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
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