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cs.LG2023★ 2 cited
Price-Aware Deep Learning for Electricity Markets
Vladimir Dvorkin, Ferdinando Fioretto
While deep learning gradually penetrates operational planning, its inherent prediction errors may significantly affect electricity prices. This letter examines how prediction error…
cs.LG2022
Emission-Aware Optimization of Gas Networks: Input-Convex Neural Network Approach
Vladimir Dvorkin, Samuel Chevalier, Spyros Chatzivasileiadis
Gas network planning optimization under emission constraints prioritizes gas supply with the least CO intensity. As this problem includes complex physical laws of gas flow, sta…