标题:Damage detection method of CFRP structure based on fiber Bragg grating and principal component analysis
作者:Lu, Shizeng; Jiang, Mingshun; Wang, Xiaohong; Yu, Hongliang
作者机构:[Lu, Shizeng; Wang, Xiaohong; Yu, Hongliang] Univ Jinan, Sch Elect Engn, Jinan 250022, Shandong, Peoples R China.; [Jiang, Mingshun] Shandong Univ, 更多
通讯作者:Lu, Shizeng;Lu, SZ
通讯作者地址:[Lu, SZ]Univ Jinan, Sch Elect Engn, Jinan 250022, Shandong, Peoples R China.
来源:OPTIK
出版年:2019
卷:178
页码:858-867
DOI:10.1016/j.ijleo.2018.10.055
关键词:Damage detection; Carbon fiber reinforced plastics structure; Fiber; Bragg grating; Frequency response; Principal component analysis
摘要:Damage detection is very important to ensure the safety of carbon fiber reinforced plastics (CFRP) structure. In this paper, a damage detection method of composite structure based on fiber Bragg grating sensors and principal component analysis was proposed. Firstly, the non-damaged CFRP structure was excited by active excitation, and its dynamic response signal was monitored by FBG sensors. The FBG sensors were attached to the surface of the CFRP structure. And then, the frequency response was extracted as the damage feature by using the Fourier transform method. After that, principal component analysis was used to reduce the dimension of damage feature. The principal component model of the non-damaged state only based on the non-damaged state samples was established and the reconstruction error threshold was determined as the index of damage detection. Thus, structural damage can be detected by determining if the reconstruction error of the new sample was greater than the reconstruction error threshold. Finally, the damage detection system of CFRP structure was constructed to validate the proposed method. The experimental results showed that the method proposed in this paper can accurately identify whether the structure was damaged only based on the non-damaged state samples. This paper provided a feasible method for the damage detection of CFRP structure.
收录类别:EI;SCOPUS;SCIE
资源类型:期刊论文
原文链接:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85055973396&doi=10.1016%2fj.ijleo.2018.10.055&partnerID=40&md5=2236945626841458df82b2b7bd80cfd1
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