一种基于卡尔曼波器的新型zonotopic执行器故障检测,用于时间延迟系统
Yu-Qing Ma1, Zi-Yun Wang1, Yan Wang1
1Engineering Research Center of Internet of Things Technology and Applications (Ministry of Education), Jiangnan University, Wuxi, Jiangsu 214122, China.
一个新的基于卡尔曼波器的区域特征驱动器故障检测 (Z-KF-AFD) 算法可以改善线性离散时间延迟系统的状态估计和故障诊断. 这种方法通过分析估计的故障区域特征来准确检测执行器故障.
科学领域:
- 控制系统工程 控制系统工程
- 错误诊断 错误诊断 错误诊断 错误诊断 错误诊断 错误诊断
- 国家估计.
背景情况:
- 线性离散时间延迟系统容易发生执行器故障,使状态估计复杂化.
- 准确的故障诊断对于系统可靠性和安全性至关重要.
研究的目的:
- 提出一种新的算法,用于对线性离散时间延迟系统的状态估计和执行器故障诊断.
- 开发一种基于卡尔曼波器的区域特征执行器故障检测 (Z-KF-AFD) 算法.
主要方法:
- 接近噪声以建立故障状态关系.
- 代推导一个区域位卡尔曼波器 (ZKF) 来链接当前和延迟数据.
- 设计最优的观察者估计器增益,最大限度地减少zonotopic集大小.
- 分离断层区域位点以连接当前状态和延迟状态.
主要成果:
- 该Z-KF-AFD算法有效地估计系统状态并检测执行器故障.
- 检测故障是通过检查零是否在估计的故障区域极限内实现的.
- 该算法的可行性使用数值和双向直流-直流转换器系统进行了验证.
结论:
- 拟议的Z-KF-AFD算法为时间延迟的系统中状态估计和执行器故障诊断提供了强大的解决方案.
- 该方法在复杂的工程系统中证明了其实际适用性.
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