The study of Maglev train diagnosis system based on ADS' ideas. - Zhigang Liu 001; Zhengyou He; Dabo Zhang; Yajun Zhang (ISADS, 2005)

Combining Multi Wavelet and Multi NN for Power Systems Load Forecasting. - Zhigang Liu 001; Qi Wang; Yajun Zhang (ISNN (2), 2008)

The Study of Maglev Train Control and Diagnosis Networks Based on Role Automation Decentralization. - Zhigang Liu 001; Qi Wang; Yongdong Tan (IEICE Trans. Inf. Syst., 2008)

A New Short-Term Load Forecasting Model of Power System Based on HHT and ANN. - Zhigang Liu 001; Weili Bai; Gang Chen (ISNN (2), 2010)

A Parallel Wavelet Algorithm Based on Multi-core System and Its Application in the Massive Data Compression. - Xiaofan Lu; Zhigang Liu 001; Zhiwei Han; Feng Wu (ISNN (3), 2011)

Power System Load Forecasting Based on EEMD and ANN. - Wanlu Sun; Zhigang Liu 001; Wenfan Li (ISNN (1), 2011)

The Recognition Study of Impulse and Oscillation Transient Based on Spectral Kurtosis and Neural Network. - Qiaoge Zhang; Zhigang Liu 001; Gang Chen (ISNN (2), 2012)

An Approach of Power Quality Disturbances Recognition Based on EEMD and Probabilistic Neural Network. - Ling Zhu; Zhigang Liu 001; Qiaoge Zhang; Qiaolin Hu (ISNN (1), 2013)

A novel method of short-term load forecasting based on multiwavelet transform and multiple neural networks. - Zhigang Liu 001; Wenfan Li; Wanlu Sun (Neural Comput. Appl., 2013)

Application of BPSO with GA in model-based fault diagnosis of traction substation. - Song Gao; Chenxi Dai; Zhigang Liu 001; Xiao Geng (IEEE Congress on Evolutionary Computation, 2014)

A novel algorithm to solve the minimal hitting sets in MBD. - Jianfang Xu; Zhigang Liu 001; Chenxi Dai (FUZZ-IEEE, 2014)

The transformer fault diagnosis combing KPCA with PNN. - Chenxi Dai; Zhigang Liu 001; Yan Cui (IJCNN, 2014)

Fault diagnosis of electric railway traction substation with model-based relation guiding algorithm. - Zhigang Liu 001; Zhiwei Han (Expert Syst. Appl., 2014)

A new detection approach of transient disturbances combining wavelet packet and Tsallis entropy. - Zhigang Liu 001; Qiaolin Hu; Yan Cui; Qiaoge Zhang (Neurocomputing, 2014)

A new classification method for transient power quality combining spectral kurtosis with neural network. - Zhigang Liu 001; Qiaoge Zhang; Zhiwei Han; Gang Chen (Neurocomputing, 2014)

A new short-term load forecasting method of power system based on EEMD and SS-PSO. - Zhigang Liu 001; Wanlu Sun; Jiajun Zeng (Neural Comput. Appl., 2014)

An Approach to Recognize the Transient Disturbances With Spectral Kurtosis. - Zhigang Liu 001; Qiaoge Zhang (IEEE Trans. Instrum. Meas., 2014)

Multiwavelet Packet Entropy and its Application in Transmission Line Fault Recognition and Classification. - Zhigang Liu 001; Zhiwei Han; Yang Zhang; Qiaoge Zhang (IEEE Trans. Neural Networks Learn. Syst., 2014)

Combined Power Quality Disturbances Recognition Using Wavelet Packet Entropies and S-Transform. - Zhigang Liu 001; Yan Cui; Wenhui Li (Entropy, 2015)

A Classification Method for Complex Power Quality Disturbances Using EEMD and Rank Wavelet SVM. - Zhigang Liu 001; Yan Cui; Wenhui Li (IEEE Trans. Smart Grid, 2015)

