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Interval observer-based fault detectability analysis using mixed set-invariance theory and sensitivity analysis approach

机译:混合集不变性和灵敏度分析方法的基于间隔观测器的故障可检测性分析

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摘要

This paper addresses the characterisation of the minimum detectable fault (MDF) by means of residual sensitivity integrated with the set-invariance theory when using an interval observer-based approach as a fault detection (FD) scheme. Uncertainties (disturbances and noise) are considered as of unknown but bounded nature (i.e. in the set-membership framework). A zonotopic-set representation towards reducing set operations to simple matrix calculations is utilised to bound the state/output estimations provided by the interval observer-based approach. In order to show the connection between sensitivity and set-invariance analyses, mathematical expressions of the MDF are derived when considering different types of faults. Finally, a simulation case study based on a quadruple-tank system is employed to both illustrate and discuss the effectiveness of the proposed approach. The interval observer-based FD scheme is used to test the MDF obtained from the integration of both residual sensitivity analysis and set-invariance theory in the considered case study.
机译:当使用基于间隔观察者的方法作为故障检测(FD)方案时,本文将残差灵敏度与集不变性理论相集成,从而解决了最小可检测故障(MDF)的表征问题。不确定性(干扰和噪音)被认为具有未知但有限的性质(即在集合成员资格框架中)。旨在将集合操作简化为简单矩阵计算的区域主题集表示法用于限制基于间隔观察者的方法提供的状态/输出估计。为了显示灵敏度和集不变性分析之间的联系,当考虑不同类型的故障时,得出了MDF的数学表达式。最后,基于四缸系统的仿真案例研究被用来说明和讨论所提方法的有效性。在考虑的案例研究中,基于间隔观察者的FD方案用于测试从残留灵敏度分析和集不变性理论的集成获得的MDF。

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