Damage identification of plain-woven composites at T > Tg using AE: Damage clustering and initiation detection

被引:5
作者
Lu, Hao [1 ]
Zheng, Tao [1 ]
Zhang, Li [1 ]
Huang, Kai [1 ]
Liu, Xiaodong [1 ]
Han, Xiaojian [1 ]
Wang, Yue [2 ]
Guo, Licheng [1 ]
机构
[1] Harbin Inst Technol, Dept Astronaut Sci & Mech, Harbin 150001, Peoples R China
[2] China Acad Launch Vehicle Technol, Beijing 100076, Peoples R China
基金
中国国家自然科学基金;
关键词
Plain-woven composites; High temperature; Acoustic emission; Damage clustering; ACOUSTIC-EMISSION; CARBON/EPOXY COMPOSITE; LAMINATED COMPOSITES; IMPACT DAMAGE; CLASSIFICATION; TEMPERATURE; TENSILE; HOLE; MECHANISMS; EVOLUTION;
D O I
10.1016/j.compscitech.2024.110823
中图分类号
TB33 [复合材料];
学科分类号
摘要
In this work, the damage modes and their initiation detections of plain-woven composites under tensile and compressive loads at T > Tg are investigated by conducting a comprehensive analysis of AE signals, including the feature selection, algorithm comparison and clustering validity. According to a newly proposed Pearson correlation coefficient cumulative criterion, the PF and PA are the most representative features of AE signals. A systematic comparison of K-Means, GMM and Hierarchical model, reveals that the Hierarchical model is the most suitable clustering algorithm for plain-woven composites at T > Tg. The cluster validity indexes combined with microscopic observations identify matrix cracking, interface debonding and fiber breakage as the three dominant damage modes, with PF ranges of [0-200 kHz], [200-350 kHz] and [350-600 kHz], respectively, and independent of different loading conditions. Three damage initiation criteria, sentry function, b-value and cumulative AE counts, are compared and the sentry function is determined to be optimal. The damage initiations of matrix cracking, interface debonding and fiber breakage within plain-woven composites at T > Tg can be effectively detected by AE.
引用
收藏
页数:12
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共 57 条
[1]   Uncertainty quantification of dry woven fabrics: A sensitivity analysis on material properties [J].
Akmar, A. B. Ilyani ;
Lahmer, T. ;
Bordas, S. P. A. ;
Beex, L. A. A. ;
Rabczuk, T. .
COMPOSITE STRUCTURES, 2014, 116 :1-17
[2]   Acoustic emission characterization of the temperature effect on falling weight impact damage in carbon/epoxy laminates [J].
Boominathan, R. ;
Arumugam, V. ;
Santulli, C. ;
Sidharth, A. Adhithya Plato ;
Sankar, R. Anand ;
Sridhar, B. T. N. .
COMPOSITES PART B-ENGINEERING, 2014, 56 :591-598
[3]   Damage evolution and fracture events sequence in various composites by acoustic emission technique [J].
Bussiba, A. ;
Kupiec, M. ;
Ifergane, S. ;
Piat, R. ;
Boehlke, T. .
COMPOSITES SCIENCE AND TECHNOLOGY, 2008, 68 (05) :1144-1155
[4]   Damage analysis of concrete structures by means of acoustic emissions technique [J].
Carni, Domenico Luca ;
Scuro, Carmelo ;
Lamonaca, Francesco ;
Olivito, Renato Sante ;
Grimaldi, Domenico .
COMPOSITES PART B-ENGINEERING, 2017, 115 :79-86
[5]   Identification of fracture damage characteristics in ultra-high performance cement-based composite using digital image correlation and acoustic emission techniques [J].
Chen, Chen ;
Chen, Xudong ;
Ning, Yingjie .
COMPOSITE STRUCTURES, 2022, 291
[6]   Advances in mechanics of hierarchical composite materials [J].
Chen, Yuli ;
Ma, Yong ;
Yin, Qifang ;
Pan, Fei ;
Cui, Chaojie ;
Zhang, Zuoqi ;
Liu, Bin .
COMPOSITES SCIENCE AND TECHNOLOGY, 2021, 214
[7]   Updating incomplete framework of target recognition database based on fuzzy gap statistic [J].
Chen, Zichong ;
Cai, Rui .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2022, 107
[8]   Fire behaviour of FRP-strengthened reinforced concrete structural elements: A state-of-the-art review [J].
Firmo, Joao P. ;
Correia, Joao R. ;
Bisby, Luke A. .
COMPOSITES PART B-ENGINEERING, 2015, 80 :198-216
[9]   Acoustic emission-based study to characterize the initiation of delamination in composite materials [J].
Fotouhi, Mohamad ;
Najafabadi, Mehdi Ahmadi .
JOURNAL OF THERMOPLASTIC COMPOSITE MATERIALS, 2016, 29 (04) :519-537
[10]   Effect of Thermal Ageing on the Impact and Flexural Damage Behaviour of Carbon Fibre-Reinforced Epoxy Laminates [J].
Garcia-Moreno, Irene ;
Angel Caminero, Miguel ;
Patricia Rodriguez, Gloria ;
Jose Lopez-Cela, Juan .
POLYMERS, 2019, 11 (01)