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2020 – today
- 2024
[j12]Lin Jiang
, Huaguang Zhang, Jinhai Liu, Qi Xiao, Xiangkai Shen, Hang Xu:
A Physics-Guided MFL Deformed Defect Recovery Method. IEEE Trans Autom. Sci. Eng. 21(2): 2113-2124 (2024)- [j11]Xiangkai Shen, Jinhai Liu, Lin Jiang, Xiaoyuan Liu, Huaguang Zhang:
A Novel Weld Defect Detection Method for Intelligent Magnetic Flux Leakage Detection System via Contextual Relation Network. IEEE Trans. Ind. Electron. 71(6): 6304-6314 (2024) - [j10]Lei Wang, Huaguang Zhang, Jinhai Liu, Xiangkai Shen, Fengyuan Zuo:
Irregular Defect Size Estimation for the Magnetic Flux Leakage Detection System via Expertise-Informed Collaborative Network. IEEE Trans. Ind. Electron. 71(10): 13189-13200 (2024) - [j9]Xiaoyuan Liu, Jinhai Liu, Huanqun Zhang, Huaguang Zhang, Xiangkai Shen:
DGICR-Net: Dual-Graph Interactive Consistency Reasoning Network for Weld Defect Recognition With Limited Labeled Samples. IEEE Trans. Instrum. Meas. 73: 1-12 (2024) - [j8]Jinhai Liu, He Zhao, Zhaolin Chen, Qiannan Wang, Xiangkai Shen, Huaguang Zhang:
A Dynamic Weights-Based Wavelet Attention Neural Network for Defect Detection. IEEE Trans. Neural Networks Learn. Syst. 35(11): 16211-16221 (2024) - 2023
- [j7]Jinhai Liu, Xiangkai Shen, Jianfeng Wang, Lin Jiang, Huaguang Zhang:
An Intelligent Defect Detection Approach Based on Cascade Attention Network Under Complex Magnetic Flux Leakage Signals. IEEE Trans. Ind. Electron. 70(7): 7417-7427 (2023) - [j6]Xiangkai Shen, Jinhai Liu, Jiayue Sun, Lin Jiang, He Zhao, Huaguang Zhang:
SSCT-Net: A Semisupervised Circular Teacher Network for Defect Detection With Limited Labeled Multiview MFL Samples. IEEE Trans. Ind. Informatics 19(10): 10114-10124 (2023) - [j5]Lin Jiang, Huaguang Zhang, Jinhai Liu, Xiangkai Shen, Lei Wang:
Pipeline Irregular Defect Inversion for Magnetic Flux Leakage Detection System Based on Heterogeneous Multiclass Feature Fusion. IEEE Trans. Instrum. Meas. 72: 1-9 (2023) - [j4]He Zhao, Jinhai Liu, Jianhua Tang, Xiangkai Shen, Senxiang Lu, Qiannan Wang:
A MFL Mechanism-Based Self-Supervised Method for Defect Detection With Limited Labeled Samples. IEEE Trans. Instrum. Meas. 72: 1-10 (2023) - 2022
- [j3]Lin Jiang, Hang Xu, Jinhai Liu, Xiangkai Shen, Senxiang Lu, Zhan Shi:
Anomaly detection of industrial multi-sensor signals based on enhanced spatiotemporal features. Neural Comput. Appl. 34(11): 8465-8477 (2022) - [j2]Lin Jiang, Huaguang Zhang, Jinhai Liu, Xiangkai Shen, Hang Xu:
A Multisensor Cycle-Supervised Convolutional Neural Network for Anomaly Detection on Magnetic Flux Leakage Signals. IEEE Trans. Ind. Informatics 18(11): 7619-7627 (2022) - [j1]Lin Jiang, Huaguang Zhang, Jinhai Liu, Xiangkai Shen, Hang Xu:
THMS-Net: A Two-Stage Heterogeneous Signals Mutual Supervision Network for MFL Weak Defect Detection. IEEE Trans. Instrum. Meas. 71: 1-9 (2022)
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