Machine fault classification using deep belief network. - Zhuyun Chen 001; Xueqiong Zeng; Weihua Li 004; Guanglan Liao (I2MTC, 2016)

Multisensor Feature Fusion for Bearing Fault Diagnosis Using Sparse Autoencoder and Deep Belief Network. - Zhuyun Chen 001; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2017)

Gearbox Fault Diagnosis Using Convolutional Neural Networks And Support Vector Machines. - Zhuyun Chen 001; Chenyu Liu; Konstantinos C. Gryllias; Weihua Li 004 (EUSIPCO, 2019)

Intelligent Fault Diagnosis for Rotary Machinery Using Transferable Convolutional Neural Network. - Zhuyun Chen 001; Konstantinos C. Gryllias; Weihua Li 004 (IEEE Trans. Ind. Informatics, 2020)

Domain Adversarial Transfer Network for Cross-Domain Fault Diagnosis of Rotary Machinery. - Zhuyun Chen 001; Guolin He; Jipu Li; Yixiao Liao; Konstantinos C. Gryllias; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2020)

Deep Semisupervised Domain Generalization Network for Rotary Machinery Fault Diagnosis Under Variable Speed. - Yixiao Liao; Ruyi Huang; Jipu Li; Zhuyun Chen 001; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2020)

A Global-Local Dynamic Adversarial Network for Intelligent Fault Diagnosis of Spindle Bearing. - Jipu Li; Ruyi Huang; Jingyan Xia; Zhuyun Chen 001; Weihua Li 004 (I2MTC, 2021)

A Novel Weighted Adversarial Transfer Network for Partial Domain Fault Diagnosis of Machinery. - Weihua Li 004; Zhuyun Chen 001; Guolin He (IEEE Trans. Ind. Informatics, 2021)

Federated Transfer Learning for Bearing Fault Diagnosis With Discrepancy-Based Weighted Federated Averaging. - Junbin Chen; Jipu Li; Ruyi Huang; Ke Yue; Zhuyun Chen 001; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2022)

Dual-Attention-Based Multiscale Convolutional Neural Network With Stage Division for Remaining Useful Life Prediction of Rolling Bearings. - Fei Jiang 001; Kang Ding; Guolin He; Huibin Lin; Zhuyun Chen 001; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2022)

Deep Self-Supervised Domain Adaptation Network for Fault Diagnosis of Rotating Machine With Unlabeled Data. - Jipu Li; Ruyi Huang; Junbin Chen; Jingyan Xia; Zhuyun Chen 001; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2022)

A Reweighted Overlapping Group Shrinkage Method for Bearing Fault Diagnosis. - Zhongze Liu; Kang Ding; Huibin Lin; Zhuyun Chen 001; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2022)

Gradient-Based Interpretable Graph Convolutional Network for Bearing Fault Diagnosis. - Kairu Wen; Ruyi Huang; Dongpeng Li; Zhuyun Chen 001; Weihua Li 004 (I2MTC, 2023)

Resource-Efficient Network for Intelligent Fault Diagnosis Using Tree-Structured Parzen Estimator. - Jingkang Liang; Zhuyun Chen 001; Junbin Chen; Jipu Li; Ruyi Huang; Weihua Li 004 (ICSRS, 2023)

Gradient flow-based meta generative adversarial network for data augmentation in fault diagnosis. - Rugen Wang; Zhuyun Chen 001; Weihua Li 004 (Appl. Soft Comput., 2023)

A LightGBM-Based Multiscale Weighted Ensemble Model for Few-Shot Fault Diagnosis. - Weihua Li 004; Jingke He; Huibin Lin; Ruyi Huang; Guolin He; Zhuyun Chen 001 (IEEE Trans. Instrum. Meas., 2023)

Multiple Source-Free Domain Adaptation Network Based on Knowledge Distillation for Machinery Fault Diagnosis. - Ke Yue; Jipu Li; Zhuyun Chen 001; Ruyi Huang; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2023)

Deep continual transfer learning with dynamic weight aggregation for fault diagnosis of industrial streaming data under varying working conditions. - Jipu Li; Ruyi Huang; Zhuyun Chen 001; Guolin He; Konstantinos C. Gryllias; Weihua Li 004 (Adv. Eng. Informatics, 2023)

A Multi-Source Weighted Deep Transfer Network for Open-Set Fault Diagnosis of Rotary Machinery. - Zhuyun Chen 001; Yixiao Liao; Jipu Li; Ruyi Huang; Lei Xu; Gang Jin; Weihua Li 004 (IEEE Trans. Cybern., 2023)

