事件触发的间隔观察员故障检测和隔离多代理系统的隔离
IEEE transactions on cybernetics
|January 12, 2024
概括
本研究引入了一个事件触发间隔观察器 (ETIO) 用于多代理系统的故障检测. 该方法提高了通信效率,提高了故障隔离的准确性,在多无人机系统中得到了证明.
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
- 检测和诊断故障的检测和诊断.
背景情况:
- 多代理系统需要强大的故障检测和隔离 (FDI) 才能可靠运行.
- 传统的外国直接投资方法往往受到高通讯开销的影响.
- 事件触发机制为减少通信负载提供了一个有希望的解决方案.
研究的目的:
- 开发一个事件触发的间隔观察员 (ETIO) 以在多代理系统中实现高效的外国直接投资.
- 为了优化ETIO,在干扰稳定性和故障灵敏性之间保持平衡.
- 为了使用本地和邻居信息实现分布式故障隔离.
主要方法:
- 设计一个事件触发机制,以尽量减少通信.
- 将事件触发机制与间隔观察员集成在一起,以创建分布式ETIO.
- 制定ETIO作为一个多目标优化问题 (l1/H∞性能).
- 实施一家用于局部故障隔离的ETIO银行.
主要成果:
- 与传统方法相比,拟议的ETIO显著减少了通信传输.
- 多目标优化实现了稳定性和灵敏性之间的有利权衡.
- ETIOs的银行成功地使用本地和邻居数据隔离了有缺陷的代理.
- 对比分析表明ETIO方法的优越性.
结论:
- 开发的ETIO方法为多代理系统的故障检测和隔离提供了高效和有效的解决方案.
- 事件触发方法提高了通信效率,同时保持了高性能.
- 该方法通过在多无人飞行器 (UAV) 系统上的模拟进行验证.
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