An Automatic Fracture Defect Detection Approach for Current-carrying Rings of Catenary Droppers Using A Multi-task Neural Network. - Wenqiang Liu; Dan Wang; Yuyang Li 002; Cheng Yang 018; Hui Wang 063; Zhigang Liu 001 (ICACI, 2020)

An Automated Defect Detection Approach for Catenary Rod-Insulator Textured Surfaces Using Unsupervised Learning. - Wenqiang Liu; Zhigang Liu 001; Hui Wang 063; Zhiwei Han (IEEE Trans. Instrum. Meas., 2020)

A Multilevel Feature and Structure Prior Information-Based Positioning Approach for Catenary Support Components. - Yuyang Li 002; Zhiwei Han; Zhigang Liu 001; Hui Wang 063; Chengxi You; Wenqiang Liu (IEEE Trans. Instrum. Meas., 2021)

An Automatic Loose Defect Detection Method for Catenary Bracing Wire Components Using Deep Convolutional Neural Networks and Image Processing. - Wenqiang Liu; Zhigang Liu 001; Yuyang Li 002; Hui Wang 063; Cheng Yang 018; Dan Wang; Donghai Zhai (IEEE Trans. Instrum. Meas., 2021)

A Location-Enhanced and Multiscale-Friendly Crowd Detecting Approach for Tram. - Ranran Zhao; Zhiwei Han; Zhigang Liu 001; Hui Wang 063; Junping Zhong (IEEE Trans. Instrum. Meas., 2022)

Deep Reinforcement Learning Based Active Pantograph Control Strategy in High-Speed Railway. - Hui Wang 063; Zhiwei Han; Zhigang Liu 001; Yanbo Wu (IEEE Trans. Veh. Technol., 2023)

Rapid Adaptation for Active Pantograph Control in High-Speed Railway via Deep Meta Reinforcement Learning. - Hui Wang 063; Zhigang Liu 001; Zhiwei Han; Yanbo Wu; Derong Liu 001 (IEEE Trans. Cybern., 2024)

A Reinforcement Learning-Based Pantograph Control Strategy for Improving Current Collection Quality in High-Speed Railways. - Hui Wang 063; Zhiwei Han; Wenqiang Liu; Yanbo Wu (IEEE Trans. Neural Networks Learn. Syst., 2024)

Offline Meta-Reinforcement Learning for Active Pantograph Control in High-Speed Railways. - Hui Wang 063; Zhigang Liu 001; Guiyang Hu; Xufan Wang; Zhiwei Han (IEEE Trans. Ind. Informatics, 2024)

Dual-Domain Conditional Generative Adversarial Networks for Predicting the Contact Force Curve of Pantograph-Catenary System in High-Speed Railway. - Jinfa Guan; Hui Wang 063; Xufan Wang; Xiangyu Meng; Yang Song 014; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2025)

Assessment of Current Collection Performance of Rail Pantograph-Catenary Considering Long Suspension Bridges. - Xufan Wang; Yang Song 014; Bing Lu; Hui Wang 063; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2025)

Multimodal Imitation Learning for Arc Detection in Complex Railway Environments. - Jingke Yan; Yao Cheng; Fan Zhang 108; Ning Zhou; Hui Wang 063; Bo Jin; Miaohui Wang; Weihua Zhang (IEEE Trans. Instrum. Meas., 2025)

Interactive Fusion Distillation Network Embedded With Poisson Images for Wheel Tread Defect Detection. - Dong Zhan; Haonan Yang; Xufan Wang; Hui Wang 063; Ning Ma; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2025)

HO2RL: A Novel Hybrid Offline-and-Online Reinforcement Learning Method for Active Pantograph Control. - Hui Wang 063; Zhigang Liu 001; Zhiwei Han (IEEE Trans. Ind. Electron., 2025)