Assessment of rolling element bearing fault severity using multi-scale entropy

ZHANG Long;HUANG Wen-yi;XIONG Guo-liang

Journal of Vibration and Shock ›› 2014, Vol. 33 ›› Issue (9) : 185-189.

PDF(1551 KB)
PDF(1551 KB)
Journal of Vibration and Shock ›› 2014, Vol. 33 ›› Issue (9) : 185-189.
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Assessment of rolling element bearing fault severity using multi-scale entropy

  • ZHANG Long, HUANG Wen-yi, XIONG Guo-liang
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Abstract

Quantitative identification of bearing fault severity is the basis of condition-based maintenance. The vibration signals will exhibit nonstationarity and nonlinearity in the presence of bearing faults. On the base of the multi-scale entropy, a new index quantitatively describing bearing fault severity is constructed which takes into account the mean value and the variations of the entropies over multiple scales. The new index is termed Partial Mean of Multi-scale Entropy (PMME). Simulation and experimental results show that the new index is able to detect incipient bearing fault and trend the fault development well.

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Assessment of fault severity / fault diagnosis / multi-scale entropy

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ZHANG Long;HUANG Wen-yi;XIONG Guo-liang . Assessment of rolling element bearing fault severity using multi-scale entropy[J]. Journal of Vibration and Shock, 2014, 33(9): 185-189
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