Iterative asymmetric multiscale morphology and its application to fault detection for rolling element bearing

作者：Gong, Tingkai; Yuan, Yanbin; Yuan, Xiaohui^*; Wang, Xiyang; Wu, Xiaotao; Li, Yuanzheng

来源：Proceedings of the Institution of Mechanical Engineers - Part C: Journal of Mechanical Engineering Science , 2018, 232(2): 316-330.

DOI：10.1177/0954406216679690

• Multiscale morphology
• iterative morphology
• rolling element bearing
• fault diagnosis
• asymmetric-multiscale

The impulsive signals produced by bearing faults are usually modulated in amplitude. Multiscale morphology is suited to demodulate the signal because of its powerful demodulation ability. However, when the structuring element scales are increased gradually, the multiscale morphology method using closing and/or opening allows the low-amplitude impulses to be eliminated. Therefore, iterative asymmetric multiscale morphology is explored in this paper to handle the problem. Firstly, a modified difference filter is developed based on closing and opening to conduct iterative morphology operation, and then a type of asymmetric-multiscale is designed to set the structuring element scales of the modified difference filter filter for demodulating the fault signal with amplitude modulation well. Meanwhile, iterative morphology is conducted to enhance the impulsive features, and kurtosis acts as the iteration stop condition. The effectiveness of the proposed method is evaluated by both simulation experiment and the vibration signals of rolling element bearings with an inner race, an outer, and a rolling element faults. In comparisons with the conventional multiscale morphology, the results demonstrate that the iterative asymmetric multiscale morphology method has better diagnosis for the bearing faults.

• 出版日期2018-1
• 单位武汉理工大学; 南昌航空大学; 华中科技大学