IEEE

Decision-Focused Learning for Power System Decision-Making Under Uncertainty

Abstract: More accurate forecasts may not necessarily lead to better decision-making. To address this challenge, decision-focused learning (DFL) has been proposed as a new branch of machine learning ...
IEEE

Risk-Aware Modeling of Control Loss Using Reinforcement Learning and Partially Observable Markov Decision Process Models

Abstract: This article presents an approach for identifying high-risk control loss situations in digital environments by combining reinforcement learning methods with decision-making models under ...