Research on eddy current testing and defect evaluation methods for complex cracks

被引:0
|
作者
Jin J. [1 ]
Zhang Q. [1 ]
Han B. [1 ]
Yang S. [1 ]
Ren Y. [2 ]
机构
[1] College of Electrical Engineering and Control Science, Nanjing Tech University, Nanjing
[2] Special Equipment Safety Supervision Inspection Institute of Jiangsu Province, Nanjing
关键词
eddy current testing; feature extraction; radial basis function neural network; rolling contact fatigue; wireless power transfer;
D O I
10.19650/j.cnki.cjsi.J2312068
中图分类号
学科分类号
摘要
The rolling contact fatigue cracks on the rail surface and upper surface usually exist in the form of inclined cracks or multiangle complex cracks, which are difficult to detect and evaluate. Based on this, the wireless power transfer-eddy current testing (WPT-ECT) is adopted. A new probe structure is designed, and neural network algorithms are combined to detect and evaluate cracks. Firstly, different from the existing wireless power transfer-eddy current testing methods, the resonant circuit is constructed by increasing the excitation frequency instead of the series-parallel capacitance. Secondly, according to the characteristics of complex cracks, a directional probe structure consisting of two eight-figure excitation coils and two rectangular receiving coils is designed. Finally, the features of the detected signal are fully extracted, and the cracks are identified by the radial basis function neural network algorithm. Simulation and experimental results show that the proposed probe structure is sensitive to defects at any angle. Meanwhile, the recognition accuracy of the radial basis function algorithm for oblique crack, T crack, Y crack, and T crack with 1. 2 mm lift-off is 92. 00%, 95. 27%, 96. 64%, and 89. 50%, respectively. © 2024 Science Press. All rights reserved.
引用
收藏
页码:280 / 288
页数:8
相关论文
共 23 条
  • [1] TIAN G Y, GAO B, GAO Y L, Et al., Summary of inspection and monitoring technology for railway rail defects, Chinese Journal of Scientific Instrument, 37, 8, pp. 1763-1780, (2016)
  • [2] LIU Y, TIAN G Y, GAO B, Et al., Depth quantification of rolling contact fatigue crack using skewness of eddy current pulsed thermography in stationary and scanning modes, NDT & E International, 128, (2022)
  • [3] LI C, FAN M B, CAO B H, Et al., Accurate thickness measurement using eddy current system based on novel transformer model, IEEE Transactions on Instrumentation and Measurement, 71, pp. 1-12, (2022)
  • [4] TAO G M, WANG R F, ZHU H L, Et al., Development and application of automatic detection technology for rail surface quality, Steel Rolling, 33, 6, pp. 59-62, (2016)
  • [5] ZHANG M, LIU SH, ZHANG R H, Et al., Study on eddy current nondestructive testing method and frequency response characteristics in phase trajectory, Chinese Journal of Scientific Instrument, 37, 10, pp. 2267-2273, (2016)
  • [6] WU X J, ZHANG Q, SHEN G T., Overview of pulsed eddy current nondestructive testing technology, Chinese Journal of Scientific Instrument, 37, 8, pp. 1698-1712, (2016)
  • [7] DAURA L U, TIAN G Y., Wireless power transfer based non-destructive evaluation of cracks in aluminum material[J], IEEE Sensors Journal, 19, 22, pp. 10529-10536, (2019)
  • [8] DAURA L U, TIAN G Y, YI Q J, Et al., Wireless power transfer-based eddy current non-destructive testing using a flexible printed coil array, Philosophical Transactions. Series A, Mathematical, Physical, and Engineering Sciences, 378, 2182, pp. 1-17, (2020)
  • [9] ZHANG N, PENG L, HE Y Z, Et al., Flexible probe with array tunneling magnetoresistance sensors for curved structure inspection, IEEE Transactions on Instrumentation and Measurement, 71, pp. 1-9, (2022)
  • [10] LONG C, ZHANG N, TAO X C, Et al., Resolution enhanced array ECT probe for small defects inspection, Sensors, 23, 4, (2023)