Acoustic Emission Localization Based on FBG Sensing Network and SVR Algorithm

被引:3
|
作者
Sai, Yaozhang [1 ]
Zhao, Xiuxia [2 ]
Hou, Dianli [1 ]
Jiang, Mingshun [3 ]
机构
[1] Ludong Univ, Sch Informat & Elect Engn, Yantai 264025, Peoples R China
[2] TIANRUN CRANKSHAFT CO LTD, Wendeng 264400, Peoples R China
[3] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Peoples R China
基金
中国国家自然科学基金;
关键词
Fiber Bragg grating; acoustic emission localization; support vector regression; carbon fiber reinforced plastics; PLATE-LIKE STRUCTURES; COMPOSITE-MATERIALS; DAMAGE;
D O I
10.1007/s13320-016-0377-x
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
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.
引用
收藏
页码:48 / 54
页数:7
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