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基于自适应LQG控制和模糊控制器的容错控制系统

Fault Tolerant Control Based on Adaptive LQG and Fuzzy Controllers
作者:Carla YiveirosLuis Brito PalmaJose Manuel Igreja 作者单位:Automation & Power Systems Engineering, Institute Superior de Engenharia de Lisboa, 1959-007 Lisbon, Portugal;Electrical Engineering, Universidade Nova de Lisboa, 2829-516 Caparica, Portugal;Automatio 加工时间:2014-07-29 信息来源:科技报告(other) 索取原文[12 页]
关键词:控制器;自适应控制;LQG;模糊控制器;容错控制系统
摘 要:This paper describes a fault tolerant switching loop control study case for a three water tank laboratory setup with sensors and actuators redundancies. Fault diagnosis and tolerance are two main characteristics of intelligent setups when closed-loop control is used for large complex systems. Discrete adaptive LQG (linear quadratic) and Fuzzy fault tolerant controllers, for nominal situation, are presented and tested in the laboratory setup. For abrupt fault situation (structural fault), switching from one controller to another based on controller performance evaluation using PCA (principal component analysis) technique is implemented. The main contributions are: (a) proposed approach based on PCA to detect structural faults; (b) performance assessment based on performance index through Mahalanobis distance using T~2 statistics and (c) control switching between LQG and Fuzzy controllers based on the performance index. Experimental results applied to a three-tank laboratory setup in the presence of a structural fault are shown to evaluate the performance of the proposed approach.
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