DocumentCode :
2608706
Title :
Fault detection and isolation of a two non-interacting tanks system using partial PCA
Author :
Bhattacharjee, Nirjhar ; Roy, Binoy Krishna
Author_Institution :
Dept. of Electr. Eng., NIT Silchar, Silchar, India
fYear :
2010
fDate :
27-29 Dec. 2010
Firstpage :
137
Lastpage :
141
Abstract :
In this paper, the concept of principal component analysis (PCA) has been used to generate a residual space to detect an actuator and a sensor fault in a two non-interacting tank system. Since there is only one residual vector in the present case, isolation of faults using PCA is not feasible. For isolation of the fault, partial PCA based structured residual approach has been used. The results show clear isolation of the faults.
Keywords :
actuators; fault diagnosis; industrial control; principal component analysis; sensors; tanks (containers); FDI; PCA; actuator fault; fault detection and isolation; noninteracting tank system; principal component analysis; residual space; sensor fault; singular value decomposition; Conferences; Fault detection; Industrial electronics; Principal component analysis; Service robots; Fault Detection and Isolation (FDI); PCA; Singular Value Decomposition (SVD); fault detection; fault diagnosis; fault isolation; incidence matrix; partial PCA; residuals; threshold;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics, Control & Robotics (IECR), 2010 International Conference on
Conference_Location :
Orissa
Print_ISBN :
978-1-4244-8544-4
Type :
conf
DOI :
10.1109/IECR.2010.5720145
Filename :
5720145
Link To Document :
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