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一种协同设计的新框架:将主动故障诊断引入容错控制

A Novel Framework of Cooperative Design: Bringing Active Fault Diagnosis Into Fault-Tolerant Control.

作者信息

Jia Fanlin, Cao Fangfei, Lyu Guangran, He Xiao

出版信息

IEEE Trans Cybern. 2023 May;53(5):3301-3310. doi: 10.1109/TCYB.2022.3176538. Epub 2023 Apr 21.

Abstract

Fault-tolerant control (FTC) may conceal fault symptoms, thereby increasing the difficulty of fault diagnosis (FD). In this article, a novel framework for the cooperative design of active FD and FTC is proposed to optimize FD performance while maintaining fault-tolerance performance. The proposed framework consists of four steps: 1) controller design; 2) residual generation; 3) performance evaluation; and 4) gain tuning. First, a controller with undetermined gains is constructed, and a fault detection observer is designed to generate residuals that can indicate the fault. Then, the performance of fault detection is evaluated. Finally, suboptimal controller gains are obtained by solving an optimization problem. Within the framework of the collaborative design, the occurring faults can be detected faster and more accurately, and the performance of FTC can be guaranteed at the same time. A simulation study is provided to demonstrate the effectiveness of the developed framework.

摘要

容错控制(FTC)可能会掩盖故障症状,从而增加故障诊断(FD)的难度。本文提出了一种用于主动故障诊断和容错控制协同设计的新颖框架,以在保持容错性能的同时优化故障诊断性能。所提出的框架包括四个步骤:1)控制器设计;2)残差生成;3)性能评估;4)增益调整。首先,构建一个增益待定的控制器,并设计一个故障检测观测器来生成能够指示故障的残差。然后,评估故障检测的性能。最后,通过求解一个优化问题获得次优控制器增益。在协同设计框架内,能够更快、更准确地检测出发生的故障,同时保证容错控制的性能。提供了一项仿真研究以证明所开发框架的有效性。

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