Analysis of distributed ADMM algorithm for consensus optimisation over lossy networks

Alternating direction method of multipliers (ADMM) is a popular convex optimisation algorithm, which is implemented in a distributed manner. Applying this algorithm to consensus optimisation problem, where a number of agents cooperatively try to solve an optimisation problem using locally available...

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Bibliographic Details
Published in:	IET signal processing Vol. 12; no. 6; pp. 786 - 794
Main Authors:	Majzoobi, Layla, Shah-Mansouri, Vahid, Lahouti, Farshad
Format:	Journal Article
Language:	English
Published:	The Institution of Engineering and Technology 01.08.2018
Subjects:	alternating direction method of multipliers computational complexity computational resource requirements consensus optimisation problem convex optimisation algorithm convex programming distributed ADMM algorithm distributed algorithms lossy network network connectivity Research Article storage requirements lossy network convex optimisation algorithm alternating direction method of multipliers distributed algorithms distributed ADMM algorithm network connectivity convex programming storage requirements consensus optimisation problem computational complexity computational resource requirements
ISSN:	1751-9675, 1751-9683, 1751-9683
Online Access:	Get full text
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