DocumentCode
2830811
Title
Identification of optimized diagnostic features of multi-stage gearbox condition
Author
Bartelmus, Walter ; Zimroz, Radoslaw ; Batra, Harish
Author_Institution
Wroclaw Univ. of Technol., Poland
fYear
2005
fDate
16-18 Aug. 2005
Firstpage
434
Lastpage
439
Abstract
The occurrence of many gearbox faults simultaneously and possibilities of their identification on the basis of vibration symptoms is not a topic of research work in the literature. The authors of this research are concentrated on identification of a single type of fault on the basis of a single symptom. This paper presents the research work on selection of diagnostic features during gearbox degradation when many faults occur simultaneously. The paper presents the problem of choosing the signal receiving points. In the result of collected signal at many points we obtain a multidimensional matrix from which a point is to be selected for which we get the best distribution of symptoms for the particular faults. In these types of problems we try to find out the answer to the following questions: Which symptoms give the better results for classification of different faults at simultaneous different faults occurrence? For which signal receiving point good/bad technical state classes separate-ability is the highest? Is it possible to reduce symptoms matrix?.
Keywords
fault diagnosis; gears; identification; signal processing; fault identification; gearbox faults; multistage gearbox condition; optimized diagnostic features; vibration symptoms; Cepstrum; Data acquisition; Degradation; Fault diagnosis; Feature extraction; Histograms; Multidimensional systems; Redundancy; Rolling bearings; Signal analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems Engineering, 2005. ICSEng 2005. 18th International Conference on
Print_ISBN
0-7695-2359-5
Type
conf
DOI
10.1109/ICSENG.2005.46
Filename
1562889
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