Acoustic emission localization based on FBG sensing network and SVR algorithm

被引:0
|
作者
Yaozhang Sai
Xiuxia Zhao
Dianli Hou
Mingshun Jiang
机构
[1] Ludong University,School of Information and Electrical Engineering
[2] TIANRUN CRANKSHAFT CO.,School of Control Science and Engineering
[3] LTD,undefined
[4] Shandong University,undefined
来源
Photonic Sensors | 2017年 / 7卷
关键词
Fiber Bragg grating; acoustic emission localization; support vector regression; carbon fiber reinforced plastics;
D O I
暂无
中图分类号
学科分类号
摘要
In practical application, carbon fiber reinforced plastics (CFRP) structures are easy to appear all sorts of invisible damages. So the damages should be timely located and detected for the safety of CFPR structures. In this paper, an acoustic emission (AE) localization system based on fiber Bragg grating (FBG) sensing network and support vector regression (SVR) is proposed for damage localization. AE signals, which are caused by damage, are acquired by high speed FBG interrogation. According to the Shannon wavelet transform, time differences between AE signals are extracted for localization algorithm based on SVR. According to the SVR model, the coordinate of AE source can be accurately predicted without wave velocity. The FBG system and localization algorithm are verified on a 500 mm×500 mm×2 mm CFRP plate. The experimental results show that the average error of localization system is 2.8 mm and the training time is 0.07 s.
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页码:48 / 54
页数:6
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