Acoustic Emission Pattern Recognition on Tensile Damage Process of C/SiC Composites Using an Improved Genetic Algorithm

被引:10
|
作者
Zhang Yongzhen [1 ,2 ]
Tong Xiaoyan [1 ]
Yao Leijiang [1 ]
Li Bin [1 ]
Bai Guodong [1 ,2 ]
机构
[1] Northwestern Polytech Univ, Natl Key Lab Sci & Technol UAV, Xian 710072, Peoples R China
[2] Northwestern Polytech Univ, Sch Aeronaut, Xian 710072, Peoples R China
基金
中国国家自然科学基金;
关键词
C/SiC; acoustic emission; improved genetic algorithm; unsupervised clustering; damage; BEHAVIOR; MECHANISMS; SIGNALS; MICROSTRUCTURE; EVOLUTION; DESIGN;
D O I
10.15541/jim20190213
中图分类号
TQ174 [陶瓷工业]; TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
The acoustic emission data collected during room temperature tensile test of 2D-C/SiC composites were analyzed by hierarchical clustering and unsupervised pattern recognition method based on an improved genetic algorithm. Combined with the SEM observation on the fracture surface, five damage modes were identified and their typical acoustic emission characteristics were obtained. According to the analysis of energy distribution, cumulative event number and cumulative energy of different damage modes, the damage evolution process of C/SiC composites can be divided into four stages. The first stage (damage initiation stage) shows mainly matrix microcracks and interface debonding. In the second stage, matrix crack reaches saturated and then causes a considerable quantity of interlaminar delamination and fiber failure. The third stage is a gradual damage development stage and all kinds of damage keep occurring except the breakage of fiber bundles. In the last stage, a large amount of fiber bundles break and the sample eventually fails.
引用
收藏
页码:593 / 600
页数:8
相关论文
共 34 条
  • [1] Anastassopoulos A. A., 1995, Journal of Acoustic Emission, V13, P11
  • [2] Anastassopoulos AA, 1996, NON DESTRUCTIVE TESTING, P143
  • [3] Calinski T., 1974, COMMUN STAT, V3, P1, DOI https://doi.org/10.1080/03610927408827101
  • [4] Damage behavior of 2.5-C/SiC composite under tensile loading
    Chang Yan-Jun
    Jiao Gui-Qiong
    Tao Yong-Qiang
    Wang Bo
    [J]. JOURNAL OF INORGANIC MATERIALS, 2008, 23 (03) : 509 - 514
  • [5] Design, fabrication, and application of thermostructural composites (TSC) like C/C, C/SiC, and SiC/SiC composites
    Christin, F
    [J]. ADVANCED ENGINEERING MATERIALS, 2002, 4 (12) : 903 - 912
  • [6] CLUSTER SEPARATION MEASURE
    DAVIES, DL
    BOULDIN, DW
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1979, 1 (02) : 224 - 227
  • [7] Unsupervised clustering for building a learning database of acoustic emission signals to identify damage mechanisms in unidirectional laminates
    Ech-Choudany, Y.
    Assarar, M.
    Scida, D.
    Morain-Nicolier, F.
    Bellach, B.
    [J]. APPLIED ACOUSTICS, 2017, 123 : 123 - 132
  • [8] FANG PENG, 2006, NONDESTRUCTIVE TESTI, V28, P358
  • [9] [管国阳 Guan Guoyang], 2005, [复合材料学报, Acta Materiae Compositae Sinica], V22, P81
  • [10] Hartigan J. A., 1979, Applied Statistics, V28, P100, DOI 10.2307/2346830