High-speed railway rod-insulator detection using segment clustering and deformable part models. - Ye Han; Zhigang Liu 001; Dah-Jye Lee; Guinan Zhang; Miao Deng (ICIP, 2016)

Wavelet Entropy-Based Traction Inverter Open Switch Fault Diagnosis in High-Speed Railways. - Keting Hu; Zhigang Liu 001; Shuangshuang Lin (Entropy, 2016)

A New Search Algorithm of MBD Based on Spider Web and Its Application in Power Distribution Network Fault Diagnosis. - Zhigang Liu 001; Chenxi Dai; Keting Hu; Shiyu He (Int. J. Artif. Intell. Tools, 2016)

Ensemble EMD-Based Automatic Extraction of the Catenary Structure Wavelength From the Pantograph-Catenary Contact Force. - Zhigang Liu 001; Hongrui Wang 001; Rolf P. B. J. Dollevoet; Yang Song 014; Alfredo Núñez; Jing Zhang 045 (IEEE Trans. Instrum. Meas., 2016)

Detection of Contact Wire Irregularities Using a Quadratic Time-Frequency Representation of the Pantograph-Catenary Contact Force. - Hongrui Wang 001; Zhigang Liu 001; Yang Song 014; Xiaobing Lu; Zhiwei Han; Jing Zhang 045; Ying Wang (IEEE Trans. Instrum. Meas., 2016)

Identification of the catenary structure wavelength using pantograph head acceleration measurements. - Hongrui Wang 001; Zhigang Liu 001; Alfredo Núñez; Rolf P. B. J. Dollevoet (I2MTC, 2017)

Diffusion L0-norm constraint improved proportionate LMS algorithm for sparse distributed estimation. - Zongsheng Zheng; Zhigang Liu 001 (CoRR, 2017)

Bias-Compensated Normalized Least-Mean Fourth Algorithm for Noisy Input. - Zongsheng Zheng; Zhigang Liu 001; Haiquan Zhao 001 (Circuits Syst. Signal Process., 2017)

Traction Inverter Open Switch Fault Diagnosis Based on Choi-Williams Distribution Spectral Kurtosis and Wavelet-Packet Energy Shannon Entropy. - Shuangshuang Lin; Zhigang Liu 001; Keting Hu (Entropy, 2017)

Ensemble EMD-based signal denoising using modified interval thresholding. - Hongrui Wang 001; Zhigang Liu 001; Yang Song 014; Xiaobing Lu (IET Signal Process., 2017)

Diffusion least mean square/fourth algorithm for distributed estimation. - Zongsheng Zheng; Zhigang Liu 001; Ming Huang (Signal Process., 2017)

Robust Set-Membership Normalized Subband Adaptive Filtering Algorithms and Their Application to Acoustic Echo Cancellation. - Zongsheng Zheng; Zhigang Liu 001; Haiquan Zhao 001; Yi Yu 002; Lu Lu 005 (IEEE Trans. Circuits Syst. I Regul. Pap., 2017)

A Model-Based Diagnosis System for a Traction Power Supply System. - Zhigang Liu 001; Keting Hu (IEEE Trans. Ind. Informatics, 2017)

Evaluation Scheme for EMI of Train Body Voltage Fluctuation on the BCU Speed Sensor Measurement. - Ke Huang; Zhigang Liu 001; Feng Zhu 013; Zongsheng Zheng; Ye Cheng (IEEE Trans. Instrum. Meas., 2017)

A High-Precision Detection Approach for Catenary Geometry Parameters of Electrical Railway. - Zhigang Liu 001; Wenqiang Liu; Zhiwei Han (IEEE Trans. Instrum. Meas., 2017)

Prior-Information-Based Finite-Frequency H∞ Control for Active Double Pantograph in High-Speed Railway. - Xiaobing Lu; Zhigang Liu 001; Jing Zhang 045; Hongrui Wang 001; Yang Song 014; Fuchuan Duan (IEEE Trans. Veh. Technol., 2017)

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)

