Non-destructive testing based on Unet-CBAM network for pulsed thermography

被引:0
|
作者
Wu, Chenghao [1 ,2 ]
Wu, Dan [1 ,2 ]
Zhu, Pengfei [1 ,2 ]
机构
[1] Ningbo Univ, Zhejiang Prov Engn Res Ctr Safety Pressure Vessel, Ningbo, Zhejiang, Peoples R China
[2] Ningbo Univ, Key Lab Impact & Safety Engn, Minist Educ, Ningbo, Peoples R China
来源
FRONTIERS IN PHYSICS | 2024年 / 12卷
基金
中国国家自然科学基金;
关键词
infrared thermography; image processing; neural network; finite element analysis; pipeline; INFRARED THERMOGRAPHY;
D O I
10.3389/fphy.2024.1458194
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Infrared thermography (IRT) is a non-destructive testing technique that can detect the internal defects of materials. In the detection of austenitic stainless-steel pipes with large curvature, image noise caused by uneven heating is difficult to avoid. Traditional image processing methods are less effective. According to previous works, a supervised neural network was proposed in this paper using Unet network and convolutional block attention module. Existing image processing method and networks were used to compare with the proposed method. The results show that the proposed method can remove the noise caused by uneven heating, and detect all subsurface defects in stainless-steel pipe.
引用
收藏
页数:10
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