Title :
Best Morlet wavelet-based full information energy entropy extraction with its application to rolling bearing condition monitoring
Author :
Chun-Yu Zhao ; Ping Ning ; Bai-Yu Liu ; Lei Wang ; Xiang-Long Ni ; Lun Ma
Author_Institution :
Baicheng Ordnance Test Center of China, Baicheng, China
Abstract :
In order to track degradation trend of bearing performance using shock feature hidden in vibration signal, a best Morlet wavelet transform-based extraction method of full information energy entropy was proposed through integrating Morlet wavelet transform technology and full information technology. The optimization of Morlet wave shape factor was controlled by the minimum Shannon entropy. The information entropy derived from wavelet transform coefficients of multiple sources vibration data was used to reflect the different frequency range-based energy distribution variance of shock feature. Viewed from the application for rolling bearing full lifetime vibration datasets, the results show that the feature trends can reflect the degradation process of bearing health and the bearing operational safety can be ensured by incipient fault detection.
Keywords :
condition monitoring; entropy; fault diagnosis; optimisation; rolling bearings; safety; shock waves; vibrations; wavelet transforms; Morlet wave shape factor; bearing health; bearing operational safety; bearing performance; best Morlet wavelet transform-based full information energy entropy extraction; degradation process; degradation trend tracking; frequency range-based energy distribution variance; full information technology; incipient fault detection; minimum Shannon entropy; optimization; rolling bearing condition monitoring; shock feature; vibration data; vibration signal; wavelet transform coefficients; Electric shock; Entropy; Feature extraction; Market research; Vibrations; Wavelet transforms; Morlet wavelet; condition monitoring; full information energy entropy; rolling bearing;
Conference_Titel :
Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE), 2013 International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4799-1014-4
DOI :
10.1109/QR2MSE.2013.6625928