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Distributed Nash Equilibrium Seeking in Multiagent Games Under Switching Communication Topologies.
IEEE Transactions on Cybernetics
|July 11, 2018
Summary
This study addresses distributed Nash equilibrium seeking in multiagent games with switching communication networks. It develops a protocol to find equilibria even with intermittent communication loss, ensuring robust distributed optimization.
Area of Science:
- Control Theory
- Game Theory
- Distributed Systems
Background:
- Multiagent systems require distributed methods for equilibrium seeking.
- Switching communication topologies and communication loss pose significant challenges.
- Existing methods may not be robust to dynamic network changes and data loss.
Purpose of the Study:
- To develop a distributed Nash equilibrium seeking strategy for multiagent games.
- To address scenarios with switching communication topologies, including those with communication loss.
- To analyze convergence properties for both quadratic and nonquadratic games.
Main Methods:
- Synthesis of a leader-following consensus protocol and gradient play.
- Analysis under switching topologies with and without communication loss.
- Separate treatment of nonquadratic and quadratic game types.
Main Results:
- Achieved distributed Nash equilibrium seeking under dynamic and lossy communication.
- Established local convergence for nonquadratic games.
- Established nonlocal convergence for quadratic games.
Conclusions:
- The proposed distributed strategy is effective for Nash equilibrium seeking in challenging network conditions.
- The method demonstrates robustness against switching topologies and communication failures.
- Theoretical findings are validated through numerical simulations.
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