Citation: | DAI Xinxin, GAO Xiangdong, ZHENG Qiaoqiao, JI Yukun. A method of fuzzy clustering identification for weld defects by magneto-optical imaging[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2021, 42(1): 54-57. DOI: 10.12073/j.hjxb.20200525001 |
Nacereddine N, Ziou D, Hamami L. Fusion-based shape descriptor for weld defect radiographic image retrieval[J]. International Journal of Advanced Manufacturing Technology, 2013, 68(9–12): 2815 − 2832. doi: 10.1007/s00170-013-4857-5
|
马雯波, 蔡青, 邓莉盈. 爆炸复合板压力容器径向裂纹的无损检测及其安全性分析[J]. 焊接学报, 2018, 39(10): 54 − 60.
Ma Wenbo, Cai Qing, Deng Liying. Nondestructive testing and safety analysis of radial cracks in pressure vessels with explosive composite plates[J]. Transactions of the China Welding Institution, 2018, 39(10): 54 − 60.
|
Chi D Z, Gang T. Defect detection method based on 2D entropy image segmentation[J]. China Welding, 2020, 29(1): 45 − 49.
|
Zhang W P, Wang C L, Xie F Q, et al. Defect imaging curved surface based on flexible eddy current array sensor[J]. Measurement, 2020, 151: 107280 − 1-10.
|
Zhou T Y, Zang Y C, Zhu J H, et al. NIG-AP: a new method for automated penetration testing[J]. Frontiers of Information Technology & Electronic Engineering, 2019, 20(9): 1277 − 1288.
|
Zhang L, Zhang Y J, Dai B C, et al. Welding defect detection based on local image enhancement[J]. IET Image Processing, 2019, 13(13): 2647 − 2658.
|
高向东, 谢溢龙, 陈子琴, 等. 高强钢焊接缺陷磁光成像分形特征检测[J]. 焊接学报, 2017, 38(7): 1 − 4.
Gao Xiangdong, Xie Yilong, Chen Ziqin, et al. Fractal feature detection of high strength steel weld defects by magneto-optical imaging[J]. Transactions of the China Welding Institution, 2017, 38(7): 1 − 4.
|
Gao X D, Li Y F, Zhou X H, et al. Multidirectional magneto-optical imaging system for weld defects inspection[J]. Optics and Lasers in Engineering, 2020, 124: 105812-1-14.
|
高向东, 李竹曼, 游德勇, 等. 激光焊接状态图像灰度共生矩阵分析法[J]. 焊接学报, 2017, 36(6): 11 − 14.
Gao Xiangdong, Li Zhuman, You Deyong, et al. Gray level co-occurrence matrix analysis of laser welding state images[J]. Transactions of the China Welding Institution, 2017, 36(6): 11 − 14.
|
Ji Z, Liu J, Cao G, et al. Robust spatially constrained fuzzy c-means algorithm for brain MR image segmentation[J]. Pattern Recognition, 2014, 47(7): 2454 − 2466.
|
[1] | GAO Xiangdong, XIE Yilong, CHEN Ziqin, YOU Deyong. Fractal feature detection of high-strength steel weld defects by magnetooptical imaging[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2017, 38(7): 1-4. DOI: 10.12073/j.hjxb.20150803001 |
[2] | GAO Xiangdong, LI Zhuman, YOU Deyong, LI Xiuzhong. Analysis of laser welding status based on gray level co-occurrence matrix[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2017, 38(6): 11-14. |
[3] | GAO Xiangdong, LIANG Jianbin, LIU Guiqian, ZHANG Yanxi. Identification of high-power fiber laser welding penetration based on fuzzy clustering algorithm[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2017, 38(5): 22-25. DOI: 10.12073/j.hjxb.20170505 |
[4] | TANG Zhengkui, DONG Junhui, ZHANG Yongzhi, HOU Jijun. Prediction of mechanical properties of welding joints by hybrid cluster fuzzy RBF neural network[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2014, 35(12): 105-108. |
[5] | GAO Xiangdong, ZHEN Renhe. A method to detect micro weld gap based on magneto-optical imaging[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2014, 35(4): 11-14. |
[6] | GAO Yanfeng, ZHANG Hua, MAO Zhiwei, PENG Junfei. Identification of welding torch deviation with rotating arc sensor[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2008, (4): 57-60. |
[7] | YE Jian-xiong, ZHANG Hua. Application of fuzzy-PID control on seam tracking for welding-robot[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2005, (11): 97-100. |
[8] | Han Zandong, Du Dong, Zhang Renhao, et al, . Fuzzy and PID Control of Droplet Transfer Frequency in CO2 Welding Process[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2000, (1): 21-24. |
[9] | Hu Shengsun, Hou Wenkao, Sun Dong, Yan Wende. SAW Seam Tracking System with Ultrasonic Sensor Using Fuzzy-P Control Theory[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 1998, (2): 40-45. |
[10] | Wang Jialing, Pan Jiluan. A STUDY OF TECHNOLOGICAL STABILITY OF COVERED STAINLESS STEEL ELECTRODES BY FUZZY CLUSTER ANALYSIS[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 1988, (1): 44-50. |