Application of the Generalized Demodulation Time-Frequency Analysis Method to Vibration Signals under Varying Speed

被引:0
|
作者
Li, Yan [1 ]
Du, Li [2 ]
机构
[1] Liaoning Equipment Mfg Vocat & Tech Coll, Dept Comp, Shenyang, Liaoning, Peoples R China
[2] Shenyang Univ, Sch Informat Engn, Dept Control Sci & Engn, Shenyang, Liaoning, Peoples R China
来源
2018 IEEE 3RD INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC) | 2018年
基金
中国国家自然科学基金;
关键词
generalized demodulation; instantaneous frequency estimation; rotating speed; multi-component signal; HIDDEN MARKOV MODEL; ROTATING MACHINERY; DOWN PROCESS; FAULT;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Instantaneous frequency is a primary parameter used for analyzing vibration signals of rolling bearings under harsh working conditions, which contains rich information besides the rotating speeds of the shaft. Such vibration signals exhibits characteristics of non-stationary and multi-components. The generalized demodulation time-frequency analysis approach is a novel signal processing method, which is suitable for processing non-stationary and multi-component signals. Its novelty lies in that the signal whose time-frequency distributions are curved paths can be transformed into that whose time-frequency distributions are linear paths paralleling time axis by using generalized demodulation. In this paper, to deal with the vibration signals under variable working speed condition, the generalized demodulation as well as a band-pass filter is used to separate the interested component from original vibration signal. The analysis results demonstrate the validity of the proposed approach.
引用
收藏
页码:828 / 831
页数:4
相关论文
共 50 条
  • [1] Time-frequency analysis of time-varying modulated signals based on improved energy separation by iterative generalized demodulation
    Feng, Zhipeng
    Chu, Fulei
    Zuo, Ming J.
    JOURNAL OF SOUND AND VIBRATION, 2011, 330 (06) : 1225 - 1243
  • [2] A generalized demodulation approach to time-frequency projections for multicomponent signals
    Olhede, S
    Walden, AT
    PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2005, 461 (2059): : 2159 - 2179
  • [3] A time-frequency analysis method suitable for engine vibration signals
    Jia J.
    Wu C.
    Jia X.
    Ren G.
    Han J.
    Qiche Gongcheng/Automotive Engineering, 2017, 39 (01): : 97 - 101
  • [4] Application of the improved generalized demodulation time-frequency analysis method to multi-component signal decomposition
    Cheng, Junsheng
    Yang, Yu
    Yu, Dejie
    SIGNAL PROCESSING, 2009, 89 (06) : 1205 - 1215
  • [5] ALGORITHM FOR MULTIPLE TIME-FREQUENCY CURVE EXTRACTION FROM TIME-FREQUENCY REPRESENTATION OF VIBRATION SIGNALS FOR BEARING FAULT DIAGNOSIS UNDER TIME-VARYING SPEED CONDITIONS
    Huang, Huan
    Baddour, Natalie
    Liang, Ming
    PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2017, VOL 8, 2017,
  • [6] A time-frequency distribution for analysis of signals with transient components and its application to vibration analysis
    Zheng, GT
    McFadden, PD
    JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 1999, 121 (03): : 328 - 333
  • [7] Adaptive algorithm of time-frequency analysis of vibration signals
    Pogribny, W
    Gren, YA
    QUALITY, RELIABILITY, AND MAINTENANCE, 2004, : 93 - 96
  • [8] Time-frequency demodulation analysis based on iterative generalized demodulation for fault diagnosis of planetary gearbox under nonstationary conditions
    Feng, Zhipeng
    Chen, Xiaowang
    Liang, Ming
    Ma, Fei
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2015, 62-63 : 54 - 74
  • [9] Multi-component signal decomposition method based on the generalized demodulation time-frequency analysis
    Cheng, Jun-Sheng
    Yang, Yu
    Yu, De-Jie
    Zhendong Gongcheng Xuebao/Journal of Vibration Engineering, 2007, 20 (06): : 563 - 569
  • [10] Estimation of Time-varying Autocorrelation and its Application to Time-frequency Analysis of Nonstationary Signals
    Fu, Zening
    Zhang, Zhiguo
    Chan, S. C.
    2013 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2013, : 1524 - 1527