Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study Z Zhao, T Li, J Wu, C Sun, S Wang, R Yan, X Chen ISA Transactions 107, 224-255, 2020 | 492 | 2020 |
Waveletkernelnet: An interpretable deep neural network for industrial intelligent diagnosis T Li, Z Zhao, C Sun, L Cheng, X Chen, R Yan, RX Gao IEEE Transactions on Systems, Man, and Cybernetics: Systems 52 (4), 2302 - 2312, 2021 | 389 | 2021 |
The emerging graph neural networks for intelligent fault diagnostics and prognostics: A guideline and a benchmark study T Li, Z Zhou, S Li, C Sun, R Yan, X Chen Mechanical Systems and Signal Processing 168, 108653, 2022 | 320 | 2022 |
Multireceptive Field Graph Convolutional Networks for Machine Fault Diagnosis T Li, Z Zhao, C Sun, R Yan, X Chen IEEE Transactions on Industrial Electronics 68 (12), 12739 - 12749, 2020 | 276 | 2020 |
Domain Adversarial Graph Convolutional Network for Fault Diagnosis Under Variable Working Conditions T Li, Z Zhao, C Sun, R Yan, X Chen IEEE Transactions on Instrumentation and Measurement 70, 2021 | 242 | 2021 |
Hierarchical attention graph convolutional network to fuse multi-sensor signals for remaining useful life prediction T Li, Z Zhao, C Sun, R Yan, X Chen Reliability Engineering & System Safety 215, 107878, 2021 | 151 | 2021 |
Challenges and opportunities of AI-enabled monitoring, diagnosis & prognosis: A review Z Zhao, J Wu, T Li, C Sun, R Yan, X Chen Chinese Journal of Mechanical Engineering 34 (1), 56, 2021 | 139 | 2021 |
Model-driven deep unrolling: Towards interpretable deep learning against noise attacks for intelligent fault diagnosis Z Zhao, T Li, B An, S Wang, B Ding, R Yan, X Chen ISA transactions 129, 644-662, 2022 | 86 | 2022 |
Adaptive Channel Weighted CNN with Multi-Sensor Fusion for Condition Monitoring of Helicopter Transmission System T Li, Z Zhao, C Sun, R Yan, X Chen IEEE Sensors Journal 20 (17), 8364-8373, 2020 | 65 | 2020 |
Explainable Graph Wavelet Denoising Network for Intelligent Fault Diagnosis T Li, C Sun, S Li, Z Wang, X Chen, R Yan IEEE Transactions on Neural Networks and Learning Systems 35 (6), 8535 - 8548, 2022 | 56 | 2022 |
Multilayer Grad-CAM: An effective tool towards explainable deep neural networks for intelligent fault diagnosis S Li, T Li, C Sun, R Yan, X Chen Journal of Manufacturing Systems 69, 20-30, 2023 | 43 | 2023 |
Filter-informed spectral graph wavelet networks for multiscale feature extraction and intelligent fault diagnosis T Li, C Sun, O Fink, Y Yang, X Chen, R Yan IEEE Transactions on Cybernetics 54 (1), 506-518, 2023 | 40 | 2023 |
Improved spiking neural network for intershaft bearing fault diagnosis J Wang, T Li, C Sun, R Yan, X Chen Journal of Manufacturing Systems 65, 208-219, 2022 | 35 | 2022 |
Bayesian differentiable architecture search for efficient domain matching fault diagnosis Z Zhou, T Li, Z Zhang, Z Zhao, C Sun, R Yan, X Chen IEEE Transactions on Instrumentation and Measurement 70, 1-11, 2021 | 31 | 2021 |
Time-varying trajectory modeling via dynamic governing network for remaining useful life prediction Z Zhou, T Li, Z Zhao, C Sun, X Chen, R Yan, J Jia Mechanical Systems and Signal Processing 182, 109610, 2023 | 30 | 2023 |
WPConvNet: An interpretable wavelet packet kernel-constrained convolutional network for noise-robust fault diagnosis S Li, T Li, C Sun, X Chen, R Yan IEEE Transactions on Neural Networks and Learning Systems, 2023 | 29 | 2023 |
Physics-constraint variational neural network for wear state assessment of external gear pump W Xu, Z Zhou, T Li, C Sun, X Chen, R Yan IEEE Transactions on Neural Networks and Learning Systems, 2022 | 28 | 2022 |
Multi-scale CNN for multi-sensor feature fusion in helical gear fault detection T Li, Z Zhao, C Sun, R Yan, X Chen Procedia Manufacturing 49, 89-93, 2020 | 28 | 2020 |
Differentiable architecture search for aeroengine bevel gear fault diagnosis Z Zhou, T Li, Z Zhao, C Sun, R Yan, X Chen 2020 International Conference on Sensing, Measurement & Data Analytics in …, 2020 | 15 | 2020 |
Graph attention U-Net to fuse multi-sensor signals for long-tailed distribution fault diagnosis Y Yang, T Li, C Sun, L Zhang, R Yan Engineering Applications of Artificial Intelligence 126, 106927, 2023 | 12 | 2023 |