Fault Tolerant Switching Control Based on Adaptive LQG and Fuzzy Controllers

Research output: Chapter in Book/Report/Conference proceedingChapter

Abstract

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 T2 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.
Original languageUnknown
Title of host publicationComputational Intelligence and Decision Making - Intelligent Systems, Control and Automation
EditorsAna Madureira, Cecilia Reis, Viriato Marques
Place of PublicationSpringer Netherlands
PublisherSpringer
Pages143-154
EditionElectronic version
ISBN (Print)978-94-007-4722-7
Publication statusPublished - 1 Jan 2012

Publication series

NameScience and Engineering Book series
PublisherSpringer
ISSN (Print)2213-8986

Cite this

DEE Group Author, & Palma, L. F. F. D. B. (2012). Fault Tolerant Switching Control Based on Adaptive LQG and Fuzzy Controllers. In A. Madureira, C. Reis, & V. Marques (Eds.), Computational Intelligence and Decision Making - Intelligent Systems, Control and Automation (Electronic version ed., pp. 143-154). (Science and Engineering Book series). Springer Netherlands: Springer.