DocumentCode :
3647663
Title :
Application of evolution of singular values in multisymptom diagnostics of machines
Author :
Maciej Tabaszewski;Czeslaw Cempel
Author_Institution :
Institute of Applied Mechanics, Poznan University of Technology, Poland
fYear :
2012
fDate :
6/1/2012 12:00:00 AM
Firstpage :
555
Lastpage :
560
Abstract :
The paper presents a possibility of observation of singular values evolving in time as quantities carrying diagnostic information. To prove the usefulness of singular values for this purpose many numerical simulations have been conducted. It has been proved that when observing changes of singular values obtained from SVD during the lifetime of a machine, the appearance of reversal points must be taken into account. The appearance of such points may prove that the symptom values change abruptly (e.g. structure cracking). The appearance of such an abrupt change can easily be overlooked because of variable working parameters of the machine, which influence the values of measured symptoms and generalized symptoms after SVD. Singular values are almost insensitive to changes of working parameters, so it is easier to pick out such changes in their evolution than directly in symptoms. The paper also presents an example of application of the proposed method for real diagnostic data obtained from ball bearings.
Keywords :
"Vectors","Load modeling","Turning","Logistics","Acceleration","Simulation","Loading"
Publisher :
ieee
Conference_Titel :
Quality, Reliability, Risk, Maintenance, and Safety Engineering (ICQR2MSE), 2012 International Conference on
Print_ISBN :
978-1-4673-0786-4
Type :
conf
DOI :
10.1109/ICQR2MSE.2012.6246296
Filename :
6246296
Link To Document :
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