DocumentCode :
3548838
Title :
Residual Generation from Principal Component Models for Fault Diagnosis in Linear Systems - Part II: Extension to Optimal Residuals and Dynamic Systems
Author :
Gertler, Janos
Author_Institution :
Sch. of Inf. Technol., George Mason Univ., Fairfax, VA
fYear :
2005
fDate :
27-29 June 2005
Firstpage :
634
Lastpage :
639
Abstract :
The generation of enhanced (structured) residuals from PC models, both by algebraic transformation and by direct structured modeling, was reviewed in Part I of this paper. In Part II, some recent results on residual optimization are included. Extensions to dynamic systems are discussed. The new concept of dynamic redundancy is introduced, followed by an algorithm to simultaneously estimate the system order and the number of linear relations. The generation of enhanced (and optimized) residuals is revisited in the dynamic framework and explained in the light of dynamic redundancy. A simple example is given to illustrate the new concepts
Keywords :
fault diagnosis; linear systems; principal component analysis; redundancy; dynamic redundancy; dynamic systems; fault diagnosis; linear system; optimal residuals; principal component analysis; residual generation; structured residuals; Constraint optimization; Fault diagnosis; Information technology; Linear systems; Modeling; Performance analysis; Principal component analysis; Redundancy; System identification; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control, 2005. Proceedings of the 2005 IEEE International Symposium on, Mediterrean Conference on Control and Automation
Conference_Location :
Limassol
ISSN :
2158-9860
Print_ISBN :
0-7803-8936-0
Type :
conf
DOI :
10.1109/.2005.1467088
Filename :
1467088
Link To Document :
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