SIMULATION ANALYSIS AND EXPERIMENTAL STUDY ON PIPELINE CIRCUMFERENTIAL CRACK DETECTION BASED ON RESIDUAL MAGNETISM EFFECT

被引:0
|
作者
Wei, Haotian [1 ,2 ]
Dong, Shaohua [1 ,2 ]
Ma, Yundong [1 ]
Xu, Lushuai [1 ]
Zhao, Jiahao [1 ]
Zhang, Hang [1 ]
机构
[1] China Univ Petr, Beijing, Peoples R China
[2] Emergency Management Dept, Key Lab Oil & Gas Safety & Emergency Technol, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Support vector regression; Residual magnetic detection; Finite element analysis; Steel pipeline; Surface crack;
D O I
暂无
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
A method for crack detection on the surface of pipelines that uses residual magnetic detection technology based on the hysteresis effect after magnetizing the pipeline to magnetic saturation has been developed in this study. Support vector regression (SVR) was employed for quantitative assessment. This paper reviewed the magnetization process of the magnetizer, the generation of residual magnetism effect, and the detection of residual magnetic fields. An experimental and theoretical study examined how the crack size affects residual magnetic anomalies. The simulation results indicated that the characteristic values of the residual magnetic anomaly changed in a roughly linear fashion at a more significant crack depth. As the crack width increased, the variations in residual magnetic anomaly characteristic quantities were relatively mild. The input values were denoted by the extracted characteristic amounts. The width and depth parameters of the crack were used as output values. A trained SVR model was employed to estimate the crack size. The crack widths and depths were accurately determined at 62.5% and 85.42%, respectively by combining this detection method, SVR, and the experimental results. This study demonstrated the feasibility of using residual magnetic detection technology, combined with SVR, to detect circumferential cracks in pipelines, which is an essential supplement to internal magnetic flux leakage detection and assessing pipelines.
引用
收藏
页数:9
相关论文
共 50 条
  • [21] Analysis of Crack Behaviour in Pipeline System Using FAD Diagram Based on Numerical Simulation under XFEM
    Montassir, S.
    Yakoubi, K.
    Moustabchir, H.
    Elkhalfi, A.
    Rajak, Dipen Kumar
    Pruncu, Catalin, I
    APPLIED SCIENCES-BASEL, 2020, 10 (17):
  • [22] Residual Swin transformer-based weld crack leakage monitoring of pressure pipeline
    Huang, Jing
    Zhang, Zhifen
    Qin, Rui
    Yu, Yanlong
    Li, Yongjie
    Wen, Guangrui
    Cheng, Wei
    Chen, Xuefeng
    WELDING IN THE WORLD, 2024, 68 (04) : 879 - 891
  • [23] Residual Swin transformer-based weld crack leakage monitoring of pressure pipeline
    Jing Huang
    Zhifen Zhang
    Rui Qin
    Yanlong Yu
    Yongjie Li
    Guangrui Wen
    Wei Cheng
    Xuefeng Chen
    Welding in the World, 2024, 68 : 879 - 891
  • [24] Edge crack detection: A theoretical and experimental study
    Lehther, D
    Chao, J
    Nakagawa, N
    Moulder, JC
    REVIEW OF PROGRESS IN QUANTITATIVE NONDESTRUCTIVE EVALUATION, VOLS 15A AND 15B, 1996, 15 : 361 - 368
  • [25] A Road Crack Detection Method Based on Residual and Attention Mechanism
    Xie, Jianwu
    Li, Weiwei
    Liu, Wenwen
    Chen, Hang
    APPLIED SCIENCES-BASEL, 2024, 14 (13):
  • [26] Residual strain in graphene: Study of temperature and crack effect
    Motamedi, M.
    Esfandiarpour, A.
    SCIENTIA IRANICA, 2019, 26 (03) : 1973 - 1979
  • [27] RD-Crack: A Study of Concrete Crack Detection Guided by a Residual Neural Network Improved Based on Diffusion Modeling
    Huang, Yubo
    Lai, Xin
    Wang, Zixi
    Ye, Muyang
    Li, Yinmian
    Li, Yi
    Zhang, Fang
    Luo, Chenyang
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING-ICANN 2024, PT IX, 2024, 15024 : 340 - 354
  • [28] Crack detection and localization in a fluid pipeline based on acoustic emission signals
    Thang Bui Quy
    Kim, Jong-Myon
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2021, 150
  • [29] Effect of Residual Stresses on Fatigue Crack Growth: A Numerical Study Based on Cumulative Plastic Strain at the Crack Tip
    Neto, Diogo M.
    Borges, Micael F.
    Sergio, Edmundo R.
    Antunes, Fernando, V
    MATERIALS, 2022, 15 (06)
  • [30] Theoretical and experimental study on local flexibility of pipe with a part-through circumferential crack
    Hu, Jia-Shun
    Feng, Xin
    Zhou, Jing
    Gongcheng Lixue/Engineering Mechanics, 2010, 27 (04): : 37 - 43