Deep learning algorithms for rotating machinery intelligent diagnosis: An open source benchmark study

Zhibin Zhao, Tianfu Li, Jingyao Wu, +4

ISA Transactions

Artificial IntelligenceEngineeringMachine LearningData ScienceIntelligent Diagnostics +7

The emerging graph neural networks for intelligent fault diagnostics and prognostics: A guideline and a benchmark study

Tianfu Li, Zheng Zhou, Sinan Li, +3

Mechanical Systems and Signal Processing

Fault DiagnosisReliability EngineeringGraph Neural NetworksGraph TheoryMachine Learning +12

WaveletKernelNet: An Interpretable Deep Neural Network for Industrial Intelligent Diagnosis

Tianfu Li, Zhibin Zhao, Chuang Sun, +4

IEEE Transactions on Systems Man and Cybernetics Systems

Artificial IntelligenceConvolutional Neural NetworkEngineeringMachine LearningIntelligent Diagnostics +16

Multireceptive Field Graph Convolutional Networks for Machine Fault Diagnosis

Tianfu Li, Zhibin Zhao, Chuang Sun, +2

IEEE Transactions on Industrial Electronics

Fault DiagnosisGeometric LearningConvolutional Neural NetworkEngineeringMachine Learning +15

Domain Adversarial Graph Convolutional Network for Fault Diagnosis Under Variable Working Conditions

Tianfu Li, Zhibin Zhao, Chuang Sun, +2

IEEE Transactions on Instrumentation and Measurement

Artificial IntelligenceFault DiagnosisConvolutional Neural NetworkEngineeringMachine Learning +14

Discovery of an eclogite belt in the Lhasa block, Tibet: A new border for Paleo-Tethys?

Jingsui Yang, Zhiqin Xu, Zhaoli Li, +6

Journal of Asian Earth Sciences

New BorderIndia-asia Collision ZoneEngineeringGeographyEclogite Belt +7

Characteristics of the fault-related rocks, fault zones and the principal slip zone in the Wenchuan Earthquake Fault Scientific Drilling Project Hole-1 (WFSD-1)

Haibing Li, Huan Wang, Zhiqin Xu, +9

Tectonophysics

Geotechnical EngineeringFault GeometryEarthquake EngineeringEngineeringSeismology +12

Hierarchical attention graph convolutional network to fuse multi-sensor signals for remaining useful life prediction

Tianfu Li, Zhibin Zhao, Chuang Sun, +2

Reliability Engineering & System Safety

EngineeringMachine LearningData ScienceLife PredictionPredictive Analytics +6

Model-driven deep unrolling: Towards interpretable deep learning against noise attacks for intelligent fault diagnosis

Zhibin Zhao, Tianfu Li, Botao An, +4

ISA Transactions

Artificial IntelligenceFault DiagnosisIntelligent Fault DiagnosisEngineeringMachine Learning +9

Multilayer Grad-CAM: An effective tool towards explainable deep neural networks for intelligent fault diagnosis

Sinan Li, Tianfu Li, Chuang Sun, +2

Journal of Manufacturing Systems

Artificial IntelligenceFault DiagnosisIntelligent Fault DiagnosisEngineeringMachine Learning +10