基于多模型和区间方法的鲁棒故障检测。应用于节流阀

C. Letellier, G. Hoblos, H. Chafouk
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引用次数: 7

摘要

本文建立了一种多模型方法。目的是结合区间分析方法,用线性系统代替非线性系统,以考虑模型中的不确定性。线性系统可以很容易地用区间计算来处理。然而,非线性系统需要复杂的计算,如基于子铺装算法的集计算。为了避免大量的计算量,本文提出的方法是将一个非线性系统分解为几个线性模型。不确定系统可以利用这种称为多模型方法的方法。本文提出了一种基于多模型的鲁棒故障检测方法。检测将由区间集值观测器进行。该系统是非线性的,代表一个节流阀。将说明所提出的方法如何通过考虑参数的不确定性而有利地取代识别步骤。
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Robust fault detection based on multimodel and interval approach. Application to a throttle valve
A multimodel approach has been set up in this paper. The purpose is to replace a nonlinear system by a linear one combined with interval analysis approach in order to take into account uncertainties in the model. Linear systems can be easily handled with interval computation. However, nonlinear systems need complex computations as set-computation based on sub-paving algorithms for example. To avoid a large amount of computation, the approach proposed herein is to decompose a nonlinear system in several linear models. Uncertain systems can take advantages of this approach called multimodel approach. In this paper a robust fault detection method based on multimodel will be presented. The detection will be made by an Interval Set-Valued Observer. The system is nonlinear and represents a throttle valve. It will be shown how the proposed method can replace advantageously an identification step by taking into account uncertainties on parameters.
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