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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

IEEE Transactions on Cybernetics · 2022
被引 82 · 同刊同年前 9%
ABS 3

中文导读

提出一个将主动故障诊断与容错控制协同设计的新框架,通过四步流程优化故障检测性能,同时保证容错控制效果,仿真验证了有效性。

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.

容错控制故障诊断控制系统协同设计