Stochastic Consensus Seeking With Noisy and Directed Inter-Agent Communication: Fixed and Randomly Varying Topologies

被引:145
作者
Huang, Minyi [1 ]
Manton, Jonathan H. [2 ]
机构
[1] Carleton Univ, Sch Math & Stat, Ottawa, ON K1S 5B6, Canada
[2] Univ Melbourne, Dept Elect & Elect Engn, Parkville, Vic 3010, Australia
关键词
Consensus problems; directed graphs; measurement noise; random link failure; stochastic approximation; MOBILE AUTONOMOUS AGENTS; AVERAGE CONSENSUS; CONVERGENCE;
D O I
10.1109/TAC.2009.2036291
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider consensus seeking of networked agents on directed graphs where each agent has only noisy measurements of its neighbors' states. Stochastic approximation type algorithms are employed so that the individual states converge both in mean square and almost surely to the same limit. We further generalize the algorithm to networks with random link failures and prove convergence results.
引用
收藏
页码:235 / 241
页数:7
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