4.7 Article

A Distributed Algorithm for Least Squares Solutions

Journal

IEEE TRANSACTIONS ON AUTOMATIC CONTROL
Volume 64, Issue 10, Pages 4217-4222

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TAC.2019.2894588

Keywords

Distributed algorithms; least squares solutions; linear equations; multiagent networks

Funding

  1. Northrop Grumman Corporation

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In this technical note, a distributed algorithm is proposed for multiagent networks to achieve a least squares solution of a system of linear equations, in which each agent only knows part of the overall equations and communicates only with its nearby neighbors. The proposed algorithm is discrete time but does not involve small or time-varying step sizes. Given that the network is fixed, connected, and undirected, the proposed algorithm enables all agents in the network to achieve exponentially fast the same least squares solution; this is validated by simulations.

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