no code implementations • 9 Jun 2022 • Jingtao Qin, Yuanqi Gao, Mikhail Bragin, Nanpeng Yu
Unit commitment (UC) is a fundamental problem in the day-ahead electricity market, and it is critical to solve UC problems efficiently.
1 code implementation • 20 Apr 2022 • Yuanqi Gao, Nanpeng Yu
To facilitate the development of reinforcement learning (RL) based power distribution system Volt-VAR control (VVC), this paper introduces a suite of open-source datasets for RL-based VVC algorithm research that is sample efficient, safe, and robust.
no code implementations • 1 Nov 2021 • Zuzhao Ye, Yuanqi Gao, Nanpeng Yu
In this paper, we propose a novel centralized allocation and decentralized execution (CADE) reinforcement learning (RL) framework to maximize the charging station's profit.
no code implementations • 6 Jul 2020 • Yuanqi Gao, Wei Wang, Nanpeng Yu
Volt-VAR control (VVC) is a critical application in active distribution network management system to reduce network losses and improve voltage profile.
no code implementations • 15 Feb 2019 • Brandon Foggo, Nanpeng Yu, Jie Shi, Yuanqi Gao
It then bounds this expected total variation as a function of the size of randomly sampled datasets in a fairly general setting, and without bringing in any additional dependence on model complexity.