DocumentCode :
2403670
Title :
Combined approach to fault diagnosis based on principal components and influence matrix
Author :
Palma, Luis Brito ; Coito, Fernando Vieira ; da Silva, Rui Neves
Author_Institution :
Dept. de Engenharia Electrotecnica, Univ. Nova de Lisboa, Quinta Da Torre, Portugal
fYear :
2005
fDate :
1-3 Sept. 2005
Firstpage :
171
Lastpage :
176
Abstract :
This paper presents an on-line combined fault diagnosis approach for diagnosis of multiplicative (parametric) faults in dynamical systems. The fault detection task is performed applying the principal component analysis to the parameters of a discrete-time model. The fault isolation task is based on an influence matrix method, assuming that exist a relationship between the discrete-time model parameters and the physical parameters. A performance analysis regarding faults and disturbances effects is presented, and new contributions regarding the application of this approach to linear and nonlinear systems are presented. The performance of the approach is tested on a simulation model of a DC motor under closed-loop control.
Keywords :
DC motors; closed loop systems; discrete time systems; fault diagnosis; linear systems; machine control; nonlinear control systems; principal component analysis; DC motor; closed-loop control; discrete-time model; dynamical systems; influence matrix method; linear systems; nonlinear systems; on-line combined fault diagnosis approach; principal component analysis; Control systems; Fault detection; Fault diagnosis; Linear systems; Monitoring; Nonlinear systems; Parameter estimation; Performance analysis; Principal component analysis; System identification;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Signal Processing, 2005 IEEE International Workshop on
Print_ISBN :
0-7803-9030-X
Electronic_ISBN :
0-7803-9031-8
Type :
conf
DOI :
10.1109/WISP.2005.1531653
Filename :
1531653
Link To Document :
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