Correlated wind-power production and electric load scenarios for investment decisions

被引:197
作者
Baringo, L. [1 ]
Conejo, A. J. [1 ]
机构
[1] Univ Castilla La Mancha, Dept Elect Engn, E-13071 Ciudad Real, Spain
关键词
Clustering; Correlated scenarios; Electric load; Investment; Stochastic programming; Wind-power;
D O I
10.1016/j.apenergy.2012.06.002
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
Stochastic programming constitutes a useful tool to address investment problems. This technique represents uncertain input data using a set of scenarios, which should accurately describe the involved uncertainty. In this paper, we propose two alternative methodologies to efficiently generate electric load and wind-power production scenarios, which are used as input data for investment problems. The two proposed methodologies are based on the load- and wind-duration curves and on the K-means clustering technique, and allow representing the uncertainty of and the correlation between electric load and wind-power production. A case study pertaining to wind-power investment is used to show the interest of the proposed methodologies and to illustrate how the selection of scenarios has a significant impact on investment decisions. (c) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:475 / 482
页数:8
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