Highly Accurate Machine Fault Diagnosis Using Deep Transfer Learning

Siyu Shao, Stephen McAleer, Ruqiang Yan, +1

IEEE Transactions on Industrial Informatics

Fault DiagnosisEngineeringMachine LearningData ScienceGearbox Dataset +10

A sparse auto-encoder-based deep neural network approach for induction motor faults classification

Wenjun Sun, Siyu Shao, Rui Zhao, +3

Measurement

Fault DiagnosisEngineeringMachine LearningDiagnosisFault Forecasting +3

Generative adversarial networks for data augmentation in machine fault diagnosis

Siyu Shao, Pu Wang, Ruqiang Yan

Computers in Industry

Artificial IntelligenceData AugmentationEngineeringMachine LearningData Science +5

DCNN-Based Multi-Signal Induction Motor Fault Diagnosis

Siyu Shao, Ruqiang Yan, Yadong Lu, +2

IEEE Transactions on Instrumentation and Measurement

Fault DiagnosisConvolutional Neural NetworkReliability EngineeringDeep Neural NetworksMachine Learning +13

Convolutional Discriminative Feature Learning for Induction Motor Fault Diagnosis

Wenjun Sun, Rui Zhao, Ruqiang Yan, +2

IEEE Transactions on Industrial Informatics

Fault DiagnosisMachine VisionMachine LearningData ScienceImage Analysis +12

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, +4

IEEE Transactions on Instrumentation and Measurement

Fault DiagnosisConvolutional Neural NetworkEngineeringMachine LearningData Science +13

A Deep Learning Approach for Fault Diagnosis of Induction Motors in Manufacturing

Siyu Shao, Wenjun Sun, Ruqiang Yan, +2

Chinese Journal of Mechanical Engineering

Fault DiagnosisEngineeringMachine LearningData ScienceIntelligent Diagnostics +13

Attention-Based LSTM Network for Rotatory Machine Remaining Useful Life Prediction

Hao Zhang, Qiang Zhang, Siyu Shao, +2

IEEE Access

Attention-based Lstm NetworkConvolutional Neural NetworkEngineeringMachine LearningLife Prediction +15

LEFE-Net: A Lightweight Efficient Feature Extraction Network With Strong Robustness for Bearing Fault Diagnosis

Hairui Fang, Jin Deng, Bo Zhao, +3

IEEE Transactions on Instrumentation and Measurement

Fault DiagnosisConvolutional Neural NetworkEngineeringMachine LearningIntelligent Diagnostics +18

MgNet: A fault diagnosis approach for multi-bearing system based on auxiliary bearing and multi-granularity information fusion

Jin Deng, Han Liu, Hairui Fang, +5

Mechanical Systems and Signal Processing

Multi-bearing SystemFault DiagnosisReliability EngineeringAuxiliary BearingEngineering +9