Optimal Vehicle Charging in Bilevel Power-Traffic Networks via Charging Demand Function

Y Zhang, S Dey, Y Shi - IEEE Transactions on Smart Grid, 2023 - ieeexplore.ieee.org
Electric vehicle (EV) charging couples the operation of power and traffic networks.
Specifically, the power network determines the charging price at various locations, while …

[HTML][HTML] Distributed battery dispatch for uncertainty mitigation in renewable microgrids

SB Sharma, JT Lee, DS Callaway - Electric Power Systems Research, 2024 - Elsevier
In this work, we propose and analyze battery-level approaches to mitigate system welfare
losses due to total energy forecast errors in energy-constrained microgrids. We present a …

Perturbed Decision-Focused Learning for Modeling Strategic Energy Storage

M Yi, S Alghumayjan, B Xu - arXiv preprint arXiv:2406.17085, 2024 - arxiv.org
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 …

Estimating the Unobservable Components of Electricity Demand Response with Inverse Optimization

A Esteban-Perez, D Bunn… - arXiv preprint arXiv …, 2024 - arxiv.org
Understanding and predicting the electricity demand responses to prices are critical
activities for system operators, retailers, and regulators. While conventional machine …