二部图
趋同(经济学)
最优控制
数学优化
计算机科学
梯度下降
观察员(物理)
钥匙(锁)
控制器(灌溉)
数学
共识
同种类的
初始化
算法
代数Riccati方程
分布式算法
下降(航空)
算法设计
Riccati方程
分散系统
控制(管理)
凸优化
多智能体系统
估计员
作者
Liping Zhang,Huanshui Zhang,Zidong Wang
标识
DOI:10.1109/tac.2025.3631511
摘要
This note makes the first attempt to investigate the optimal bipartite consensus problem in the general case for heterogeneous multi-agent systems with cooperative-competitive interactions, specifically those containing a spanning tree. Unlike traditional control protocols based on the gradient descent method, our proposed optimal bipartite algorithm demonstrates a fast superlinear convergence speed. The key innovation of this method lies in the design of a fully distributed optimal controller, which is based on a distributed observer utilizing local neighbor information. The analytical solution for the optimal controller is derived with the help of the Riccati equation, aligning with classical optimal control theory. This approach unifies the design method for both the bipartite consensus problem and the well-studied consensus problem. Additionally, the proposed optimal algorithm can be directly extended to homogeneous systems. A numerical example is provided to demonstrate the effectiveness and rapid convergence of our control algorithm.
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