Optimal Mother Wavelet Selection for Lamb Wave Analyses

被引:54
作者
Li, Fucai [1 ]
Meng, Guang [1 ]
Kageyama, Kazuro [2 ]
Su, Zhongqing [3 ]
Ye, Lin [3 ]
机构
[1] Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Shanghai 200240, Peoples R China
[2] Univ Tokyo, Dept Environm & Ocean Engn, Fac Engn, Bunkyo Ku, Tokyo 1138654, Japan
[3] Hong Kong Polytech Univ, Dept Mech Engn, Hong Kong, Hong Kong, Peoples R China
基金
日本学术振兴会;
关键词
lamb wave; wavelet transform; mother wavelet; Shannon entropy; structural health monitoring; ARTIFICIAL NEURAL ALGORITHM; ACTIVE SENSOR NETWORK; DAMAGE IDENTIFICATION; COMPOSITE; TRANSFORM; PROPAGATION; SYSTEM; LOCALIZATION; INSPECTION; SIGNALS;
D O I
10.1177/1045389X09102562
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Structural health monitoring (SHM) system, usually consisting of a sensor network for collecting the structural response signal and data analysis algorithms for interpreting the signal, plays a significant role in fatigue life and damage accumulation prognostics. Wavelet transform (WT) has gained popularity as an efficient means of signal processing in SHM, in which an optimal mother wavelet-based WT can carry out feature extraction with high precision. This article is to provide criteria of optimal mother wavelet selection in Lamb wave analysis for SHM, motivation of which is that small error in Lamb wave analysis can result in much larger error in damage localization because of very fast propagating velocities of Lamb waves. A concept, Shannon entropy of wavelet coefficients, was established to calibrate the degree of optimization of the selected mother wavelet. As application, various mother wavelets selected using the proposed criteria were applied to Lamb wave signals acquired from CF/EP composite laminates containing delamination. With the optimum mother wavelet, the essential information of the delamination-generated Lamb waves was achieved with high precision. The results demonstrate the excellent capacity of the approach for selecting the most appropriate mother wavelets for Lamb wave analyses and therefore damage localization.
引用
收藏
页码:1147 / 1161
页数:15
相关论文
共 37 条
[1]   THE INTERACTION OF LAMB WAVES WITH DEFECTS [J].
ALLEYNE, DN ;
CAWLEY, P .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1992, 39 (03) :381-397
[2]  
ALLEYNE DN, 1992, NDT&E INT, V25, P22
[3]   A potential link from damage diagnostics to health prognostics of composites through built-in sensors [J].
Chang, Fu-Kuo ;
Markmiller, Johannes F. C. ;
Ihn, Jeong-Beom ;
Cheng, Kok Yen .
JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 2007, 129 (06) :718-729
[4]  
Daubechies Ingrid, 1992, CBMS-NSF Regional Conference Series in Applied Mathematics, V61, DOI DOI 10.1137/1.9781611970104
[5]   Fatigue crack monitoring of riveted aluminium strap joints by Lamb wave analysis and acoustic emission measurement techniques [J].
Grondel, S ;
Delebarre, C ;
Assaad, J ;
Dupuis, JP ;
Reithler, L .
NDT & E INTERNATIONAL, 2002, 35 (03) :137-146
[6]   Dispersion-based short-time Fourier transform applied to dispersive wave analysis [J].
Hong, JC ;
Sun, KH ;
Kim, YY .
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2005, 117 (05) :2949-2960
[7]   Determination of the optimal Gabor wavelet shape for the best time-frequency localization using the entropy concept [J].
Hong, JC ;
Kim, YY .
EXPERIMENTAL MECHANICS, 2004, 44 (04) :387-395
[8]   Experimental wavelet analysis of flexural waves in beams [J].
Inoue, H ;
Kishimoto, K ;
Shibuya, T .
EXPERIMENTAL MECHANICS, 1996, 36 (03) :212-217
[9]   Extraction of patch-induced Lamb waves using a wavelet transform [J].
Ip, KH ;
Tse, PW ;
Tam, HY .
SMART MATERIALS AND STRUCTURES, 2004, 13 (04) :861-872
[10]   Wavelet analysis of plate wave propagation in composite laminates [J].
Jeong, H ;
Jang, YS .
COMPOSITE STRUCTURES, 2000, 49 (04) :443-450