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Distributed NE and GNE seeking for heterogeneous multi-player games over directed communication networks
Qianle Tao1, Yongfang Liu1, Chengxin Xian2
1School of Automation, Northwestern Polytechnical University, Xi'an 710129, China.
Chaos (Woodbury, N.Y.)
|December 11, 2024
Summary
This study introduces new distributed strategies for finding Nash equilibrium (NE) and generalized Nash equilibrium (GNE) in complex, heterogeneous multi-player systems. These methods enhance control over systems like drone swarms and power grids.
Area of Science:
- Control Theory
- Game Theory
- Distributed Systems
Background:
- Non-cooperative games with heterogeneous dynamics are crucial in fields like autonomous systems and power generation.
- Existing methods for Nash equilibrium (NE) and generalized Nash equilibrium (GNE) seeking often lack applicability to systems with diverse player dynamics and complex network structures.
Purpose of the Study:
- To develop novel distributed strategies for seeking Nash equilibrium (NE) and generalized Nash equilibrium (GNE) in heterogeneous multi-player non-cooperative games.
- To extend existing methodologies to accommodate both undirected and directed communication networks, as well as more complex player dynamics.
Main Methods:
- Utilizing output regulation techniques to design distributed NE seeking strategies for undirected networks.
- Employing Lagrange multipliers and output regulation for distributed GNE seeking under coupled constraints.
- Developing new auxiliary variables to address unbalanced directed communication networks for both NE and GNE seeking.
Main Results:
- A distributed NE seeking strategy was successfully designed for heterogeneous multi-player games over undirected communication networks.
- A distributed GNE seeking strategy was developed, effectively handling coupled constraints among players.
- Novel distributed strategies for NE and GNE seeking were proposed for directed communication networks, extending previous research.
Conclusions:
- The proposed distributed strategies are effective for seeking NE and GNE in heterogeneous multi-player systems, even with complex network topologies.
- The developed methods offer significant improvements over existing approaches by accommodating more general player and network dynamics.
- Numerical simulations validate the effectiveness and robustness of the proposed NE and GNE seeking strategies.
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