Optimal Allocation of Spinning Reserves in Interconnected Energy Systems with Demand Response Using a Bivariate Wind Prediction Model

被引:3
|
作者
Bapin, Yerzhigit [1 ]
Bagheri, Mehdi [1 ,2 ]
Zarikas, Vasilios [1 ]
机构
[1] Nazarbayev Univ, Sch Engn & Digital Sci, 53 Kabanbay Batyr Ave, Nur Sultan 010000, Kazakhstan
[2] Nazarbayev Univ, Ctr Energy & Adv Mat Sci, Natl Lab Astana, Nur Sultan 010000, Kazakhstan
关键词
bivariate probability density function; demand response; equivalent assisting unit method; interconnected power systems; spinning reserves; renewable energy; RENEWABLE GENERATION; STOCHASTIC SECURITY; MARKET; LOAD; INTEGRATION; STORAGE; ERROR;
D O I
10.3390/en12203816
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
The proposed study presents a novel probabilistic method for optimal allocation of spinning reserves taking into consideration load, wind and solar forecast errors, inter-zonal spinning reserve trading, and demand response provided by consumers as a single framework. The model considers the system contingencies due to random generator outages as well as the uncertainties caused by load and renewable energy forecast errors. The study utilizes a novel approach to model wind speed and its direction using the bivariate parametric model. The proposed model is applied to the IEEE two-area reliability test system (RTS) to analyze the influence of inter-zonal power generation and demand response (DR) on the adequacy and economic efficiency of energy systems. In addition, the study analyzed the effect of the bivariate wind prediction model on obtained results. The results demonstrate that the presence of inter-zonal capacity in ancillary service markets reduce the total expected energy not supplied (EENS) by 81.66%, while inclusion of a DR program results in an additional 1.76% reduction of EENS. Finally, the proposed bivariate wind prediction model showed a 0.27% reduction in spinning reserve requirements, compared to the univariate model.
引用
收藏
页数:21
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