数据驱动事件触发控制的多代理系统与通信延迟:一个混合系统的方法
IEEE transactions on cybernetics
|September 17, 2025
概括
本研究介绍了一种数据驱动的控制方法,用于具有通信延迟的多代理系统 (MAS). 它确保了系统稳定性和强大的Zeno自由性,而不需要一个确切的系统模型.
科学领域:
- 控制系统工程 控制系统工程
- 网络化系统 网络化系统
- 人工智能的人工智能
背景情况:
- 连续时间多代理系统 (MAS) 面临的挑战是通信延迟.
- 事件触发控制 (ETC) 旨在减少通信负载,但需要准确的模型.
- 确保ETC的Zeno自由性对于实际实施至关重要.
研究的目的:
- 开发数据驱动事件触发控制 (DETC) 策略,用于有通信延迟的MAS.
- 设计一个不需要MAS准确模型的控制系统.
- 在拟议的控制机制中保证强有力的Zeno自由.
主要方法:
- 采用混合系统方法来建模具有通信延迟的MAS.
- 使用动态事件触发机制 (DETM) 确保强大的Zeno-freeness.
- 一个估计的系统矩阵和辅助变量被用来设计一个时间变化的状态估计器和控制器.
主要成果:
- 闭环MAS被表示为混合系统,捕捉流量和跳跃动态.
- 设计了一个基于数据的控制器增益矩阵,并为未知系统矩阵开发了一个估计器.
- 实现基于数据的稳定性分析和事件触发机制 (ETM) 设计.
结论:
- 拟议的方法有效地解决了通信延迟的MAS的数据驱动事件触发控制.
- 它消除了对精确系统模型的需求,并保证了强大的Zeno-freeness.
- 模拟结果验证了开发方法的有效性.
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