Dawei Qiu — accepted AI-conference papers

2021

Multi-Agent Reinforcement Learning for Automated Peer-to-Peer Energy Trading in Double-Side Auction Market

Dawei Qiu, Jianhong Wang, Junkai Wang, Goran Strbac

IJCAI 2021poster

With increasing prosumers employed with distributed energy resources (DER), advanced energy management has become increasingly important. To this end, integrating demand-side DER into electricity market is a trend for future smart grids. The double-side auction (DA) market is viewed as a promising p…

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2020

Model-Free Real-Time Autonomous Energy Management for a Residential Multi-Carrier Energy System: A Deep Reinforcement Learning Approach

Yujian Ye, Dawei Qiu, Jonathan Ward, Marcin Abram

IJCAI 2020poster

The problem of real-time autonomous energy management is an application area that is receiving unprecedented attention from consumers, governments, academia, and industry. This paper showcases the first application of deep reinforcement learning (DRL) to real-time autonomous energy management for a…

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