Title :
Distributed estimation and control for large population stochastic multi-agent systems with coupling in the measurements
Author :
Fallah, Mohammad Amin ; Malhame, Roland P. ; Martinelli, F.
Author_Institution :
Dept. of Electr. Eng., Ecole Polytech. de Montreal, Montreal, QC, Canada
Abstract :
In this paper, we investigate a class of large population stochastic multi-agent systems where the agents have linear stochastic dynamics and are coupled via their measurement equations. Using the state aggregation technique, we propose a distributed estimation and control algorithm that combines the Kalman filtering for state estimation and the linear-quadratic-Gaussian (LQG) feedback controller. Moreover, the stability analysis in terms of exponential boundedness in the mean square is given for the proposed algorithm.
Keywords :
Kalman filters; feedback; linear quadratic Gaussian control; linear systems; mean square error methods; multi-robot systems; state estimation; stochastic systems; Kalman filtering; LQG feedback controller; distributed estimation; linear stochastic dynamics; linear-quadratic-Gaussian feedback controller; mean square; state estimation; stochastic multiagent systems; Equations; Heuristic algorithms; Kalman filters; Mathematical model; Sociology; Statistics; Stochastic processes;
Conference_Titel :
Control Conference (ECC), 2013 European
Conference_Location :
Zurich