Multi-Stage Modeling With Recourse Decisions for Solving Stochastic Complementarity Problems With an Application in Energy

被引:0
|
作者
Chanpiwat, Pattanun [1 ]
Gabriel, Steven A. [2 ,3 ,4 ,5 ]
Brown, Maxwell [6 ,7 ]
机构
[1] Chulachomklao Royal Mil Acad, Dept Civil Engn, Nakhon Nayok 26000, Thailand
[2] Univ Maryland, Mech Engn Dept, College Pk, MD 20742 USA
[3] Univ Maryland, Appl Math Stat & Sci Computat Program, College Pk, MD 20742 USA
[4] Norwegian Univ Sci & Technol NTNU, Energy Transit Programme, N-7491 Trondheim, Norway
[5] Aalto Univ, Dept Math & Syst Anal, Espoo 02150, Finland
[6] Natl Renewable Energy Lab NREL, Golden, CO 80401 USA
[7] Colorado Sch Mines, Dept Econ & Business, Golden, CO 80401 USA
关键词
Batteries; Stochastic processes; Renewable energy sources; Costs; Optimization; Power generation; Uncertainty; Battery storage; market power; game theory; mixed complementarity problem; energy modeling; STORAGE; SYSTEM;
D O I
10.1109/TPWRS.2023.3328963
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a multi-stage model with recourse decisions for solving complementarity problems in a competitive electricity market under uncertainty, while also considering renewable energy technologies and battery storage utilization. The model is based on a Nash-Cournot formulation of imperfect competition among power producers. We analyze the value of variable renewable energy (VRE) and battery storage under different uncertainties, such as demand level and VRE availability. To illustrate the proposed model, we apply it to three-bus five-player model and analyze different cases varying costs, including a user-optimal perspective (with market power) and a system-optimal perspective (with central planning). We also consider the potential for congestion in the system by restricting the transmission capacity between a single interface that connects two buses. Our findings show that increasing the battery storage capacity results in a decrease in the need for perfect information about future uncertainties. Additionally, as the model allows for more uncertainty, it becomes more apparent that the stochastic mixed complementarity problem (MCP) has an advantage over a deterministic equivalent. We propose the use of the Value of the Stochastic Equilibrium Solution (VSES) as a quality metric to compare the stochastic MCP with its deterministic equivalent. Overall, expanding battery storage capacity can lower the maximum, mean, and variance values of delivered prices, but there are diminishing returns to this approach.
引用
收藏
页码:4935 / 4948
页数:14
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