Simple and effective open switch fault diagnosis of single-phase PWM rectifier. - Keting Hu; Zhigang Liu 001; Francesco Iannuzzo; Frede Blaabjerg (Microelectron. Reliab., 2018)

Steady-State and Tracking Analyses of the Improved Proportionate Affine Projection Algorithm. - Zongsheng Zheng; Zhigang Liu 001; Yinxia Dong (IEEE Trans. Circuits Syst. II Express Briefs, 2018)

A High-Precision Loose Strands Diagnosis Approach for Isoelectric Line in High-Speed Railway. - Zhigang Liu 001; Liyou Wang; Changjiang Li; Zhiwei Han (IEEE Trans. Ind. Informatics, 2018)

Automatic Defect Detection of Fasteners on the Catenary Support Device Using Deep Convolutional Neural Network. - Junwen Chen; Zhigang Liu 001; Hongrui Wang 001; Alfredo Núñez; Zhiwei Han (IEEE Trans. Instrum. Meas., 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)

Virtual Reality and Convolutional Neural Networks for Railway Catenary Support Components Monitoring. - Wenqiang Liu; Zhigang Liu 001; Alfredo Núñez (ITSC, 2019)

Research on Electromagnetic Transient Processes of Long Marshalling High-Speed Train Passing Articulated Split-Phase Region. - Ke Huang; Zhigang Liu 001; Xin Li (IEEE Access, 2019)

A Novel Approach Based on Extended State Observer Sliding Mode Control to Suppress Voltage Low Frequency Oscillation of Traction Network. - Zhigang Liu 001; Shuang Liu 003; Zhiyuan Li; Ibrahim Adamu Tasiu (IEEE Access, 2019)

A New Identification Approach of Power System Vulnerable Lines Based on Weighed H-Index. - Qiao Zhang; Wenli Fan; Ziyang Qiu; Zhigang Liu 001; Jing Zhang 045 (IEEE Access, 2019)

A New Active Control Strategy for Pantograph in High-Speed Electrified Railways Based on Multi-Objective Robust Control. - Jing Zhang 045; Hantao Zhang; Baolin Song; Songlin Xie; Zhigang Liu 001 (IEEE Access, 2019)

Unscented Kalman Filter-Based Unbiased Minimum-Variance Estimation for Nonlinear Systems With Unknown Inputs. - Zongsheng Zheng; Junbo Zhao 001; Lamine Mili; Zhigang Liu 001; Shaobu Wang (IEEE Signal Process. Lett., 2019)

A Passivity-Based Control of Euler-Lagrange Model for Suppressing Voltage Low-Frequency Oscillation in High-Speed Railway. - Zhigang Liu 001; Zhaozhao Geng; Siqi Wu; Xinxuan Hu; Zhixue Zhang (IEEE Trans. Ind. Informatics, 2019)

Entropy-Based Local Irregularity Detection for High-Speed Railway Catenaries With Frequent Inspections. - Hongrui Wang 001; Zhigang Liu 001; Alfredo Núñez; Rolf P. B. J. Dollevoet (IEEE Trans. Instrum. Meas., 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)

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)

Low-Frequency Instability Induced by Hopf Bifurcation in a Single-Phase Converter Connected to Non-Ideal Power Grid. - Hong Chen; Wenqian Yu; Zhigang Liu 001; Qixiang Yan; Ibrahim Adamu Tasiu; Zhiwei Han (IEEE Access, 2020)

Ensuring a Reliable Operation of Two-Level IGBT-Based Power Converters: A Review of Monitoring and Fault-Tolerant Approaches. - Keting Hu; Zhigang Liu 001; Yongheng Yang; Francesco Iannuzzo; Frede Blaabjerg (IEEE Access, 2020)

Unified Deep Learning Architecture for the Detection of All Catenary Support Components. - Wenqiang Liu; Zhigang Liu 001; Alfredo Núñez; Zhiwei Han (IEEE Access, 2020)

