Journal
IEEE TRANSACTIONS ON AUTOMATIC CONTROL
Volume 67, Issue 5, Pages 2359-2372Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TAC.2021.3081795
Keywords
Decentralized control; mean field (MF) control; networked control
Funding
- National Science Foundation under NSF [CMMI-1663460, ECCS-1739732, CCF-1717154, CIF-1220643, ECCS-1027437, CCF-1320643]
- AFOSR [AF FA 9550-12-1-0193, FA 9550-15-1-0119]
Ask authors/readers for more resources
This article examines cooperative multiagent systems that aim to minimize collective social costs. The research reveals a class of social costs that can be optimized through decentralized and selfish solutions, eliminating the need for interagent communication. The results demonstrate that selfish behavior can be socially optimal in nontrivial cases.
In this article, we consider cooperative multiagent systems, where independent agents need to minimize a collective social cost. Given the coupling in the cost, the optimal strategy requires interaction and communications among all the agents in general. In this article, we unveil important classes of social costs which are optimized by decentralized and selfish solutions, hence eliminating the need for an interagent communication network. In particular, we focus on a set of n independent agents coupled only through an overall cost that penalizes the divergence of each agent from the average collective behavior. Adopting input-output methods, we show that optimal decentralized and selfish solutions are possible in a variety of standard input-output cost criteria. These include the cases of l(1), l(2), l(infinity) induced, and H-2 norms for any finite n. Moreover, if the cost includes nondeviation from average variables, the above results hold true as well for l(1), l(2), l(infinity) induced norms, and any n, while they hold true for the normalized, per-agent square H-2 norm, cost as n -> infinity. The results of the article demonstrate that selfish behavior can be socially optimal in nontrivial cases. We further expand our analysis to more general controller structures that induce collective tracking of exogenous common signals.
Authors
I am an author on this paper
Click your name to claim this paper and add it to your profile.
Reviews
Recommended
No Data Available