problems and communicate approximate value functions with its neighbors based on novel multi-sweep communication protocol. In contrast to existing parallelizable algorithms optimization, the nodes are neither synchronized nor assign any central entity. None needs know whole topology network, but all is tree-structured. discuss conditions under which locally quadratic convergence rates be achieved. The method illustrated by running asynchronous protocol radial AC power case study.

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ژورنال

عنوان ژورنال: Journal of Optimization Theory and Applications

سال: 2021

ISSN: ['0022-3239', '1573-2878']

DOI: https://doi.org/10.1007/s10957-021-01828-9