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eess.SY2025
A Decision-Focused Predict-then-Bid Framework for Strategic Energy Storage
Ming Yi, Yiqian Wu, Saud Alghumayjan +2
This paper introduces a novel decision-focused framework for energy storage arbitrage bidding. Inspired by the bidding process for energy storage in electricity markets, we propose…
eess.SY2024
Perturbed Decision-Focused Learning for Modeling Strategic Energy Storage
Ming Yi, Saud Alghumayjan, Bolun Xu
This paper presents a novel decision-focused framework integrating the physical energy storage model into machine learning pipelines. Motivated by the model predictive control for…