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Fuzzy-Model-Based Robust Fault Detection With Stochastic Mixed Time Delays and Successive Packet Dropouts

机译:具有随机混合时滞和连续丢包的基于模糊模型的鲁棒故障检测

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This paper is concerned with the network-based robust fault detection problem for a class of uncertain discrete-time Takagi–Sugeno fuzzy systems with stochastic mixed time delays and successive packet dropouts. The mixed time delays comprise both the multiple discrete time delays and the infinite distributed delays. A sequence of stochastic variables is introduced to govern the random occurrences of the discrete time delays, distributed time delays, and successive packet dropouts, where all the stochastic variables are mutually independent but obey the Bernoulli distribution. The main purpose of this paper is to design a fuzzy fault detection filter such that the overall fault detection dynamics is exponentially stable in the mean square and, at the same time, the error between the residual signal and the fault signal is made as small as possible. Sufficient conditions are first established via intensive stochastic analysis for the existence of the desired fuzzy fault detection filters, and then, the corresponding solvability conditions for the desired filter gains are established. In addition, the optimal performance index for the addressed robust fuzzy fault detection problem is obtained by solving an auxiliary convex optimization problem. An illustrative example is provided to show the usefulness and effectiveness of the proposed design method.
机译:本文涉及一类具有随机混合时间延迟和连续丢包的不确定离散Takagi-Sugeno模糊系统的基于网络的鲁棒故障检测问题。混合时间延迟包括多个离散时间延迟和无限分布式延迟。引入一系列随机变量来控制离散时间延迟,分布式时间延迟和连续数据包丢失的随机发生,其中所有随机变量相互独立但服从伯努利分布。本文的主要目的是设计一种模糊故障检测滤波器,以使整个故障检测动力学在均方根上呈指数稳定,同时将残留信号和故障信号之间的误差减小到最小。可能。首先通过深入的随机分析为期望的模糊故障检测滤波器的存在建立充分的条件,然后为期望的滤波器增益建立相应的可解性条件。另外,通过解决辅助凸优化问题,可以获得针对所解决的鲁棒模糊故障检测问题的最佳性能指标。提供了一个说明性示例,以显示所提出的设计方法的有用性和有效性。

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