DocumentCode :
3421168
Title :
Input design for subspace-based fault detection
Author :
Ashari, Alireza Esna ; Mevel, Laurent
Author_Institution :
Centre Rennes - Bretagne Atlantique, INRIA, Rennes, France
fYear :
2011
fDate :
12-15 Dec. 2011
Firstpage :
3724
Lastpage :
3729
Abstract :
This paper considers the problem of auxiliary input design for subspace-based fault detection methods. In several real applications, particularly in the damage detection of mechanical structures and vibrating systems, environment noise is the only input to the system. In some applications, white noise produces low quality output data for the subspace-based fault detection method. In those methods, a residual is calculated to detect the fault based on the output information. However, some modes of the system may not influence the outputs and the residual appropriately if the input is not exciting enough for those modes. In this paper, “rotated inputs” method is implemented to excite the system modes. In addition to produce a residual more sensitive to the weak modes, it is possible to detect system order changes due to the fault using the rotated inputs. Simulation results demonstrate the efficiency of injecting these auxiliary inputs to improve the subspace-based fault detection methodology.
Keywords :
failure analysis; fault diagnosis; structural engineering; vibrations; environment noise; low quality output data; mechanical structures damage detection; real applications; rotated inputs method; subspace-based fault detection; system order detection; vibrating system; Fault detection; Monitoring; Observability; Probability density function; Vectors; White noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
ISSN :
0743-1546
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
Type :
conf
DOI :
10.1109/CDC.2011.6160217
Filename :
6160217
Link To Document :
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