Low velocity impact localization system of CFRP using fiber Bragg grating sensors

被引:31
|
作者
Lu, Shizeng [1 ]
Jiang, Mingshun [1 ]
Sui, Qingmei [1 ]
Sai, Yaozhang [1 ]
Jia, Lei [1 ]
机构
[1] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Fiber Bragg grating; Impact localization; Least squares support vector machines; Carbon fiber reinforced plastics; Wavelet transform; COMPOSITE STRUCTURES; DAMAGE; IDENTIFICATION; WAVE;
D O I
10.1016/j.yofte.2014.07.003
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Carbon fiber reinforced plastics (CFRP) structures are very susceptible to barely visible impact damage induced by low velocity impact. Thus knowledge of the position of an impact event on a CFRP structures can be useful information for detecting this type of damage. In this paper, low velocity impact localization system using fiber Bragg grating (FBG) sensors and localization algorithm for CFRP structures were investigated. The FBG wavelength shifts, caused by impact, were captured by a high speed FBG interrogation system. Wavelet transform was used to weaken signal noise. After that, the arrival time differences of each leading wave were calculated to produce the input data sets for least squares support vector machines (LS-SVM) model training. Finally, FBG impact localization system was constructed and validated on a CFRP plate with 300 mm * 300 mm * 2 mm experiment area. The experimental results showed that the impact position abscissa and ordinate localization errors were all less than 5 mm, and the maximum and average impact localization errors were 5.8 mm and 3.7 mm, respectively. This paper provided a reliable method for CFRP structures impact localization. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:13 / 19
页数:7
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