An Approach to Improve System Performance in the Vehicle-Grid System Using Sliding Mode Control Under Multiple Operation Conditions. - Yuting Zhang 005; Siqi Wu; Zhigang Liu 001; Qixiang Yan; Tao Chen 036 (IEEE Access, 2020)

Deep learning-based visual ensemble method for high-speed railway catenary clevis fracture detection. - Ye Han; Zhigang Liu 001; Yang Lyu; Kai Liu; Changjiang Li; Wenxuan Zhang (Neurocomputing, 2020)

Influence of input noises on the mean-square performance of the normalized subband adaptive filter algorithm. - Zongsheng Zheng; Zhigang Liu 001 (J. Frankl. Inst., 2020)

Robust normalized subband adaptive filter algorithm against impulsive noises and noisy inputs. - Zongsheng Zheng; Zhigang Liu 001; Xiaobing Lu (J. Frankl. Inst., 2020)

A Siamese Network-Based Non-Contact Measurement Method for Railway Catenary Uplift Trained in a Free Vibration Test. - Fuchuan Duan; Zhigang Liu 001; Donghai Zhai; Anders Rønnquist (Sensors, 2020)

Robust Unscented Unbiased Minimum-Variance Estimator for Nonlinear System Dynamic State Estimation With Unknown Inputs. - Zongsheng Zheng; Junbo Zhao 001; Lamine Mili; Zhigang Liu 001 (IEEE Signal Process. Lett., 2020)

Steady-State Mean-Square Performance Analysis of the Affine Projection Sign Algorithm. - Zongsheng Zheng; Zhigang Liu 001 (IEEE Trans. Circuits Syst. II Express Briefs, 2020)

Bias-Compensated Sparsity-Aware NLMM Algorithms for Robust Adaptive Echo Cancellation. - Zongsheng Zheng; Zhigang Liu 001; Junbo Zhao 001 (IEEE Trans. Circuits Syst. I Regul. Pap., 2020)

Cantilever Structure Segmentation and Parameters Detection Based on Concavity and Convexity of 3-D Point Clouds. - Zhiwei Han; Changjiang Yang; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2020)

Detection Approach Based on an Improved Faster RCNN for Brace Sleeve Screws in High-Speed Railways. - Zhigang Liu 001; Yang Lyu; Liyou Wang; Zhiwei Han (IEEE Trans. Instrum. Meas., 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 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)

Contact Wire Irregularity Stochastics and Effect on High-Speed Railway Pantograph-Catenary Interactions. - Yang Song 014; Zhigang Liu 001; Anders Rønnquist; Petter Nåvik; Zhendong Liu (IEEE Trans. Instrum. Meas., 2020)

A Bayesian Network Approach for Condition Monitoring of High-Speed Railway Catenaries. - Hongrui Wang 001; Alfredo Núñez; Zhigang Liu 001; Dongliang Zhang; Rolf P. B. J. Dollevoet (IEEE Trans. Intell. Transp. Syst., 2020)

Dynamic Performance of High-Speed Railway Overhead Contact Line Interacting With Pantograph Considering Local Dropper Defect. - Yang Song 014; Zhigang Liu 001; Xiaobing Lu (IEEE Trans. Veh. Technol., 2020)

Effective Measures to Improve Current Collection Quality for Double Pantographs and Catenary Based on Wave Propagation Analysis. - Zhao Xu; Yang Song 014; Zhigang Liu 001 (IEEE Trans. Veh. Technol., 2020)

FxlogRLP: The Filtered-X Logarithmic Recursive Least P-Power Algorithm. - Zongsheng Zheng; Lu Lu 005; Yi Yu 002; Rodrigo C. de Lamare; Zhigang Liu 001 (SSP, 2021)

Vibration Measurement and Wave Reflection Analysis in an Electrified Railway Catenary Based on Analytical Methods. - Fuchuan Duan; Zhigang Liu 001; Yang Song 014; Stefano Derosa; Anders Rønnquist; Donghai Zhai (IEEE Trans. Instrum. Meas., 2021)

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)

