Deep neural networks: A promising tool for fault characteristic mining and intelligent diagnosis of rotating machinery with massive data

Feng Jia, Yaguo Lei, Jing Lin, +2

Mechanical Systems and Signal Processing

Fault DiagnosisDeep Neural NetworksEngineeringMachine LearningData Science +10

A recurrent neural network based health indicator for remaining useful life prediction of bearings

Liang Guo, Naipeng Li, Feng Jia, +2

Neurocomputing

Recurrent Neural NetworkEngineeringMachine LearningService Life PredictionLife Prediction +9

An Intelligent Fault Diagnosis Method Using Unsupervised Feature Learning Towards Mechanical Big Data

Yaguo Lei, Feng Jia, Jing Lin, +2

IEEE Transactions on Industrial Electronics

Fault DiagnosisEngineeringMachine LearningIntelligent DiagnosticsDiagnosis +14

An intelligent fault diagnosis approach based on transfer learning from laboratory bearings to locomotive bearings

Bin Yang, Yaguo Lei, Feng Jia, +1

Mechanical Systems and Signal Processing

Fault DiagnosisLocomotive BearingsEngineeringMachine LearningData Science +10

Deep normalized convolutional neural network for imbalanced fault classification of machinery and its understanding via visualization

Feng Jia, Yaguo Lei, Na Lü, +1

Mechanical Systems and Signal Processing

Fault DiagnosisConvolutional Neural NetworkImbalanced Fault ClassificationEngineeringMachine Learning +7

A neural network constructed by deep learning technique and its application to intelligent fault diagnosis of machines

Feng Jia, Yaguo Lei, Liang Guo, +2

Neurocomputing

Fault DiagnosisDeep Neural NetworksEngineeringMachine LearningIntelligent Diagnostics +9

A Polynomial Kernel Induced Distance Metric to Improve Deep Transfer Learning for Fault Diagnosis of Machines

Bin Yang, Yaguo Lei, Feng Jia, +2

IEEE Transactions on Industrial Electronics

Fault DiagnosisEngineeringMachine LearningDeep Transfer LearningIntelligent Diagnostics +15

An adaptive unsaturated bistable stochastic resonance method and its application in mechanical fault diagnosis

Zijian Qiao, Yaguo Lei, Jing Lin, +1

Mechanical Systems and Signal Processing

Fault DiagnosisMechanical Fault DiagnosisEngineeringStructural Health MonitoringSystems Engineering +6

Multi-scale integrated deep self-attention network for predicting remaining useful life of aero-engine

Ke Zhao, Zhen Jia, Feng Jia, +1

Engineering Applications of Artificial Intelligence

Artificial IntelligenceEngineeringMachine LearningData ScienceLife Prediction +5

Distribution-Invariant Deep Belief Network for Intelligent Fault Diagnosis of Machines Under New Working Conditions

Saibo Xing, Yaguo Lei, Shuhui Wang, +1

IEEE Transactions on Industrial Electronics

Fault DiagnosisEngineeringMachine LearningIntelligent DiagnosticsDiagnosis +15