most citedArbitrage of Energy Storage in Electricity Markets with Deep Reinforcement Learning

26 citations · 27 across the 2 of their papers we have counts for

collaborators

6 papers

cs.LG201926 cited

Arbitrage of Energy Storage in Electricity Markets with Deep Reinforcement Learning

Hanchen Xu, Xiao Li, Xiangyu Zhang +1

In this letter, we address the problem of controlling energy storage systems (ESSs) for arbitrage in real-time electricity markets under price uncertainty. We first formulate this…

math.OC20191 cited

Data-Driven Online Optimization for Enhancing Power System Oscillation Damping

Zhihao Chen, Hanchen Xu, Junbo Zhang +1

This paper reports an initial work on power system oscillation damping improvement using a data-driven online optimization method. An online oscillation damping optimization mod-el…

math.OC2019

Data-driven Voltage Regulation in Radial Power Distribution Systems

Hanchen Xu, Alejandro D. Domínguez-García, Venugopal V. Veeravalli +1

In this paper, we develop a data-driven voltage regulation framework for distributed energy resources (DERs) in a balanced radial power distribution system. The objective is to det…

cs.LG2018

Learning Dynamical Demand Response Model in Real-Time Pricing Program

Hanchen Xu, Hongbo Sun, Daniel Nikovski +2

Price responsiveness is a major feature of end use customers (EUCs) that participate in demand response (DR) programs, and has been conventionally modeled with static demand functi…

math.OC2018

Optimal Tap Setting of Voltage Regulation Transformers Using Batch Reinforcement Learning

Hanchen Xu, Alejandro D. Domínguez-García, Peter W. Sauer

In this paper, we address the problem of setting the tap positions of load tap changers (LTCs) for voltage regulation in radial power distribution systems under uncertain load dyna…

math.OC2018

Data-driven Coordination of Distributed Energy Resources for Active Power Provision

Hanchen Xu, Alejandro D. Domínguez-García, Peter W. Sauer

In this paper, we propose a framework for coordinating distributed energy resources (DERs) connected to a power distribution system, the model of which is not completely known, so…