Optimal probabilistic energy management in a typical micro-grid based-on robust optimization and point estimate method

被引:163
作者
Alavi, Seyed Arash [1 ]
Ahmadian, Ali [1 ]
Aliakbar-Golkar, Masoud [1 ]
机构
[1] KN Toosi Univ Technol, Fac Elect Engn, Tehran, Iran
关键词
Uncertainty; Robust optimization; Point estimate method; Energy management; Micro-grid; POWER; SYSTEMS; UNCERTAINTY; GENERATION;
D O I
10.1016/j.enconman.2015.02.042
中图分类号
O414.1 [热力学];
学科分类号
070201 [理论物理];
摘要
Uncertainty can be defined as the probability of difference between the forecasted value and the real value. As this probability is small, the operation cost of the power system will be less. This purpose necessitates modeling of system random variables (such as the output power of renewable resources and the load demand) with appropriate and practicable methods. In this paper, an adequate procedure is proposed in order to do an optimal energy management on a typical micro-grid with regard to the relevant uncertainties. The point estimate method is applied for modeling the wind power and solar power uncertainties, and robust optimization technique is utilized to model load demand uncertainty. Finally, a comparison is done between deterministic and probabilistic management in different scenarios and their results are analyzed and evaluated. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:314 / 325
页数:12
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