Chance-Constrained Equilibrium in Electricity Markets With Asymmetric Forecasts

被引:0
|
作者
Dvorkin, Vladimir [1 ]
Kazempour, Jalal [1 ]
Pinson, Pierre [1 ]
机构
[1] Tech Univ Denmark, Dept Elect Engn, Lyngby, Denmark
关键词
Chance-constrained programming; Equilibrium; Forecast asymmetry; Information asymmetry; Uncertainty; OPTIMIZATION;
D O I
10.1109/pmaps47429.2020.9183423
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
We develop a stochastic equilibrium model for an electricity market with asymmetric renewable energy forecasts. In our setting, market participants optimize their profits using public information about a conditional expectation of energy production but use private information about the forecast error distribution. This information is given in the form of samples and incorporated into profit-maximizing optimizations of market participants through chance constraints. We model information asymmetry by varying the sample size of participants' private information. We show that with more information available, the equilibrium gradually converges to the ideal solution provided by the perfect information scenario. Under information scarcity, however, we show that the market converges to the ideal equilibrium if participants are to infer the forecast error distribution from the statistical properties of the data at hand or share their private forecasts.
引用
收藏
页数:6
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