衰退
异步通信
非线性系统
计算机科学
控制理论(社会学)
马尔可夫链
跳跃
频域
马尔可夫过程
解耦(概率)
滤波器(信号处理)
算法
数学
电信
工程类
统计
解码方法
人工智能
量子力学
机器学习
物理
控制工程
计算机视觉
控制(管理)
作者
Yue Long,Yuhua Cheng,Tieshan Li,Weiwei Bai,Kai Chen,Libing Bai
标识
DOI:10.1109/tcyb.2021.3108347
摘要
In this article, the asynchronous fault detection (FD) strategy is investigated in frequency domain for nonlinear Markov jump systems under fading channels. In order to estimate the system dynamics and meet the fact that not all the running modes can be observed exactly, a set of asynchronous FD filters is proposed. By using statistical methods and the Lynapunov stability theory, the augmented system is shown to be stochastic stable with a prescribed l2 gain even under fading transmissions. Then, a novel lemma is developed to capture the finite frequency performance. Some solvable conditions with less conservatism are subsequently deduced by exploiting novel decoupling techniques and additional slack variables. Besides, the FD filter gains could be calculated with the aid of the derived conditions. Finally, the effectiveness of the proposed method is shown by an illustrative example.
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