A General Failure Detection, Isolation and Accommodation System with Model Uncertainty and Measurement Noise

Chia-Chi Tsui
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引用次数: 23

Abstract

The problem of failure detection, isolation and accommodation has received high interest recently. This task is achieved using the information of plant's model and input/output measurements. It is therefore important to study the effects of model uncertainty and measurement noise. Among the two effects, the former is much more severe and its analysis is very difficult. So far, only a threshold of nonzero occurrence (caused by these effects) of a normally zero-valued error signal is established in [3], but only after a very elaborate derivation and only for a single Kalman filter based failure detection system. Recently, such a failure detection and isolation system (achieved by the observance of the nonzero occurrence of some error signals) is derived in (6], which requires a multiple of robust failure detection observers. This paper establishes the nonzero threshold for model uncertainty and output measurement noise, for this system. This paper also proposes an adjustable state feedback control for failure accommodation, which is uniquely enabled by the failure isolation capability of this system.
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具有模型不确定度和测量噪声的通用故障检测、隔离和调节系统
故障检测、隔离和调节问题近年来引起了人们的高度关注。该任务是利用工厂模型和输入/输出测量的信息来实现的。因此,研究模型不确定度和测量噪声的影响是十分重要的。在这两种影响中,前者更为严重,分析难度很大。到目前为止,在[3]中只建立了通常为零的误差信号非零发生(由这些影响引起的)的阈值,但这只是经过非常详细的推导,并且仅适用于基于单个卡尔曼滤波的故障检测系统。最近,文献[6]导出了这样一种故障检测和隔离系统(通过观察某些错误信号的非零发生来实现),该系统需要多个鲁棒故障检测观测器。本文针对该系统建立了模型不确定度和输出测量噪声的非零阈值。本文还提出了一种可调状态反馈的故障调节控制,该控制是由系统的故障隔离能力唯一实现的。
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