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Distributed Nash Equilibrium Seeking for Aggregative Games With Nonlinear Dynamics Under External Disturbances
IEEE Transactions on Cybernetics
|August 13, 2019
Summary
This study addresses distributed Nash equilibrium seeking in uncertain nonlinear systems. A novel algorithm ensures players reach equilibrium while rejecting external disturbances.
Area of Science:
- Control Theory
- Game Theory
- Distributed Systems
Background:
- Distributed Nash equilibrium (NE) seeking is crucial for multi-agent systems with complex dynamics.
- Players in aggregative games face challenges due to uncertain perturbed nonlinear dynamics.
- Existing methods may struggle with disturbance rejection in such environments.
Purpose of the Study:
- To develop a distributed algorithm for Nash equilibrium seeking in uncertain nonlinear aggregative games.
- To ensure the proposed algorithm can effectively reject external disturbances.
- To analyze the convergence properties of the algorithm for achieving NE.
Main Methods:
- A distributed gradient-based algorithm is proposed, integrating the internal model principle.
- Average consensus techniques are employed for information exchange among neighboring players.
- The algorithm utilizes local cost function information and neighbor communications.
Main Results:
- The proposed algorithm successfully achieves Nash equilibrium seeking for the studied class of games.
- Effective rejection of external disturbances is demonstrated.
- Theoretical analysis confirms the algorithm's convergence properties.
Conclusions:
- The developed distributed algorithm provides a robust solution for Nash equilibrium seeking in uncertain nonlinear aggregative games.
- The integration of internal model principle and average consensus is effective for disturbance rejection.
- This work advances the state-of-the-art in distributed optimization and control for multi-agent systems.
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