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2020 – today
- 2024
[j12]Baoxue Li, Pengyu Song, Chunhui Zhao
:
Fusing consensus knowledge: A federated learning method for fault diagnosis via privacy-preserving reference under domain shift. Inf. Fusion 106: 102290 (2024)- [j11]Baoxue Li, Pengyu Song, Chunhui Zhao, Min Xie:
Facing spatiotemporal heterogeneity: A unified federated continual learning framework with self-challenge rehearsal for industrial monitoring tasks. Knowl. Based Syst. 289: 111491 (2024) - [j10]Jiaye Wang, Pengyu Song, Chunhui Zhao:
Towards consensual representation: Model-agnostic knowledge extraction for dual heterogeneous federated fault diagnosis. Neural Networks 179: 106618 (2024) - [j9]Jiawei Chen, Pengyu Song, Chunhui Zhao:
Multi-scale self-supervised representation learning with temporal alignment for multi-rate time series modeling. Pattern Recognit. 145: 109943 (2024) - [j8]Chang Tian, Pengyu Song, Chunhui Zhao, Jinliang Ding:
Structure Feature Extraction for Hierarchical Alarm Flood Classification and Alarm Prediction. IEEE Trans Autom. Sci. Eng. 21(3): 3944-3954 (2024) - [j7]Pengyu Song, Chunhui Zhao, Jinliang Ding, Shunyi Zhao:
Multimodal Decoupled Representation With Compatibility Learning for Explicit Nonstationary Process Monitoring. IEEE Trans. Ind. Electron. 71(7): 8121-8131 (2024) - [j6]Pengyu Song, Chunhui Zhao, Biao Huang, Jinliang Ding:
Explicit Representation and Customized Fault Isolation Framework for Learning Temporal and Spatial Dependencies in Industrial Processes. IEEE Trans. Neural Networks Learn. Syst. 35(3): 2997-3011 (2024) - [j5]Pengyu Song, Chunhui Zhao:
Slow Down to Go Better: A Survey on Slow Feature Analysis. IEEE Trans. Neural Networks Learn. Syst. 35(3): 3416-3436 (2024) - 2023
- [j4]Pengyu Song, Chunhui Zhao, Biao Huang:
MPGE and RootRank: A sufficient root cause characterization and quantification framework for industrial process faults. Neural Networks 161: 397-417 (2023) - [j3]Jiawei Chen, Pengyu Song, Chunhui Zhao, Jinliang Ding:
Spatiotemporal Multiscale Correlation Embedding With Process Variable Reorder for Industrial Soft Sensing. IEEE Trans. Instrum. Meas. 72: 1-10 (2023) - 2022
- [j2]Pengyu Song, Chunhui Zhao, Biao Huang:
SFNet: A slow feature extraction network for parallel linear and nonlinear dynamic process monitoring. Neurocomputing 488: 359-380 (2022) - [j1]Pengyu Song, Chunhui Zhao, Biao Huang, Min Wu:
Sparse and Time-Varying Predictive Relation Extraction for Root Cause Quantification of Nonstationary Process Faults. IEEE Trans. Instrum. Meas. 71: 1-13 (2022) - 2020
- [i2]Haoyan Xu, Yida Huang, Ziheng Duan, Jie Feng, Pengyu Song:
Multivariate Time Series Forecasting Based on Causal Inference with Transfer Entropy and Graph Neural Network. CoRR abs/2005.01185 (2020) - [i1]Haoyan Xu, Ziheng Duan, Yida Huang, Jie Feng, Anni Ren, Qianru Zhang, Pengyu Song, Xiaoqian Wang:
Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting. CoRR abs/2008.07730 (2020)
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