Automatic mode extraction of ultrasonic guided waves using synchrosqueezed wavelet transform

被引:40
|
作者
Liu, Zhenli [1 ]
Xu, Kailiang [1 ]
Li, Dan [1 ]
Ta, Dean [1 ,2 ]
Wang, Weiqi [1 ]
机构
[1] Fudan Univ, Dept Elect Engn, Shanghai 200433, Peoples R China
[2] Fudan Univ, State Key Lab ASIC & Syst, Shanghai 200433, Peoples R China
基金
上海市自然科学基金;
关键词
Ultrasonic guided waves; Mode separation; Synchrosqueezed wavelet transform; DISPERSION-CURVES; LAMB WAVES; RECONSTRUCTION; IDENTIFICATION; SEGMENTATION; RECEIVER; SIGNALS;
D O I
10.1016/j.ultras.2019.105948
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Multimodal and dispersive characteristics of ultrasonic guided waves (GWs) cause the wave-packet overlapping in time domain and frequency domain, which challenges the signal interpretation. In this study, we propose an automatic method for individual mode extraction. The inversible synchrosqueezed wavelet transform (SWT) is employed to obtain the high-resolution time-frequency representation (TFR) of the GW signal. Then, two image processing steps, i.e., watershed transform and region growing, are used to process the TFR distributions and extract the TFR trajectory of each individual component. After the TFR segmentation, the individual modes are reconstructed by using the inverse SWT. The algorithm performance is investigated by synthesized multimodal signals. The results show that the reconstructed individual modes are consistent with the original ones. The experimental results measured in a bovine tibia plate and a steel plate are further employed to testify the proposed algorithm. Results suggest that the presented study provides a robust tool for processing multimodal ultrasonic GW signals.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Fouling Detection Based on Analysis of Ultrasonic Guided Waves Using Wavelet Transform
    Silva, J. J.
    Silva, K. M.
    Lima, A. M. N.
    Rocha Neto, J. S.
    2008 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-5, 2008, : 1093 - 1097
  • [2] Automatic microseismic denoising and onset detection using the synchrosqueezed continuous wavelet transform
    Mousavi, S. Mostafa
    Langston, Charles A.
    Horton, Stephen P.
    GEOPHYSICS, 2016, 81 (04) : V341 - V355
  • [3] Improved Epoch Extraction From Speech Signals Using Wavelet Synchrosqueezed Transform
    Govind, D.
    Priya, S. Lakshmi
    Akarsh, S.
    Gowri, B. Ganga
    Soman, K. P.
    2019 25TH NATIONAL CONFERENCE ON COMMUNICATIONS (NCC), 2019,
  • [4] Nonstationary fault feature extraction of rotating machinery using the synchrosqueezed wavelet transform
    Zhou, Chen
    Xiong, Xin
    Liu, Ronggang
    2017 INTERNATIONAL CONFERENCE ON SENSING, DIAGNOSTICS, PROGNOSTICS, AND CONTROL (SDPC), 2017, : 431 - 437
  • [5] Drive-by frequencies extraction by means of synchrosqueezed wavelet transform
    Benedetti, Lorenzo
    Bernardini, Lorenzo
    Argentino, Antonio
    Cazzulani, Gabriele
    EUROPEAN ASSOCIATION ON QUALITY CONTROL OF BRIDGES AND STRUCTURES, EUROSTRUCT 2023, VOL 6, ISS 5, 2023, : 870 - 875
  • [6] Mode identification and extraction of broadband ultrasonic guided waves
    Zhao, Ming
    Zeng, Liang
    Lin, Jing
    Wu, Wentao
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2014, 25 (11)
  • [7] Damping identification using synchrosqueezed wavelet transform
    Mihalec, M.
    Slavic, J.
    Boltezar, Miha
    PROCEEDINGS OF ISMA2016 INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING AND USD2016 INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS, 2016, : 537 - 546
  • [8] Fstimation of Participation Factors Using the Synchrosqueezed Wavelet Transform
    Sajjadi, Mahsa
    Xia, Tianwei
    Xiong, Min
    Sun, Kai
    Hoke, Andy
    Tan, Jin
    Wang, Bin
    2023 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, PESGM, 2023,
  • [9] Ultrasonic Waveguide Signal Decomposition Using the Synchrosqueezed Wavelet Transform for Modal Group Delay Computation
    Bause, Fabian
    Henning, Bernd
    Huang, Boqiang
    Kunoth, Angela
    2013 IEEE INTERNATIONAL ULTRASONICS SYMPOSIUM (IUS), 2013, : 667 - 670
  • [10] Automatic dispersion extraction using continuous wavelet transform
    Aeron, Shuchin
    Bose, Sandip
    Valero, Henri-Pierre
    2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12, 2008, : 2405 - +