Title :
Connections between cooperative control and potential games illustrated on the consensus problem
Author :
Marden, Jason R. ; Arslan, Gurdal ; Shamma, Jeff S.
Author_Institution :
Dept. of Mech. & Aerosp. Eng., Univ. of California, Los Angeles, Los Angeles, CA, USA
Abstract :
This paper presents a view of cooperative control using the language of learning in games. We review the game theoretic concepts of potential games and weakly acyclic games and demonstrate how the specific cooperative control problem of consensus can be formulated in these settings. Motivated by this connection, we build upon game theoretic concepts to better accommodate a broader class of cooperative control problems. In particular, we introduce sometimes weakly acyclic games for time-varying objective functions and action sets, and provide distributed algorithms for convergence to an equilibrium. Finally, we illustrate how to implement these algorithms for the consensus problem in a variety of settings, most notably, in an environment with non-convex obstructions.
Keywords :
convergence; cooperative systems; distributed algorithms; game theory; learning (artificial intelligence); time-varying systems; action sets; consensus problem; convergence; cooperative control problem; distributed algorithms; equilibrium; game theoretic concepts; learning; nonconvex obstructions; potential games; time-varying objective functions; weakly acyclic games; Convergence; Games; Heuristic algorithms; Joints; Linear programming; Nash equilibrium; Nickel;
Conference_Titel :
Control Conference (ECC), 2007 European
Conference_Location :
Kos
Print_ISBN :
978-3-9524173-8-6