Slope synchronous chirplet transform and its application to tacho-less order tracking of rotating machineries

被引:15
|
作者
Ding, Jiakai [1 ,2 ]
Wang, Yi [1 ,2 ]
Zhang, Guangyao [1 ,2 ]
Xiao, Dongming [3 ]
Qin, Yi [1 ,2 ]
Tang, Baoping [1 ,2 ]
机构
[1] Chongqing Univ, Coll Mech & Vehicle Engn, Chongqing 400044, Peoples R China
[2] Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
[3] Foshan Univ, Sch Mechatron Engn & Automat, Foshan 528225, Peoples R China
基金
中国国家自然科学基金;
关键词
Instantaneous frequency trajectory; Slope synchronous chirplet transform; Refined time; frequency representation; Variable speed; Tacho-less order tracking; TIME-FREQUENCY; MODE DECOMPOSITION; FAULT-DIAGNOSIS;
D O I
10.1016/j.ymssp.2023.110357
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Chirplet transform (CT) has been widely used in time-frequency analysis (TFA) of rotating ma-chinery vibration signals. However, due to the smear effect and time-frequency resolution lim-itation, CT and most of its improved algorithms cannot achieve sufficient refined time-frequency representation (TFR) for the instantaneous frequency (IF) close-spaced and IF trajectory slope mutation signals. Aiming at the aforementioned shortcomings, a novel TFA method named slope synchronous chirplet transform (SSCT) is proposed to address this problem. The proposed SSCT algorithm can adaptively adjust the window lengths according to the slope variation of the IF trajectory, thereby higher time-frequency resolution can be obtained for the IF close-spaced components. Besides, the proposed method utilizes a high-order phase operator to accurately capture the trend of IF trajectory slope, so that the time-frequency (TF) energy of the IF trajectory can be better concentrated, thereby the weak TF energy of the IF trajectory can be uncovered. The effectiveness of the proposed method is verified by simulated signals and an aero-engine vibration signal measured under a transient operating mode, the validation results indicate the proposed method outperforms some latest reported TFA algorithms and is available for accurate estimation of instantaneous angular speed for tacho-less order tracking of rotating machineries.
引用
收藏
页数:32
相关论文
共 11 条
  • [1] CPP AND SWT GEAR TACHO-LESS ORDER TRACKING METHOD AND ITS APPLICATION
    Zhao, Mengyuan
    Leng, Junfa
    Wang, Zhiyang
    Hua, Wei
    2022 16TH SYMPOSIUM ON PIEZOELECTRICITY, ACOUSTIC WAVES, AND DEVICE APPLICATIONS, SPAWDA, 2022, : 337 - 341
  • [2] A tacho-less order tracking technique for large speed variations
    Zhao, Ming
    Lin, Jing
    Wang, Xiufeng
    Lei, Yaguo
    Cao, Junyi
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2013, 40 (01) : 76 - 90
  • [3] Tacho-less order tracking method of wind turbine gearbox under time-varying conditions
    Wan S.-T.
    Wang Y.-J.
    Zhang X.
    Gu X.-H.
    Zhendong Gongcheng Xuebao/Journal of Vibration Engineering, 2023, 36 (01): : 266 - 279
  • [4] A modified tacho-less order tracking method for the surveillance and diagnosis of machine under sharp speed variation
    Wu, Jie
    Zi, Yanyang
    Chen, Jinglong
    Zhou, Zitong
    MECHANISM AND MACHINE THEORY, 2018, 128 : 508 - 527
  • [5] Adaptive tacholess order tracking method based on generalized linear chirplet transform and its application for bearing fault diagnosis
    Duan, Rongkai
    Liao, Yuhe
    Yang, Lei
    ISA TRANSACTIONS, 2022, 127 : 324 - 341
  • [6] The velocity synchronous discrete Fourier transform for order tracking in the field of rotating machinery
    Borghesani, P.
    Pennacchi, P.
    Chatterton, S.
    Ricci, R.
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2014, 44 (1-2) : 118 - 133
  • [7] Synchronous spline-kernelled Chirplet squeezing transform and its application for seismic data analysis
    Chen, Hui
    Zhang, Pu
    Chen, Xuping
    Song, Yuanwei
    Lan, Ping
    DIGITAL SIGNAL PROCESSING, 2024, 154
  • [8] Fractional lower order linear chirplet transform and its application to bearing fault analysis
    Long, Junbo
    Wang, Haibin
    Fan, Hongshe
    Lao, Zefeng
    PLOS ONE, 2022, 17 (10):
  • [9] Matching Linear Chirplet Strategy-Based Synchroextracting Transform and Its Application to Rotating Machinery Fault Diagnosis
    Hua, Zehui
    Shi, Juanjuan
    Zhu, Zhongkui
    IEEE ACCESS, 2020, 8 (08): : 185725 - 185737
  • [10] A new order tracking method based on Chirplet path pursuit and its application to gearbox fault diagnosis
    State Key Laboratory of Advanced Design and Manufacture for Vehicle Body, Hunan University, Changsha 410082, China
    Jixie Gongcheng Xuebao, 7 (81-86):