Integrated Stochastic Optimal Self-Scheduling for Two-Settlement Electricity Markets

被引:3
|
作者
Pan, Kai [1 ]
Guan, Yongpei [2 ]
机构
[1] Hong Kong Polytech Univ, Fac Business, Dept Logist & Maritime Studies, Hung Hom,Kowloon, Hong Kong, Peoples R China
[2] Univ Florida, Dept Ind & Syst Engn, Gainesville, FL 32611 USA
基金
美国国家科学基金会;
关键词
innovative formulation; renewable generation; self-scheduling; stochastic optimization; UNIT COMMITMENT; OPTIMIZATION; GENERATION; STORAGE; FORMULATION;
D O I
10.1287/ijoc.2021.1150
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The complexity of current electricity wholesale markets and the increased volatility of electricity prices because of the intermittent nature of renewable generation make independent power producers (IPPs) face significant challenges to submit offers. This challenge increases for those owning traditional coal-fired thermal generators and renewable generation. In this paper, an integrated stochastic optimal strategy is proposed for an IPP using the self-scheduling approach through its participation in both day-ahead and realtime markets (i.e., two-settlement electricity markets) as a price taker. In the proposed approach, the IPP submits an offer for all periods to the day-ahead market for which a multistage stochastic programming setting is explored for providing real-time market offers for each period as a recourse. This strategy has the advantage of achieving overall maximum profits for both markets in the given operational time horizon. Such a strategy is theoretically proved to be more profitable than alternative self-scheduling strategies as it takes advantage of the continuously realized scenario information of the renewable energy output and real-time prices over time. To improve computational efficiency, we explore polyhedral structures to derive strong valid inequalities, including convex hull descriptions for certain special cases, thus strengthening the formulation of our proposed model. Polynomial-time separation algorithms are then established for the derived exponential-sized inequalities to speed up the branch-and-cut process. Finally, both numerical and real case studies demonstrate the potential of the proposed strategy.
引用
收藏
页码:1819 / 1840
页数:22
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