DocumentCode :
587394
Title :
Comparison of identification procedures in the frame of fault detection and isolation
Author :
Marjanovic, A. ; Kvascev, G. ; Durovic, Z.
Author_Institution :
Fac. of Electr. Eng., Univ. of Belgrade, Belgrade, Serbia
fYear :
2012
fDate :
3-5 Oct. 2012
Firstpage :
1697
Lastpage :
1702
Abstract :
Paper presents a model-based fault detection and isolation technique which relies on system identification procedure. Several open-loop identification methods are discussed since they are usually less complex and thus easier for implementation in large-scale systems. However, since the system analysis is usually conducted in a closed-loop structure, prediction error based direct closed-loop method was also taken into consideration. The efficiency of these four identification methods is demonstrated keeping in mind the final goal of the algorithm, which is the fault detection and isolation. Therefore, the performance of these methods in the light of FDI is emphasized, while the accuracy of parameter estimates is considered less important. The comparative analysis of suggested methods was done using data obtained from the steam separator in TEKO B1 unit of the Kostolac thermal power plant, Republic of Serbia.
Keywords :
closed loop systems; fault diagnosis; large-scale systems; open loop systems; parameter estimation; steam power stations; systems analysis; FDI; Kostolac 2012 thermal power plant; Republic of Serbia; TEKO B1 unit; closed-loop structure; comparative analysis; fault detection frame; fault isolation frame; large-scale systems; model-based fault detection technique; model-based fault isolation technique; open-loop identification methods; parameter estimation; prediction error based direct closed-loop method; steam separator; system analysis; system identification procedure; Algorithm design and analysis; Correlation; Fault detection; Instruments; Noise; Power generation; Sensors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Applications (CCA), 2012 IEEE International Conference on
Conference_Location :
Dubrovnik
ISSN :
1085-1992
Print_ISBN :
978-1-4673-4503-3
Electronic_ISBN :
1085-1992
Type :
conf
DOI :
10.1109/CCA.2012.6402447
Filename :
6402447
Link To Document :
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