Chance-Constrained Peer-to-Peer Joint Energy and Reserve Market Considering Renewable Generation Uncertainty

Zhenwei Guo, Pierre Pinson, Shibo Chen, Qinmin Yang, Zaiyue Yang

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Abstract

Due to the fast development of distributed energy resources and demand-side response management, agents in electricity markets are becoming more proactive, which boosts the development of peer-to-peer (P2P) market mechanisms. However, to our knowledge, none of the existing works considers clearing both energy and reserve via a P2P market mechanism in order to compensate for the uncertainty originating from renewable generation and allocate the reserve cost induced by uncertainty fairly. In this paper, a novel P2P joint energy and reserve market is proposed, where each agent can negotiate with neighboring agents to determine the quantities and prices of traded energy and reserve. We model the renewable generation uncertainty by versatile distribution and determine the required reserve based on a chance-constrained optimization approach. Then, a fully decentralized P2P market based on consensus alternating direction method of multipliers (ADMM) theory is proposed. In addition, to further lower the social cost, we exploit the correlation and complementarity among uncertainties and design a renewable community-based market, where all renewable agents share uncertainty information to community manager for calculating total required reserve. Finally, simulation results show the convergence performance, fairness and scalability of our market mechanism.
Original languageEnglish
JournalIEEE Transactions on Smart Grid
VolumePP
Issue number99
Number of pages12
ISSN1949-3053
DOIs
Publication statusAccepted/In press - 2021

Keywords

  • Peer-to-peer market
  • Joint energy and reserve market, consensus ADMM
  • Chance-constrained
  • Uncertainty correlation
  • Versatile distribution
  • Gaussian mixture model

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