Locating Low Velocity Impacts on a Composite Plate Using Multi-Frequency Image Fusion and Artificial Neural Network

被引:0
作者
Bo Feng
Artur Lopes Ribeiro
Dario J. Pasadas
Helena Geirinhas Ramos
机构
[1] Huazhong University of Science and Technology,School of Mechanical Science and Engineering
[2] Universidade de Lisboa,Instituto de Telecomunicações, Instituto Superior Técnico
来源
Journal of Nondestructive Evaluation | 2022年 / 41卷
关键词
Composite; Lamb wave; Image fusion; Artificial neural network; Multi-frequency fusion; Structural health monitoring;
D O I
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中图分类号
学科分类号
摘要
To find out impact induced defects in a large aerospace structure is quite time consuming due to the large scanning area to be considered. Accurate localization of impacts could narrow the scanning area and improve testing efficiency. In this paper, the multi-frequency characteristic of impact induced guided waves is analyzed. The time of arrival features at various frequencies are extracted from time domain signal by continuous wavelet transform, cross-correlation and Hilbert transform. Two methods, namely image fusion and artificial neural network, are proposed to accomplish the fusion of multi-frequency features. The results show that the mean localization error for the two fusion methods are 4.39 mm and 3.61 mm respectively, the median error for the two methods are 3.56 mm and 3.13 mm.
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