Aero-engine remaining useful life prediction method with self-adaptive multimodal data fusion and cluster-ensemble transfer regression. - Jiaxian Chen; Dongpeng Li; Ruyi Huang; Zhuyun Chen 001; Weihua Li 004 (Reliab. Eng. Syst. Saf., 2023)

Generalized open-set domain adaptation in mechanical fault diagnosis using multiple metric weighting learning network. - Zhuyun Chen 001; Jingyan Xia; Jipu Li; Junbin Chen; Ruyi Huang; Gang Jin; Weihua Li 004 (Adv. Eng. Informatics, 2023)

Long-Short-Term-Memory-Based Deep Stacked Sequence-to-Sequence Autoencoder for Health Prediction of Industrial Workers in Closed Environments Based on Wearable Devices. - Weidong Xu; Jingke He; Weihua Li 004; Yi He; Haiyang Wan; Wu Qin; Zhuyun Chen 001 (Sensors, 2023)

Improved Vibration Signal Models of Localized Faults of Sun Gears to Predict Modulation. - Xiaoqing Yang; Gang Yang; Qiang Zeng; Canyi Du; Xiangkun Zeng; Feifei Yu; Zhuyun Chen 001 (Symmetry, 2023)

A novel digital twin-driven approach based on physical-virtual data fusion for gearbox fault diagnosis. - Jingyan Xia; Ruyi Huang; Zhuyun Chen 001; Guolin He; Weihua Li 004 (Reliab. Eng. Syst. Saf., 2023)

Multi-Scale Dilated Convolutional Auto-Encoder Network for Weak Feature Extraction and Health Condition Detection. - Jiaxian Chen; Dongpeng Li; Ruyi Huang; Zhuyun Chen 001; Weihua Li 004 (I2MTC, 2024)

An Interpretable Fault Diagnosis Framework based on Capsule Network with Statistical Features. - Hao Lan; Shuhan Deng; Ruyi Huang; Zhuyun Chen 001; Weihua Li 004 (I2MTC, 2024)

Source-free Open-set Domain Adaptation Network for Emerging Fault Diagnosis of Planetary Gearbox. - Ke Yue; Jipu Li; Zhuyun Chen 001; Junbin Chen; Weihua Li 004 (I2MTC, 2024)

Fault Prior-guided White-box Model towards Interpretable Discriminant Feature Extraction. - Yuan Zheng; Weihua Li 004; Zhuyun Chen 001; Huibin Lin; Guolin He (I2MTC, 2024)

Architecture Design and Application of IIoT Platform in Automobile Manufacturing Based on Microservices and Deep Learning Techniques. - Yi He; Yanzhong Zhang; Che Wu; Meng Yang; Weidong Xu; Haiyang Wan; Zhuyun Chen 001 (IEEE Access, 2024)

Fault diagnosis of gearbox driven by vibration response mechanism and enhanced unsupervised domain adaptation. - Fei Jiang 001; Weiqi Lin; Zhaoqian Wu; Shaohui Zhang; Zhuyun Chen 001; Weihua Li 004 (Adv. Eng. Informatics, 2024)

Dynamic characteristics modeling and optimization for hydraulic engine mounts based on deep neural network coupled with genetic algorithm. - Wu Qin; Jiachen Pan; Pingzheng Ge; Feifei Li 001; Zhuyun Chen 001 (Eng. Appl. Artif. Intell., 2024)

A digital twin-driven approach for partial domain fault diagnosis of rotating machinery. - Jingyan Xia; Zhuyun Chen 001; Jiaxian Chen; Guolin He; Ruyi Huang; Weihua Li 004 (Eng. Appl. Artif. Intell., 2024)

An auto-regulated universal domain adaptation network for uncertain diagnostic scenarios of rotating machinery. - Jipu Li; Xiaoge Zhang 001; Ke Yue; Junbin Chen; Zhuyun Chen 001; Weihua Li 004 (Expert Syst. Appl., 2024)

Interpretable multi-task neural network modeling and particle swarm optimization of process parameters in laser welding. - Shuai Ma; Zhuyun Chen 001; Ding Zhang; Yixian Du; Xiaoji Zhang; Qiang Liu 031 (Knowl. Based Syst., 2024)

A relationship-aware calibrated prototypical network for fault incremental diagnosis of electric motors without reserved samples. - Ke Yue; Jipu Li; Shuhan Deng; Chee Keong Kwoh 001; Zhuyun Chen 001; Weihua Li 004 (Reliab. Eng. Syst. Saf., 2024)

Time-Frequency RWGAN for Machine Anomaly Detection Under Varying Working Conditions. - Haiyang Wan; Weihua Li 004; Jian Jiao 003; Chuanpeng Ji; Weidong Xu; Yi He; Zhuyun Chen 001 (IEEE Trans. Instrum. Meas., 2024)