High-Precision Detection Method for Structure Parameters of Catenary Cantilever Devices Using 3-D Point Cloud Data. - Wenqiang Liu; Zhigang Liu 001; Qiao Li; Zhiwei Han; Alfredo Núñez (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)

An Investigation on the Current Collection Quality of Railway Pantograph-Catenary Systems With Contact Wire Wear Degradations. - Yang Song 014; Hongrui Wang 001; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2021)

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)

Derivative-Free Observability Analysis of a Stochastic Dynamical System. - Zongsheng Zheng; Yijun Xu 001; Lamine Mili; Zhigang Liu 001; Long Peng; Yuhong Wang (IEEE Trans. Netw. Sci. Eng., 2021)

Fuzzy Observer-Based Control for the Traction Dual Rectifiers in High-Speed Train. - Ibrahim Adamu Tasiu; Zhigang Liu 001; Qixiang Yan; Hong Chen; Keting Hu; Siqi Wu (IEEE Trans. Veh. Technol., 2021)

Virtual Inertia Control Strategy of Traction Converter in High-Speed Railways Based on Feedback Linearization of Sliding Mode Observer. - Wenqian Yu; Zhigang Liu 001; Ibrahim Adamu Tasiu (IEEE Trans. Veh. Technol., 2021)

Study of filtered-x logarithmic recursive least p-power algorithm. - Zongsheng Zheng; Lu Lu 005; Yi Yu 002; Rodrigo C. de Lamare; Zhigang Liu 001 (CoRR, 2022)

Improved unscented Kalman filter for state of charge estimation of lithium-ion battery with one-step randomly measurement loss and inaccurate noise covariance matrices. - Yuze Tong; Zongsheng Zheng; Wenli Fan; Zhigang Liu 001 (Digit. Signal Process., 2022)

An improved unscented Kalman filter for nonlinear systems with one-step randomly delayed measurement and unknown latency probability. - Yuze Tong; Zongsheng Zheng; Wenli Fan; Quanyou Li; Zhigang Liu 001 (Digit. Signal Process., 2022)

Assessment of Dynamic Interaction Performance of High-Speed Pantograph and Overhead Conductor Rail System. - Long Chen; Fuchuan Duan; Yang Song 014; Zeyao Hu; Zhigang Liu 001; Xiaohe Feng (IEEE Trans. Instrum. Meas., 2022)

Crosswind Effects on Current Collection Quality of Railway Pantograph-Catenary: A Case Study in Chengdu-Chongqing Passenger Special Line. - Yang Song 014; Fuchuan Duan; Shibin Gao; Fanping Wu; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2022)

Study on the Dynamic Performance of High-Speed Railway Catenary System With Small Encumbrance. - Zhao Xu; Zhigang Liu 001; Yang Song 014 (IEEE Trans. Instrum. Meas., 2022)

Stress Analysis and Fatigue Life Prediction of Contact Wire Located at Steady Arms in High-Speed Railway Catenary System. - Zhao Xu; Yang Song 014; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2022)

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)

A Multi-Frequency DQ Impedance Measurement Algorithm for Single-Phase Vehicle-Grid System in Electrified Railways. - Zhigang Liu 001; Guorong Li; Xiangyu Meng; Heng Zhou; Jiawei Liu (IEEE Trans. Veh. Technol., 2022)

Analysis of Critical Speed for High-Speed Railway Pantograph-Catenary System. - Yang Song 014; Fuchuan Duan; Zhigang Liu 001 (IEEE Trans. Veh. Technol., 2022)

Dynamic Characteristics of Electric Shoegear and Conductor Rail System Considering the Track Irregularities. - Xufan Wang; Zhigang Liu 001; Yang Song 014; Wei Jin; Zhao Xu; Jiaming Xiong; Sheng Zhou (IEEE Trans. Instrum. Meas., 2023)

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)

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)

