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
相关论文
共 50 条
  • [21] Development and Application of Infrared Thermography Non-Destructive Testing Techniques
    Qu, Zhi
    Jiang, Peng
    Zhang, Weixu
    SENSORS, 2020, 20 (14) : 1 - 27
  • [22] Infrared Thermography and Its Applications in Aircraft Non-destructive Testing
    Chen, Dapeng
    Zhang, Xiaolong
    Zhang, Guang
    Zhang, Yazhou
    Li, Xiaoli
    2016 INTERNATIONAL CONFERENCE ON IDENTIFICATION, INFORMATION AND KNOWLEDGE IN THE INTERNET OF THINGS (IIKI), 2016, : 374 - 379
  • [23] Non-destructive testing procedure for porosity determination in carbon fibre reinforced plastics using pulsed thermography
    Mayr, G.
    Gresslehner, K. -H.
    Hendorfer, G.
    13TH QUANTITATIVE INFRARED THERMOGRAPHY CONFERENCE, 2016, : 552 - 560
  • [24] Non-destructive testing procedure for porosity determination in carbon fibre reinforced plastics using pulsed thermography
    Mayr, G.
    Gresslehner, K. H.
    Hendorfer, G.
    QUANTITATIVE INFRARED THERMOGRAPHY JOURNAL, 2017, 14 (02) : 263 - 274
  • [25] Non-destructive testing of composite materials by means of active thermography-based tools
    Lizaranzu, Miguel
    Lario, Alberto
    Chiminelli, Agustin
    Amenabar, Iban
    INFRARED PHYSICS & TECHNOLOGY, 2015, 71 : 113 - 120
  • [26] Wavelet-based subsurface defect characterization in pulsed phase thermography for non-destructive evaluation
    Zauner, G.
    Mayr, G.
    Hendorfer, G.
    WAVELET APPLICATIONS IN INDUSTRIAL PROCESSING VI, 2009, 7248
  • [27] Non-destructive Testing of Forged Metallic Materials by Active Infrared Thermography
    Maillard, S.
    Cadith, J.
    Bouteille, P.
    Legros, G.
    Bodnar, J. L.
    Detalle, V.
    INTERNATIONAL JOURNAL OF THERMOPHYSICS, 2012, 33 (10-11) : 1982 - 1988
  • [28] Ultrasound Sweep Thermography (UST) as a new method of non-destructive testing
    Spiessberger, C.
    Gleiter, A.
    Busse, G.
    EMERGING TECHNOLOGIES IN NON-DESTRUCTIVE TESTING, 2008, : 199 - 203
  • [29] Non-destructive Testing of Forged Metallic Materials by Active Infrared Thermography
    S. Maillard
    J. Cadith
    P. Bouteille
    G. Legros
    J. L. Bodnar
    V. Detalle
    International Journal of Thermophysics, 2012, 33 : 1982 - 1988
  • [30] Evaluating the shadow or glare effects in thermography for non-destructive testing and evaluation
    Huang, Yishuo
    Chiang, Chih-Hung
    Hsu, Keng-Tsang
    NONDESTRUCTIVE CHARACTERIZATION AND MONITORING OF ADVANCED MATERIALS, AEROSPACE, CIVIL INFRASTRUCTURE, AND TRANSPORTATION XIII, 2019, 10971