Location and fault detection of catenary support components based on deep learning. - Zhigang Liu 001; Junping Zhong; Yang Lyu; Kai Liu; Ye Han; Liyou Wang; Wenqiang Liu (I2MTC, 2018)

A GAN-Based Anomaly Detection Method for Isoelectric Line in High-Speed Railway. - Yang Lyu; Zhiwei Han; Junping Zhong; Changjiang Li; Zhigang Liu 001 (I2MTC, 2019)

A CNN-Based Defect Inspection Method for Catenary Split Pins in High-Speed Railway. - Junping Zhong; Zhigang Liu 001; Zhiwei Han; Ye Han; Wenxuan Zhang (IEEE Trans. Instrum. Meas., 2019)

A High-Precision Positioning Approach for Catenary Support Components With Multiscale Difference. - Zhigang Liu 001; Kai Liu; Junping Zhong; Zhiwei Han; Wenxuan Zhang (IEEE Trans. Instrum. Meas., 2020)

A Generic Anomaly Detection of Catenary Support Components Based on Generative Adversarial Networks. - Yang Lyu; Zhiwei Han; Junping Zhong; Changjiang Li; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2020)

A Looseness Detection Method for Railway Catenary Fasteners Based on Reinforcement Learning Refined Localization. - Junping Zhong; Zhigang Liu 001; Hongrui Wang 001; Wenqiang Liu; Cheng Yang 018; Zhiwei Han; Alfredo Núñez (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)

Adversarial Reconstruction Based on Tighter Oriented Localization for Catenary Insulator Defect Detection in High-Speed Railways. - Junping Zhong; Zhigang Liu 001; Cheng Yang 018; Hongrui Wang 001; Shibin Gao; Alfredo Núñez (IEEE Trans. Intell. Transp. Syst., 2022)

ECF-STPM: A Robust Crack Detection Method for Railway Catenary Components. - Yujing Zhang; Junping Zhong; Zhigang Liu 001; Zhiwei Han (IEEE Trans. Instrum. Meas., 2023)

A Robust Defect Detection Method for Catenary Components Based on Structure-Guided Denoising Diffusion Model. - Junping Zhong; Wenqiang Liu (IEEE Trans. Instrum. Meas., 2025)

Intelligent Health Inspection for Road Multipart Covers Based on Vibration Feature Encoding and Denoising Diffusion Model. - Junping Zhong; Yuk-Ming Tang; Ka Chun Ng; Kai-Leung Yung (IEEE Trans. Instrum. Meas., 2025)