Research on a quantitative fault diagnosis method for rotor rub-impact

被引:4
作者
Liang, Haiying [1 ,2 ]
Zhao, Chencheng [1 ]
Liu, Yang [1 ,3 ]
Gao, Chunyue [1 ]
Cui, Ningyuan [1 ]
Sbarufatti, Claudio [2 ]
Giglio, Marco [2 ]
机构
[1] Northeastern Univ, Sch Mech Engn & Automat, Shenyang 110819, Peoples R China
[2] Politecn Milan, Dept Mech Engn, Milan, Italy
[3] Northeastern Univ, Key Lab Vibrat & Control Aeroprop Syst, Minist Educ, Shenyang, Peoples R China
来源
STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL | 2024年 / 23卷 / 03期
基金
中国国家自然科学基金;
关键词
Nonlinear systems; fault diagnosis; rotor; rub-impact; NOFRFs; FREQUENCY-RESPONSE FUNCTIONS; NONLINEAR-SYSTEMS; DAMAGE DETECTION;
D O I
10.1177/14759217231188141
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The rotor system during its operation is susceptible to various faults such as unbalance, rub-impact, crack, and misalignment, which usually induce the rotor system to exhibit nonlinear behavior. Some linear diagnosis methods are unable to extract nonlinear characteristics of the faulty rotor system. However, existing nonlinear fault diagnosis methods can describe the nonlinear characteristics but cannot quantitatively indicate the severity of rub-impact faults. To address this issue, this study combines the nonlinear output frequency response functions weighted contribution rate (WNOFRFs) and JS divergence to develop an improved fault diagnosis approach, WNOFRFs based on the JS divergence (WNOFRFs-JS). And a superior NOFRFs-associated index JSRm is developed to indicate the severity of faults. In addition, a sensitive factor is defined to evaluate the sensitivity of the index. The performance of this approach is verified by an established dynamic model and a rotor rub-impact experimental rig. The results prove the effectiveness and merits of this approach for the identification of rotor rub-impact. JSRm is especially sensitive to rub-impact and can also quantitatively detect the severity of faults. The present approach can accurately and quantitatively identify the rub-impact rotor system. These advantages enable the improved WNOFRFs to be applied in the fault diagnosis and condition monitoring of rotating machinery and even other nonlinear systems.
引用
收藏
页码:1498 / 1513
页数:16
相关论文
共 28 条
[1]   Local rub-impact fault diagnosis of a rotor system based on adaptive local iterative filtering [J].
An, Xueli .
TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2017, 39 (05) :748-753
[2]   The analysis of nonlinear systems in the frequency domain using Nonlinear Output Frequency Response Functions [J].
Bayma, Rafael Suzuki ;
Zhu, Yunpeng ;
Lang, Zi-Qiang .
AUTOMATICA, 2018, 94 :452-457
[3]   Fault diagnosis of complex system based on nonlinear frequency spectrum fusion [J].
Cao, Jianfu ;
Chen, Ling ;
Zhang, Jialiang ;
Cao, Wen .
MEASUREMENT, 2013, 46 (01) :125-131
[4]   Detection of rub-impact fault for rotor-stator systems: A novel method based on adaptive chirp mode decomposition [J].
Chen, Shiqian ;
Yang, Yang ;
Peng, Zhike ;
Wang, Shibin ;
Zhang, Wenming ;
Chen, Xuefeng .
JOURNAL OF SOUND AND VIBRATION, 2019, 440 :83-99
[5]   Multisensor Feature Fusion for Bearing Fault Diagnosis Using Sparse Autoencoder and Deep Belief Network [J].
Chen, Zhuyun ;
Li, Weihua .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2017, 66 (07) :1693-1702
[6]   Volterra-series-based nonlinear system modeling and its engineering applications: A state-of-the-art review [J].
Cheng, C. M. ;
Peng, Z. K. ;
Zhang, W. M. ;
Meng, G. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2017, 87 :340-364
[7]   Non-parametric identification method of GFRFs for MIMO nonlinear system excited by multitone signal [J].
Han, Hai-tao ;
Ma, Hong-guang ;
Xu, Dong-hui ;
Wu, Zong-wei ;
Yang, Dong-dong ;
Jin, Wei .
JOURNAL OF SOUND AND VIBRATION, 2013, 332 (10) :2562-2574
[8]   Study of cumulative fatigue damage detection for used parts with nonlinear output frequency response functions based on NARMAX modelling [J].
Huang, Honglan ;
Mao, Hanying ;
Mao, Hanling ;
Zheng, Weixue ;
Huang, Zhenfeng ;
Li, Xinxin ;
Wang, Xianghong .
JOURNAL OF SOUND AND VIBRATION, 2017, 411 :75-87
[9]   Frequency domain analysis for non-linear Volterra systems with a general non-linear output function [J].
Jing, X. J. ;
Lang, Z. Q. ;
Billings, S. A. .
INTERNATIONAL JOURNAL OF CONTROL, 2008, 81 (02) :235-251
[10]   Energy transfer properties of non-linear systems in the frequency domain [J].
Lang, ZQ ;
Billings, SA .
INTERNATIONAL JOURNAL OF CONTROL, 2005, 78 (05) :345-362