Coordination for multienergy microgrids using multiagent reinforcement learning
File(s)
Author(s)
Qiu, Dawei
Chen, Tianyi
Strbac, Goran
Bu, Shengrong
Type
Journal Article
Abstract
Multienergy microgrids (MEMGs) have significant potential to offer high energy utilization efficiency and system flexibility. The coordination of these MEMGs poses challenges due to the various system dynamics and uncertainties and the need to preserve privacy. This article proposes a double auction (DA)-market-based coordination framework. As such, MEMGs can not only schedule their own energy components but also trade energy with others in the DA market. After that, we formulate this problem as Markov games and propose a multiagent reinforcement learning method by making use of the DA market public information to enhance the stability with privacy perseverance. Case studies involving a real-world scenario validate the superior performance of the proposed method in reducing both the energy costs and the carbon emissions.
Date Issued
2023-04-01
Date Acceptance
2022-04-07
Citation
IEEE Transactions on Industrial Informatics, 2023, 19 (4), pp.5689-5700
ISSN
1551-3203
Publisher
Institute of Electrical and Electronics Engineers
Start Page
5689
End Page
5700
Journal / Book Title
IEEE Transactions on Industrial Informatics
Volume
19
Issue
4
Copyright Statement
CCBY - IEEE is not the copyright holder of this material. Please follow the instructions via https://creativecommons.org/licenses/by/4.0/ to obtain full-text articles and stipulations in the API documentation.
License URL
Identifier
https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000967075500001&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=a2bf6146997ec60c407a63945d4e92bb
Subjects
Automation & Control Systems
Carbon emissions
Cogeneration
Computer Science
Computer Science, Interdisciplinary Applications
ENERGY
energy coordination
Engineering
Engineering, Industrial
Indexes
Mathematical models
Microgrids
multiagent reinforcement learning (MARL)
multienergy microgrid (MEMG)
Privacy
Resistance heating
Science & Technology
Technology
Uncertainty
Publication Status
Published
Date Publish Online
2022-04-19