Convolutional Discriminative Feature Learning for Induction Motor Fault Diagnosis. - Wenjun Sun; Rui Zhao 004; Ruqiang Yan 001; Siyu Shao; Xuefeng Chen 002 (IEEE Trans. Ind. Informatics, 2017)

ECG Arrhythmias Detection Using Auxiliary Classifier Generative Adversarial Network and Residual Network. - Pu Wang 007; Borui Hou; Siyu Shao; Ruqiang Yan 001 (IEEE Access, 2019)

Generative adversarial networks for data augmentation in machine fault diagnosis. - Siyu Shao; Pu Wang 007; Ruqiang Yan 001 (Comput. Ind., 2019)

Highly Accurate Machine Fault Diagnosis Using Deep Transfer Learning. - Siyu Shao; Stephen McAleer; Ruqiang Yan 001; Pierre Baldi (IEEE Trans. Ind. Informatics, 2019)

Attention-Based LSTM Network for Rotatory Machine Remaining Useful Life Prediction. - Hao Zhang 077; Qiang Zhang; Siyu Shao; Tianlin Niu; Xinyu Yang (IEEE Access, 2020)

DCNN-Based Multi-Signal Induction Motor Fault Diagnosis. - Siyu Shao; Ruqiang Yan 001; Yadong Lu; Peng Wang 019; Robert X. Gao (IEEE Trans. Instrum. Meas., 2020)

Bearing Fault Diagnosis under Variable Working Conditions Based on Deep Residual Shrinkage Networks and Transfer Learning. - Xinyu Yang; Fulin Chi; Siyu Shao; Qiang Zhang (J. Sensors, 2021)

LEFE-Net: A Lightweight Efficient Feature Extraction Network With Strong Robustness for Bearing Fault Diagnosis. - Hairui Fang; Jin Deng; Bo Zhao; Yan Shi 010; Jianye Zhou; Siyu Shao (IEEE Trans. Instrum. Meas., 2021)

CLFormer: A Lightweight Transformer Based on Convolutional Embedding and Linear Self-Attention With Strong Robustness for Bearing Fault Diagnosis Under Limited Sample Conditions. - Hairui Fang; Jin Deng; Yaoxu Bai; Bo Feng; Sheng Li; Siyu Shao; Dongsheng Chen (IEEE Trans. Instrum. Meas., 2022)

You can get smaller: A lightweight self-activation convolution unit modified by transformer for fault diagnosis. - Hairui Fang; Jin Deng; Dongsheng Chen; Wenjuan Jiang; Siyu Shao; Mingcong Tang; Jingjing Liu 002 (Adv. Eng. Informatics, 2023)

Solver-Informed RL: Grounding Large Language Models for Authentic Optimization Modeling. - Yitian Chen; Jingfan Xia; Siyu Shao; Dongdong Ge; Yinyu Ye 001 (CoRR, 2025)