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Observer-based optimal fault detection using PDFs for time-delay stochastic systems

机译:使用PDF的基于观察者的最优故障检测,用于时延随机系统

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摘要

This paper concerns the problem of fault detection (FD) for general stochastic systems with time delays. Different from the classical FD problem, the available information for the FD is the input and the measured output probability density functions (PDFs) of the system. Based on this, firstly, square root B-spline expansions technique is applied to model the PDFs so that the concerned FD problem is transformed into a nonlinear FD problem subject to the weight dynamical systems. Secondly, by using the FD observer as residual generator and guaranteed cost performance index as objective function, design of the FD observer is formulaled as an optimization problem. A delay-dependent condition to solve this problem is established in terms of the feasibility of linear matrix inequality (LMI). Moreover, in order to improve FD performance, the guaranteed cost algorithm is applied to optimal observer design. Finally, two examples are given to demonstrate the applicability of the proposed approach. (C) 2007 Elsevier Ltd. All rights reserved.
机译:本文涉及具有时滞的一般随机系统的故障检测(FD)问题。与经典FD问题不同,FD的可用信息是系统的输入和测量的输出概率密度函数(PDF)。基于此,首先,采用平方根B样条展开技术对PDF进行建模,从而将相关的FD问题转化为受权重动力系统约束的非线性FD问题。其次,通过使用FD观察器作为残差生成器,并以保证的成本绩效指标作为目标函数,将FD观察器的设计公式化为优化问题。根据线性矩阵不等式(LMI)的可行性,建立了一个依赖于延迟的条件来解决该问题。此外,为了提高FD性能,将保证成本算法应用于最优观测器设计。最后,给出了两个例子来说明所提出方法的适用性。 (C)2007 Elsevier Ltd.保留所有权利。

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