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Chance-Constrained Peer-to-Peer Joint Energy and Reserve Market Considering Renewable Generation Uncertainty
- Source :
- Guo, Z, Pinson, P, Chen, S, Yang, Q & Yang, Z 2021, ' Chance-Constrained Peer-to-Peer Joint Energy and Reserve Market Considering Renewable Generation Uncertainty ', IEEE Transactions on Smart Grid, vol. 12, no. 1, pp. 798-809 . https://doi.org/10.1109/TSG.2020.3019603
- Publication Year :
- 2021
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2021.
-
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 article, 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.
- Subjects :
- Chance-constrained
Reserve requirement
General Computer Science
business.industry
Computer science
020209 energy
Social cost
020208 electrical & electronic engineering
Peer-to-peer market
Versatile distribution
02 engineering and technology
Environmental economics
Joint energy and reserve market, consensus ADMM
Renewable energy
Gaussian mixture model
Market mechanism
Order (exchange)
Complementarity (molecular biology)
Distributed generation
0202 electrical engineering, electronic engineering, information engineering
Uncertainty correlation
SDG 7 - Affordable and Clean Energy
Electricity
business
Subjects
Details
- ISSN :
- 19493061 and 19493053
- Volume :
- 12
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Smart Grid
- Accession number :
- edsair.doi.dedup.....d2ba236615b68bb90ce6731582357b82
- Full Text :
- https://doi.org/10.1109/tsg.2020.3019603