Digital Twin-Assisted Fault Diagnosis of Rotating Machinery Without Measured Fault Data. - Jingyan Xia; Ruyi Huang; Jipu Li; Zhuyun Chen 001; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2024)

A novel weakly supervised adversarial network for thermal error modeling of electric spindles with scarce samples. - Shuai Ma; Jiewu Leng; Zhuyun Chen 001; Bo Li; Xing Li; Ding Zhang; Weihua Li 004; Qiang Liu 031 (Expert Syst. Appl., 2024)

Knowledge Embedded Autoencoder Network for Harmonic Drive Fault Diagnosis Under Few-Shot Industrial Scenarios. - Jiaxian Chen; Kairu Wen; Jingyan Xia; Ruyi Huang; Zhuyun Chen 001; Weihua Li 004 (IEEE Internet Things J., 2024)

Cross-modality domain adaptation for mechanical anomaly detection: A von mises-fisher VAE with enhanced interpretability. - Haiyang Wan; Weihua Li 004; Xing Luo; Weichao Luo; Jian Jiao 003; Jipu Li; Bin Zhang; Zhuyun Chen 001 (Expert Syst. Appl., 2025)

Attention-guided graph isomorphism learning: A multi-task framework for fault diagnosis and remaining useful life prediction. - Junyu Qi; Zhuyun Chen 001; Yun Kong; Wu Qin; Yi Qin (Reliab. Eng. Syst. Saf., 2025)

Contrastive Learning-Based Feature-Consistency Distillation Network for Weak Fault Diagnosis of Harmonic Drive. - Jiaxian Chen; Dongpeng Li; Ruyi Huang; Zhuyun Chen 001; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2025)

Intrinsically and Post-Hoc Interpretable Kolmogorov-Arnold Network and Genetic Algorithm for Laser Deep Penetration Welding Parameters Optimization. - Shuai Ma; Jiewu Leng; Zhuyun Chen 001; Yixian Du; Xiaoji Zhang; Qiang Liu 031 (IEEE Trans. Instrum. Meas., 2025)

Unsupervised Anomaly Detection for Aircraft PRSOV With Random Projection-Based Inner Product Prediction. - Dandan Peng; Ning Zhu; Te Han; Zhuyun Chen 001; Chenyu Liu (IEEE Trans. Instrum. Meas., 2025)

Sensorless Robust Anomaly Detection of Roller Chain Systems Based on Motor Driver Data and Deep Weighted KNN. - Junyu Qi; Zhuyun Chen 001; Yannick Uhlmann; Gernot Schullerus (IEEE Trans. Instrum. Meas., 2025)

Variable-Scale Spectral Feature Gram (VSFgram): A Convergence Property-Driven Autonomous Periodic Transients Extraction Approach. - Duxi Shang; Yong Lv; Rui Yuan; Zhuyun Chen 001; Hewenxuan Li; Ersegun Deniz Gedikli (IEEE Trans. Instrum. Meas., 2025)

Universal Source-Free Knowledge Transfer Network for Fault Diagnosis of Electromechanical System With Multimodal Signals. - Ke Yue; Jipu Li; Zhuyun Chen 001; Junbin Chen; Weihua Li 004 (IEEE Trans. Instrum. Meas., 2025)

Natural Modal Sketching Network: An Interpretable Approach for Bearing Impulsive Feature Extraction. - Yuan Zheng; Weihua Li 004; Guolin He; Kang Ding; Zhuyun Chen 001 (IEEE Trans. Cybern., 2025)

A digital twin-assisted deep transfer learning method towards intelligent thermal error modeling of electric spindles. - Shuai Ma; Jiewu Leng; Pai Zheng; Zhuyun Chen 001; Bo Li; Weihua Li 004; Qiang Liu 031; Xin Chen 005 (J. Intell. Manuf., 2025)

Mechanism-Informed Neural Network: An Interpretable Method for Gearbox Impulsive Fault Feature Extraction. - Yuan Zheng; Weihua Li 004; Guolin He; Zhuyun Chen 001; Chen Zheng (IEEE Internet Things J., 2025)

A transfer regression network-based adaptive calibration method for remaining useful life prediction considering individual discrepancies in the degradation process of machinery. - Jiaxian Chen; Dongpeng Li; Ruyi Huang; Zhuyun Chen 001; Weihua Li 004 (J. Intell. Manuf., 2025)

Matching Pursuit Network: An Interpretable Sparse Time-Frequency Representation Method Toward Mechanical Fault Diagnosis. - Huibin Lin; Xiaofeng Huang; Zhuyun Chen 001; Guolin He; Ciyang Xi; Weihua Li 004 (IEEE Trans. Neural Networks Learn. Syst., 2025)