· Publications
Current position:
Prof Lei Ren
>
Publications
.Industrial Metaverse for Smart Manufacturing: Model, Architecture, and Applications:IEEE Transactions on Cybernetics,2024,54(5):2683-2695
.Single/Multi-Source Black-Box Domain Adaption for Sensor Time Series Data:IEEE Transactions on Cybernetics,2024
.A Lightweight Group Transformer-Based Time Series Reduction Network for Edge Intelligence and Its Application in Industrial RUL Prediction:IEEE Transactions on Neural Networks and Learning Systems,2024
.Digital Twin Robotic System With Continuous Learning for Grasp Detection in Variable Scenes:IEEE Transactions on Industrial Electronics,2024,71(7):7653-7663
.Deep learning for time-series prediction in IIoT: progress, challenges, and prospects:IEEE transactions on neural networks and learning systems,2023
.Time-varying Gaussian Encoder based Adaptive Sensor-Weighted Method for Turbofan Engine Remaining Useful Life Prediction:IEEE Transactions on Instrumentation and Measurement,2023,72:1-11
.Temporal–Frequency Attention Focusing for Time Series Extrinsic Regression via Auxiliary Task:IEEE Transactions on Neural Networks and Learning Systems,2023
.Meta-learning based domain generalization framework for fault diagnosis with gradient aligning and semantic matching:IEEE Transactions on Industrial Informatics,2024,20(1):754-764.
.DLformer: A dynamic length transformer-based network for efficient feature representation in remaining useful life prediction:IEEE transactions on neural networks and learning systems,2024,35(5):5942-5952
.A lightweight and adaptive knowledge distillation framework for remaining useful life prediction:IEEE Transactions on Industrial Informatics,2023,19(8):9060-9070