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分布异步受约束输出形成 针对具有间歇通信的多代理系统进行最佳跟踪
IEEE transactions on cybernetics
|September 4, 2024
概括
这项研究涉及对具有不可靠通信的多代理系统进行最佳跟踪. 代理人在异步和间歇性通信的情况下,在最佳的阵营控制上达成共识,确保稳定性和趋同.
科学领域:
- 控制系统工程 控制系统工程
- 分布式系统 分布式系统
- 优化理论 优化理论
背景情况:
- 多代理系统在动态和不可靠的通信网络下实现协调控制面临挑战.
- 最佳的形成跟踪需要代理人同时满足个人目标和全球约束.
研究的目的:
- 研究分布式输出形成,对具有时间变化的拓和异步间歇通信的多代理系统进行最佳跟踪.
- 开发一个控制协议,确保代理汇聚到一个最佳的参考信号.
主要方法:
- 设计了一个非同步分布式基于估计器的跟踪控制协议.
- 利用受约束的随机随机投影和利亚普诺夫稳定性理论.
- 建立了足够的条件来实现非对称的收.
主要成果:
- 代理人协同计算和跟踪一个最佳的输出形成参考,最大限度地减少全球目标函数.
- 最佳参考满足全球约束,包括局部非线性不等式和封闭凸集合.
- 证明受约束的代理状态的非对称收到最优的参考,仅使用局部信息.
结论:
- 拟议的控制协议有效地实现了在具有挑战性的通信条件下的多代理系统中最佳的形成跟踪.
- 通过数值示例验证理论结果,确认方法的稳定性和适用性.
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