DocumentCode
3774008
Title
Blind Source Separation of Gearbox Fault Signals under Impulse Noise
Author
Yu Xiangmei;Shu Tong
Author_Institution
Key Lab. of Numerical Control of Jiangxi Province, Jiujiang Univ., Jiujiang, China
fYear
2015
fDate
6/1/2015 12:00:00 AM
Firstpage
253
Lastpage
256
Abstract
Aiming at the shortage of blind source separation (BSS) in processing gearbox fault signals under α stable distribution impulse noise, a new BSS algorithm based on fractional lower order (FLO) S time-frequency distribution was proposed in this paper. In this algorithm fault signals of gearbox were prewhitened in FLO subspace, then S time frequency transform for prewhitened lower-order signals were performed, finally the source signals were restored via joint approximate diagonalization. Simulation results show that the proposed algorithm can effectively restrain impulse noise influence, the BSS effect is good and robust.
Keywords
"Time-frequency analysis","Transforms","Frequency modulation","Gears","Principal component analysis","Algorithm design and analysis","Simulation"
Publisher
ieee
Conference_Titel
Intelligent Computation Technology and Automation (ICICTA), 2015 8th International Conference on
Type
conf
DOI
10.1109/ICICTA.2015.71
Filename
7473284
Link To Document