Distributed Robust Optimal Dispatch for the Microgrid Considering Output Correlation between Wind and Photovoltaic

被引:0
|
作者
Li M. [1 ]
Furifu C. [1 ]
Ge C. [2 ]
Zheng Y. [1 ]
Lin S. [2 ]
Liu R. [2 ]
机构
[1] New Power System Technology Research Institute, Electric Power Research Institute, The Electric Power Research Institute of State Grid Xinjiang Electric Power Co., Ltd, Urumqi
[2] The College of Electrical Engineering, Shanghai University of Electric Power, Shanghai
基金
中国国家自然科学基金;
关键词
distributionally robust optimization; Frank-Copula function; Microgrid; scenario generation and reduction; uncertainty;
D O I
10.32604/ee.2023.027215
中图分类号
学科分类号
摘要
As an effective carrier of integrated clean energy, the microgrid has attracted wide attention. The randomness of renewable energies such as wind and solar power output brings a significant cost and impact on the economics and reliability of microgrids. This paper proposes an optimization scheme based on the distributionally robust optimization (DRO) model for a microgrid considering solar-wind correlation. Firstly, scenarios of wind and solar power output scenarios are generated based on non-parametric kernel density estimation and the Frank-Copula function; then the generated scenario results are reduced by K-means clustering; finally, the probability confidence interval of scenario distribution is constrained by 1-norm and ∞-norm. The model is solved by a column-and-constraint generation algorithm. Experimental studies are conducted on a microgrid system in Jiangsu, China and the obtained scheduling solution turned out to be superior under wind and solar power uncertainties, which verifies the effectiveness of the proposed DRO model. © 2023, Tech Science Press. All rights reserved.
引用
收藏
页码:1775 / 1801
页数:26
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