Search Results for author: Junjie Qin

Found 3 papers, 0 papers with code

On the Choice of Loss Function in Learning-based Optimal Power Flow

no code implementations1 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.

Mobile Energy Storage in Power Network: Marginal Value and Optimal Operation

no code implementations17 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.

Electric Vehicle Battery Sharing Game for Mobile Energy Storage Provision in Power Networks

no code implementations14 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.

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