no code implementations • 1 Feb 2024 • Ge Chen, Junjie Qin
The first trains a mapping from the loads to the optimal dispatch decisions, utilizing mean square error (MSE) between predicted and optimal dispatch decisions as the loss function.
no code implementations • 17 Mar 2023 • Utkarsha Agwan, Junjie Qin, Kameshwar Poolla, Pravin Varaiya
This paper examines the marginal value of mobile energy storage, i. e., energy storage units that can be efficiently relocated to other locations in the power network.
no code implementations • 14 Sep 2022 • Utkarsha Agwan, Junjie Qin, Kameshwar Poolla, Pravin Varaiya
In this paper, we consider two types of EV drivers who may be willing to provide mobile storage service using their EVs: commuters taking a fixed route, and on-demand EV drivers who receive incentives from a transportation network company (TNC) and are willing to take any route.