Gated recurrent unit based recurrent neural network for remaining useful life prediction of nonlinear deterioration process

Jinglong Chen, Hongjie Jing, Yuanhong Chang, +1

Reliability Engineering & System Safety

Recurrent Neural NetworkEngineeringMachine LearningService Life PredictionLife Prediction +8

Generator bearing fault diagnosis for wind turbine via empirical wavelet transform using measured vibration signals

Jinglong Chen, Jun Pan, Zipeng Li, +2

Renewable Energy

Fault DiagnosisCondition MonitoringEngineeringFault DetectionEmpirical Wavelet Transform +6

Independence-oriented VMD to identify fault feature for wheel set bearing fault diagnosis of high speed locomotive

Zipeng Li, Jinglong Chen, Yanyang Zi, +1

Mechanical Systems and Signal Processing

Fault DiagnosisCondition MonitoringEngineeringBearing Fault DiagnosisDiagnosis +5

LiftingNet: A Novel Deep Learning Network With Layerwise Feature Learning From Noisy Mechanical Data for Fault Classification

Jun Pan, Yanyang Zi, Jinglong Chen, +2

IEEE Transactions on Industrial Electronics

Artificial IntelligenceFault DiagnosisIntelligent Fault DiagnosisDeep Neural NetworksImage Analysis +12

Semi-supervised meta-learning networks with squeeze-and-excitation attention for few-shot fault diagnosis

Yong Feng, Jinglong Chen, Tianci Zhang, +3

ISA Transactions

Artificial IntelligenceFew-shot LearningSemi-supervised Meta-learning NetworksEngineeringMachine Learning +7

Meta-learning as a promising approach for few-shot cross-domain fault diagnosis: Algorithms, applications, and prospects

Yong Feng, Jinglong Chen, Jingsong Xie, +3

Knowledge-Based Systems

Artificial IntelligenceFault DiagnosisPromising ApproachEngineeringMachine Learning +8

A Small Sample Focused Intelligent Fault Diagnosis Scheme of Machines via Multimodules Learning With Gradient Penalized Generative Adversarial Networks

Tianci Zhang, Jinglong Chen, Fudong Li, +2

IEEE Transactions on Industrial Electronics

Artificial IntelligenceFault DiagnosisIntelligent Fault DiagnosisFault SignalsEngineering +13

Mono-component feature extraction for mechanical fault diagnosis using modified empirical wavelet transform via data-driven adaptive Fourier spectrum segment

Jun Pan, Jinglong Chen, Yanyang Zi, +2

Mechanical Systems and Signal Processing

Fault DiagnosisCondition MonitoringMechanical Fault DiagnosisMono-component Feature ExtractionData Science +10

Intelligent fault diagnosis of Wind Turbines via a Deep Learning Network Using Parallel Convolution Layers with Multi-Scale Kernels

Yuanhong Chang, Jinglong Chen, Cheng Qu, +1

Renewable Energy

Fault DiagnosisIntelligent Fault DiagnosisConvolutional Neural NetworkEngineeringMachine Learning +8

Prior Knowledge-Augmented Self-Supervised Feature Learning for Few-Shot Intelligent Fault Diagnosis of Machines

Tianci Zhang, Jinglong Chen, Shuilong He, +1

IEEE Transactions on Industrial Electronics

Artificial IntelligenceFault DiagnosisEngineeringMachine LearningIntelligent Diagnostics +14