Study on Health Assessment and Residual Useful Life Prediction of Wind Turbine. - Chao Deng; Chaoqun Duan; Pengfei Liang 005; Jun Wu 012 (AIM, 2018)

Intelligent Fault Diagnosis of Rolling Element Bearing Based on Convolutional Neural Network and Frequency Spectrograms. - Pengfei Liang 005; Chao Deng; Jun Wu 012; Zhixin Yang 001; Jinxuan Zhu (ICPHM, 2019)

Compound Fault Diagnosis of Gearboxes via Multi-label Convolutional Neural Network and Wavelet Transform. - Pengfei Liang 005; Chao Deng; Jun Wu 012; Zhixin Yang 001; Jinxuan Zhu; Zihan Zhang (Comput. Ind., 2019)

Single and simultaneous fault diagnosis of gearbox via a semi-supervised and high-accuracy adversarial learning framework. - Pengfei Liang 005; Chao Deng; Jun Wu 012; Zhixin Yang 001; Jinxuan Zhu; Zihan Zhang (Knowl. Based Syst., 2020)

Intelligent Fault Diagnosis via Semisupervised Generative Adversarial Nets and Wavelet Transform. - Pengfei Liang 005; Chao Deng; Jun Wu 012; Guoqiang Li; Zhixin Yang 001; Yuanhang Wang (IEEE Trans. Instrum. Meas., 2020)

Intelligent fault diagnosis of rolling bearing based on wavelet transform and improved ResNet under noisy labels and environment. - Pengfei Liang 005; Wenhui Wang; Xiaoming Yuan; Siyuan Liu; Lijie Zhang 002; Yiwei Cheng (Eng. Appl. Artif. Intell., 2022)

Unsupervised fault diagnosis of wind turbine bearing via a deep residual deformable convolution network based on subdomain adaptation under time-varying speeds. - Pengfei Liang 005; Bin Wang; Guoqian Jiang; Na Li; Lijie Zhang 002 (Eng. Appl. Artif. Intell., 2023)

Fault transfer diagnosis of rolling bearings across multiple working conditions via subdomain adaptation and improved vision transformer network. - Pengfei Liang 005; Zhuoze Yu; Bin Wang; Xuefang Xu; Jiaye Tian (Adv. Eng. Informatics, 2023)

Semi-supervised fault diagnosis of gearbox based on feature pre-extraction mechanism and improved generative adversarial networks under limited labeled samples and noise environment. - Lijie Zhang 002; Bin Wang; Pengfei Liang 005; Xiaoming Yuan; Na Li (Adv. Eng. Informatics, 2023)

TSN: A novel intelligent fault diagnosis method for bearing with small samples under variable working conditions. - Peiming Shi; Shuping Wu; Xuefang Xu; Bofei Zhang; Pengfei Liang 005; Zijian Qiao (Reliab. Eng. Syst. Saf., 2023)

Fault diagnosis study of hydraulic pump based on improved symplectic geometry reconstruction data enhancement method. - Siyuan Liu; Jixiong Yin; Ming Hao; Pengfei Liang 005; Yongqiang Zhang; Chao Ai; Wanlu Jiang (Adv. Eng. Informatics, 2024)

Intelligent fault diagnosis of rolling bearing based on an active federated local subdomain adaptation method. - Xiaoming Yuan; Dongling Shi; Nian Shi; Ying Li 058; Pengfei Liang 005; Lijie Zhang 002; Zhi Zheng (Adv. Eng. Informatics, 2024)

Single and simultaneous fault diagnosis of gearbox via wavelet transform and improved deep residual network under imbalanced data. - Suiyan Wang; Jiaye Tian; Pengfei Liang 005; Xuefang Xu; Zhuoze Yu; Siyuan Liu; Delong Zhang (Eng. Appl. Artif. Intell., 2024)

A broad learning model guided by global and local receptive causal features for online incremental machinery fault diagnosis. - Xuefang Xu; Shuo Bao; Pengfei Liang 005; Zijian Qiao; Changbo He; Peiming Shi (Expert Syst. Appl., 2024)

