Investigation of Lamb wave modes recognition and acoustic emission source localization for steel plate based on golden jackal optimization VMD parameters and CWT

被引:2
|
作者
Dong, Shishang [1 ]
You, Jun [1 ]
El-attaouy, Mohamed [1 ]
Li, Ming [1 ,2 ]
Guo, Li [1 ,2 ]
Cheng, Zian [1 ,2 ]
Zhang, Xin [1 ]
Gong, Shi [1 ]
Wang, Yong [1 ]
机构
[1] Anhui Polytech Univ, Sch Elect Engn, Wuhu 241000, Anhui, Peoples R China
[2] Anhui Polytech Univ, Key Lab Adv Percept & Intelligent Control High End, Minist Educ, Wuhu 241000, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
Lamb wave; Acoustic emission(AE); Hsu-Nielsen source; Golden jackal optimization(GJO); Variational mode decomposition(VMD); Modes recognition; AE source localization; DAMAGE;
D O I
10.1016/j.measurement.2024.116103
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Accurate identification of Lamb wave modes in acoustic emission(AE) signals propagating on steel plates is crucial for precise source localization. In this paper, we propose a novel method that optimizes variational mode decomposition(VMD) parameters using golden jackal optimization(GJO) and identifies Lamb wave modes on steel plates through continuous wavelet transform(CWT). The Hsu-Nielsen source(HNS) is employed as the AE source. The minimum permutation entropy of the AE signal is used as the optimization objective, with GJO adaptively determining the optimal mode number (K) and penalty factor (alpha) for VMD. The maximum correlation coefficient method is applied to reconstruct the AE waveform, and both A0 and S0 Lamb wave modes are identified in the wavelet time-frequency domain using CWT. Furthermore, an AE source localization algorithm based on the time difference of arrival and the geometric relationship between two sensors is developed, utilizing the group velocity of the S0 mode. The proposed method effectively identifies acoustic wave modes, achieving an average relative localization error of approximately 0.48% for HNS.
引用
收藏
页数:9
相关论文
共 4 条
  • [1] Acoustic Emission Source Localization in Steel Plate Based on Time Difference Mapping Method
    Liu Z.
    Peng Q.
    Li X.
    He C.
    Wu B.
    Yingyong Jichu yu Gongcheng Kexue Xuebao/Journal of Basic Science and Engineering, 2020, 28 (02): : 475 - 485
  • [2] Lamb wave-based corrosion source location on a plate of magnesium alloy WZ73 using the acoustic emission technique
    Marcel Mandel
    Marco Fritzsche
    Sebastian Henschel
    Lutz Krger
    Corrosion Communications, 2024, 13 (01) : 60 - 67
  • [3] Lamb wave-based corrosion source location on a plate of magnesium alloy WZ73 using the acoustic emission technique
    Mandel, Marcel
    Fritzsche, Marco
    Henschel, Sebastian
    Krueger, Lutz
    CORROSION COMMUNICATIONS, 2024, 13 : 60 - 67
  • [4] Lamb wave-based corrosion source location on a plate of magnesium alloy WZ73 using the acoustic emission technique
    Mandel, Marcel
    Fritzsche, Marco
    Henschel, Sebastian
    Krüger, Lutz
    Corrosion Communications, 2024, 13 : 60 - 67