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Damage evolution analysis of C/SiC composite specimens with holes based on synchrotron radiation CT and deep learning
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Qiaoyu LIU, Long WANG, Chuantao HOU, Zhiqiang LI, Wugang LIU
Journal of Materials Engineering | 2026, 54(1) : 62 - 73
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Journal of Materials Engineering | 2026, 54(1): 62-73
• APPLICATION OF NEUTRON AND SYNCHROTRON RADIATION LARGE-SCALE SCIENTIFIC FACILITIES IN MATERIALS RESEARCH COLUMN •
Damage evolution analysis of C/SiC composite specimens with holes based on synchrotron radiation CT and deep learning
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Qiaoyu LIU, Long WANG, Chuantao HOU, Zhiqiang LI, Wugang LIU
Affiliations
  • Science and Technology on Reliability and Environmental Engineering Laboratory,Beijing Institute ofStructure and Environment Engineering,Beijing 100076,China
Published: 2026-01-20 doi: 10.11868/j.issn.1001-4381.2025.000049
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The damage evolution behavior of center-notched C/SiC composite components is investigated under uniaxial tensile loading by conducting in situ mechanical experiments based on synchrotron radiation X-ray CT observations with deep learning algorithms,3D digital image-based finite element method(3D IB-FEM),and digital volume correlation(DVC) method. The intelligent identification of different types of internal damage, including fiber bundle cracking, matrix cracking, and delamination, in center-notched C/SiC composite specimens under uniaxial tensile loading is achieved. Furthermore, the relationship between damage evolution and strain concentration is established. Deep learning-based damage identification and quantitative analysis indicate that both the center notch and initial pores influence the locations of damage initiation. The results of the three-dimensional digital image-based finite element analysis reveal the effect of initial pore geometry on crack initiation, while DVC results demonstrate the correlation between widespread strain concentration in fiber bundle regions and delamination damage, as well as final fracture. The three damage forms—fiber bundle cracking, matrix cracking, and delamination—are interrelated to some extent. As the load increases, adjacent delamination areas connect to form matrix cracks, which may further propagate into fiber bundle cracks. Under tensile loading, the primary failure modes of fiber bundles include fiber bundle fracture, fiber bundle splitting, and fiber bundle sliding. The presence of a center notch does not change the failure modes of the fiber bundles.

C/SiC composite material  /  X-ray CT in-situ tensile testing  /  damage  /  deep learning  /  digital volume correlation  /  image-based finite element
刘乔雨, 王龙, 侯传涛, 李志强, 刘武刚. 基于同步辐射CT与深度学习的C/SiC复合材料带孔试件损伤演化分析. 材料工程, 2026 , 54 (1) : 62 -73 . DOI: 10.11868/j.issn.1001-4381.2025.000049
Qiaoyu LIU, Long WANG, Chuantao HOU, Zhiqiang LI, Wugang LIU. Damage evolution analysis of C/SiC composite specimens with holes based on synchrotron radiation CT and deep learning[J]. Journal of Materials Engineering, 2026 , 54 (1) : 62 -73 . DOI: 10.11868/j.issn.1001-4381.2025.000049
Year 2026 volume 54 Issue 1
80
43
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doi: 10.11868/j.issn.1001-4381.2025.000049
  • Receive Date:2025-01-21
  • Online Date:2026-10-26
  • Published:2026-01-20
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  • Received:2025-01-21
  • Accepted:2025-04-14
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    Science and Technology on Reliability and Environmental Engineering Laboratory,Beijing Institute ofStructure and Environment Engineering,Beijing 100076,China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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