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eess.SY2024★ 5 cited
Decision-Oriented Learning for Future Power System Decision-Making under Uncertainty
Ran Li, Haipeng Zhang, Mingyang Sun +4
Better forecasts may not lead to better decision-making. To address this challenge, decision-oriented learning (DOL) has been proposed as a new branch of machine learning that repl…
eess.SY2023
Adaptive Decision-Objective Loss for Forecast-then-Optimize in Power Systems
Haipeng Zhang, Ran Li, Mingyang Sun +1
Forecast-then-optimize is a widely-used framework for decision-making problems in power systems. Traditionally, statistical losses have been employed to train forecasting models, b…