Study on Aerodynamic Instability and Galloping Response of Rail Overhead Contact Line Based on Wind Tunnel Tests. - Fuchuan Duan; Yang Song 014; Shibin Gao; Yuhui Liu; Wenping Chu; Xiaobing Lu; Zhigang Liu 001 (IEEE Trans. Veh. Technol., 2023)

Influence of Electric Traction Drive System Harmonics and Interharmonics on the Vibration of Key Locomotive Components. - Bing Lu; Zhigang Liu 001; Xufan Wang; Yang Song 014; Qiao Zhang; Siqi Wu; Gongquan Tao (IEEE Trans. Veh. Technol., 2023)

Structural Performance Analysis and Optimization Design of Railway Pantograph Under High-Speed Operating Conditions. - Xufan Wang; Zhigang Liu 001; Yang Song 014; Guiyang Hu; Sheng Zhou; Fuchuan Duan; Long Chen (IEEE Trans. Instrum. Meas., 2024)

MTA-Net: A One-Stage Detector Based on a Multiscale Task-Aligned Network for Catenary Support Components. - Wenyi Xie; Haonan Yang; Linjun Shi; Zhigang Liu 001 (IEEE Trans. Instrum. Meas., 2024)

LLD-MFCOS: A Multiscale Anchor-Free Detector Based on Label Localization Distillation for Wheelset Tread Defect Detection. - Haonan Yang; Jing He 003; Zhigang Liu 001; Changfan Zhang (IEEE Trans. Instrum. Meas., 2024)

Adaptive Subband Forward Blind Source Separation Algorithms Based on Kalman Mechanism. - Jianhong Ye; Yi Yu 002; Yuriy V. Zakharov; Zhigang Liu 001; Hongsen He (IEEE Trans. Instrum. Meas., 2024)

Suppression of Railway Catenary Galloping Based on Structural Parameters' Optimization. - Yuhui Liu; Yang Song 014; Fuchuan Duan; Zhigang Liu 001 (Sensors, 2024)

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)

Optimization of Railway Pantograph-Catenary Systems for Over 350 km/h Based on an Experimentally Validated Model. - Yang Song 014; Xiaobing Lu; Yanhong Yin; Yuhui Liu; Zhigang Liu 001 (IEEE Trans. Ind. Informatics, 2024)

Explainable Intelligent Fault Diagnosis for Nonlinear Dynamic Systems: From Unsupervised to Supervised Learning. - Hongtian Chen; Zhigang Liu 001; Cesare Alippi; Biao Huang 001; Derong Liu 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

Guest Editorial: Special Issue on Explainable Representation Learning-Based Intelligent Inspection and Maintenance of Complex Systems. - Zhigang Liu 001; Cesare Alippi; Hongtian Chen; Derong Liu 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

Quasilinear Fuzzy Polytopic Predictive Control for the Traction Converters in the High-Speed Train. - Ibrahim Adamu Tasiu; Dongsheng Cai; Olusola Bamisile; Zhigang Liu 001 (IEEE Trans. Veh. Technol., 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)

Current Collection Quality of High-Speed Rail Pantograph-Catenary Considering Geometry Deviation at 400 km/h and Above. - Yang Song 014; Zhigang Liu 001; Shibin Gao (IEEE Trans. Veh. Technol., 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)

Global Feature Perception Network for Open-Switch Fault Diagnosis in Grid-Connected Photovoltaic Inverters Under Imbalanced Data Conditions. - Haoyu Wang; Keting Hu; Haonan Yang; Bing Lu; Yanming Lu; 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)

Flexible Pantograph Collector Modeling and Its Effects in High-Speed Catenary-Pantograph Interaction. - Zhao Xu; Yang Song 014; Jiaming Xiong; Guobin Lin; Zhigang Liu 001 (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)

Evolution Analysis of Three-Dimensional Wheel Polygonal Wear for Electric Locomotives Considering the Effect of Interharmonics. - Bing Lu; Yang Song 014; Zhigang Liu 001; Xufan Wang; Qiao Zhang; Yanming Lu (IEEE Trans. Veh. Technol., 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)