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Distributed Nash Equilibrium Seeking Over Markovian Switching Communication Networks
IEEE Transactions on Cybernetics
|November 18, 2020
Summary
This study introduces a new algorithm for finding Nash equilibrium (NE) in multi-player games over dynamic networks. The algorithm ensures players
Area of Science:
- Game Theory
- Networked Systems
- Distributed Algorithms
Background:
- Finding Nash equilibrium (NE) is crucial for strategic decision-making in multi-player systems.
- Existing methods often struggle with dynamic network conditions and distributed control.
Purpose of the Study:
- To develop a novel distributed synchronous discrete-time algorithm for Nash equilibrium seeking.
- To analyze the convergence and stability properties of the proposed algorithm in Markovian switching networks.
Main Methods:
- A gradient-like projection algorithm is employed by each player.
- Convergence is analyzed under the condition of a connected union network.
- Mean-square stability of the Nash equilibrium is investigated.
Main Results:
- The proposed algorithm ensures players' actions converge to a small neighborhood of the Nash equilibrium in the mean-square sense.
- The unique Nash equilibrium is shown to be mean-square stable without constraints.
- The algorithm's applicability to microgrid energy trading is demonstrated.
Conclusions:
- The developed distributed algorithm effectively addresses Nash equilibrium seeking in complex networked environments.
- This approach offers a viable solution for decentralized problems like microgrid energy trading.
- Numerical simulations validate the algorithm's performance and practical utility.
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