A novel interpretable semi-supervised graph learning model for intelligent fault diagnosis of hydraulic pumps. - Ying Li 058; Lijie Zhang 002; Siyuan Liu; Xiangfeng Wang 006; Chenghang Sun; Pengfei Liang 005; Xiaoming Yuan (Knowl. Based Syst., 2024)

Multi-source domain adaptation using diffusion denoising for bearing fault diagnosis under variable working conditions. - Xuefang Xu; Xu Yang; Zijian Qiao; Pengfei Liang 005; Changbo He; Peiming Shi (Knowl. Based Syst., 2024)

Semi-supervised meta-path space extended graph convolution network for intelligent fault diagnosis of rotating machinery under time-varying speeds. - Ying Li 058; Lijie Zhang 002; Pengfei Liang 005; Xiangfeng Wang 006; Bin Wang; Leitao Xu (Reliab. Eng. Syst. Saf., 2024)

Multi-source information joint transfer diagnosis for rolling bearing with unknown faults via wavelet transform and an improved domain adaptation network. - Pengfei Liang 005; Jiaye Tian; Suiyan Wang; Xiaoming Yuan (Reliab. Eng. Syst. Saf., 2024)

Semi-supervised multi-adversarial domain-adaptive fault diagnosis for hydraulic pumps from pressure simulation data to experimental data. - Siyuan Liu; Yongqiang Zhang; Chao Ai; Pengfei Liang 005 (Adv. Eng. Informatics, 2025)

A local and global multi-head relation self-attention network for fault diagnosis of rotating machinery under noisy environments. - Yiwei Cheng; Xinnuo Lin; Wenwei Liu; Ming Zeng; Pengfei Liang 005 (Appl. Soft Comput., 2025)

WCFormer: An interpretable deep learning framework for heart sound signal analysis and automated diagnosis of cardiovascular diseases. - Suiyan Wang; Junhui Hu; Yanwei Du; Xiaoming Yuan; Zhongliang Xie; Pengfei Liang 005 (Expert Syst. Appl., 2025)

DiT-SFDA: A source-free domain adaptation method for intelligent diagnosis of cardiovascular diseases with limited heart sound samples. - Suiyan Wang; Yang Liu; Zhixiang Liu; Xiaoming Yuan; Yun Ji; Pengfei Liang 005 (Expert Syst. Appl., 2025)

Few-shot fault diagnosis of axial piston pump based on prior knowledge-embedded meta learning vision transformer under variable operating conditions. - Suiyan Wang; Hanqin Shuai; Junhui Hu; Jitong Zhang; Siyuan Liu; Xiaoming Yuan; Pengfei Liang 005 (Expert Syst. Appl., 2025)

Graph optimization algorithm enhanced by dual-scale spectral features with contrastive learning for robust bearing fault diagnosis. - Ying Li 058; Xiaoping Liu; Junhui Hu; Pengfei Liang 005; Bin Wang; Xiaoming Yuan; Lijie Zhang 002 (Knowl. Based Syst., 2025)

SRSGCN: A novel multi-sensor fault diagnosis method for hydraulic axial piston pump with limited data. - Pengfei Liang 005; Xiangfeng Wang 006; Chao Ai; Dongming Hou; Siyuan Liu (Reliab. Eng. Syst. Saf., 2025)

Fault Transfer Diagnosis of Hydraulic Pump via Dynamic Simulation and an Improved Domain Adversarial Neural Network. - Pengfei Liang 005; Yongqiang Zhang; Leitao Xu; Siyuan Liu (IEEE Trans. Instrum. Meas., 2025)

A dual model joint learning framework for intelligent fault diagnosis of rotating machinery under noisy labels. - Suiyan Wang; Jiaye Tian; Jitong Zhang; Haonan Yang; Xiaoming Yuan; Pengfei Liang 005 (Adv. Eng. Informatics, 2026)

An improved lightweight residual network model deployed on the edge device for the unsupervised cross-domain fault diagnosis. - Changbo He; Qi Meng; Xuefang Xu; Peng Chen; Pengfei Liang 005; Jiahui Cao (Expert Syst. Appl., 2026)