A Tacholess Order Tracking Method Based on Spectral Amplitude Modulation for Variable Speed Bearing Fault Diagnosis

被引:16
|
作者
Jiang, Zuhua [1 ]
Zhang, Kun [1 ]
Zhang, Xiangfeng [2 ]
Xu, Yonggang [3 ]
机构
[1] Beijing Univ Technol, Dept Mat & Mfg, Beijing 100124, Peoples R China
[2] Xinjiang Univ, Sch Mech Engn, Urumqi 830091, Peoples R China
[3] Beijing Univ Technol, Beijing Engn Res Ctr Precis Measurement Technol &, Beijing 100124, Peoples R China
基金
中国国家自然科学基金;
关键词
Index Terms- Instantaneous rotation frequency; nonstationary fault characteristic extraction; rolling bearing; spectral amplitude modulation (SAM); vibration; FEATURE-EXTRACTION;
D O I
10.1109/TIM.2023.3280512
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Rolling bearings often work under nonstationary conditions, which will lead to spectrum smearing phenomenon and the failure of traditional diagnostic methods. Order tracking is a common technique to alleviate this problem by resampling the time-domain signal using the instantaneous rotation frequency. For tacholess applications, it is of great importance to obtain accurate rotation speeds. In this article, a tacholess order tracking method based on spectral amplitude modulation (SAM) is proposed. Based on the fact that SAM can separate frequency components with different levels of energy, an appropriate weight is selected to highlight the instantaneous frequency (IF), which is then extracted from the time-frequency representation (TFR) by peak search algorithm. Moreover, entropy is employed to evaluate the valuable information in the TFR in order to select an optimal weight adaptively. A simulated signal and experimental signals of bearing outer and inner ring faults demonstrate that the proposed method can extract instantaneous rotation frequency and detect nonstationary bearing fault characteristics effectively.
引用
收藏
页数:8
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