3 papers
eess.SY2026
Decision Support under Prediction-Induced Censoring
Yan Chen, Ruyi Huang, Cheng Liu
In many data-driven online decision systems, actions determine not only operational costs but also the data availability for future learning -- a phenomenon termed Prediction-Induc…
eess.SP2025
Causal Inference based Transfer Learning with LLMs: An Efficient Framework for Industrial RUL Prediction
Yan Chen, Cheng Liu
Accurate prediction of Remaining Useful Life (RUL) for complex industrial machinery is critical for the reliability and maintenance of mechatronic systems, but it is challenged by…
eess.SY2025
Sequential Multi-objective Multi-agent Reinforcement Learning Approach for Predictive Maintenance
Yan Chen, Cheng Liu
Existing predictive maintenance (PdM) methods typically focus solely on whether to replace system components without considering the costs incurred by inspection. However, a well-c…