Pengyu Song

21 papers Journal 20Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Addressing inconsistency confusion: Temporal causal inference via fuzzy knowledge-data link consistency mining for root cause tracing.
Expert Syst. Appl.
Pengyu Song, Jun Zou, Kaiwei Wang
2025 J jnl
Addressing Heterogeneous Time-Frequency Causality: Source Consistency Exploring for Industrial Root Cause Alignment and Diagnosis.
IEEE Trans. Cybern.
Pengyu Song, Chunhui Zhao, Biao Huang
2025 J jnl
From Static and Dynamic Perspectives: A Survey on Historical Data Benchmarks of Control Performance Monitoring.
IEEE CAA J. Autom. Sinica
Pengyu Song, Jie Wang, Chunhui Zhao, Biao Huang
2025 J jnl
Fuzzy State-Driven Cross-Time Spatial Dependence Learning for Multivariate Time-Series Anomaly Detection.
IEEE Trans. Neural Networks Learn. Syst.
Kun Zhu, Pengyu Song, Chunhui Zhao
2025 J jnl
Unified Low-Dimensional Subspace Analysis of Continuous and Binary Variables for Industrial Process Monitoring.
IEEE Trans. Cybern.
Junhao Chen, Chunhui Zhao, Pengyu Song, Min Xie
2024 J jnl
Explicit Representation and Customized Fault Isolation Framework for Learning Temporal and Spatial Dependencies in Industrial Processes.
IEEE Trans. Neural Networks Learn. Syst.
Pengyu Song, Chunhui Zhao, Biao Huang, Jinliang Ding
2024 J jnl
Facing spatiotemporal heterogeneity: A unified federated continual learning framework with self-challenge rehearsal for industrial monitoring tasks.
Knowl. Based Syst.
Baoxue Li, Pengyu Song, Chunhui Zhao, Min Xie
2024 J jnl
Fusing consensus knowledge: A federated learning method for fault diagnosis via privacy-preserving reference under domain shift.
Inf. Fusion
Baoxue Li, Pengyu Song, Chunhui Zhao
2024 J jnl
Hybrid Probabilistic Slow Feature Analysis of Continuous and Binary Data for Dynamic Process Monitoring.
IEEE Trans. Syst. Man Cybern. Syst.
Junhao Chen, Pengyu Song, Chunhui Zhao, Min Xie
2024 J jnl
Multi-scale self-supervised representation learning with temporal alignment for multi-rate time series modeling.
Pattern Recognit.
Jiawei Chen, Pengyu Song, Chunhui Zhao
2024 J jnl
Multimodal Decoupled Representation With Compatibility Learning for Explicit Nonstationary Process Monitoring.
IEEE Trans. Ind. Electron.
Pengyu Song, Chunhui Zhao, Jinliang Ding, Shunyi Zhao
2024 — conf
Optimization of Machine Vision Dynamic Monitoring System Based on Deep Learning Algorithms.
IoTML
Yuan Wang, Lei Chen, Jiacheng Nie, Wenkai Ma, Pengyu Song, Di Mei
2024 J jnl
Slow Down to Go Better: A Survey on Slow Feature Analysis.
IEEE Trans. Neural Networks Learn. Syst.
Pengyu Song, Chunhui Zhao
2024 J jnl
Structure Feature Extraction for Hierarchical Alarm Flood Classification and Alarm Prediction.
IEEE Trans Autom. Sci. Eng.
Chang Tian, Pengyu Song, Chunhui Zhao, Jinliang Ding
2024 J jnl
Towards consensual representation: Model-agnostic knowledge extraction for dual heterogeneous federated fault diagnosis.
Neural Networks
Jiaye Wang, Pengyu Song, Chunhui Zhao
2023 J jnl
MPGE and RootRank: A sufficient root cause characterization and quantification framework for industrial process faults.
Neural Networks
Pengyu Song, Chunhui Zhao, Biao Huang
2023 J jnl
Spatiotemporal Multiscale Correlation Embedding With Process Variable Reorder for Industrial Soft Sensing.
IEEE Trans. Instrum. Meas.
Jiawei Chen, Pengyu Song, Chunhui Zhao, Jinliang Ding
2022 J jnl
SFNet: A slow feature extraction network for parallel linear and nonlinear dynamic process monitoring.
Neurocomputing
Pengyu Song, Chunhui Zhao, Biao Huang
2022 J jnl
Sparse and Time-Varying Predictive Relation Extraction for Root Cause Quantification of Nonstationary Process Faults.
IEEE Trans. Instrum. Meas.
Pengyu Song, Chunhui Zhao, Biao Huang, Min Wu
2020 J jnl
Multivariate Time Series Forecasting Based on Causal Inference with Transfer Entropy and Graph Neural Network.
CoRR
Haoyan Xu, Yida Huang, Ziheng Duan, Jie Feng, Pengyu Song
2020 J jnl
Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting.
CoRR
Haoyan Xu, Ziheng Duan, Yida Huang, Jie Feng, Anni Ren, Qianru Zhang, Pengyu Song, Xiaoqian Wang