Probability Efficient Point Method to Solve Joint Chance-Constrained Unit Commitment for Multi-Area Power Systems With Renewable Energy

被引:2
|
作者
Li, Jinghua [1 ]
Lin, Licheng [1 ]
Xu, Yifu [1 ]
Zhou, Shuang [1 ]
Zhu, Dunlin [1 ]
Liang, Junjie [1 ]
机构
[1] Guangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
基金
中国国家自然科学基金;
关键词
Joint chance constraint; multi-area power systems; p-efficient point; unit commitment; wind power; renewable energy; AVERAGE APPROXIMATION METHOD; STOCHASTIC OPTIMIZATION; DISPATCH; FLOW;
D O I
10.1109/TPWRS.2022.3180111
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Joint chance constraint (JCC) is a significant way to guarantee the spinning reserve in multi-area power systems with renewable energy (MAS-RE). This paper presents a novel p-efficient point (PEP) method to deal with the JCCs of unit commitment (UC) problems to guarantee the spinning reserve at the given confidence level. In the p-efficient point method, the p-efficient points are used to obtain the minimum spinning reserve requirement to satisfy the given confidence level. Based on p-efficient points, the intractable JCCs can be converted into tractable deterministic constraints directly, which avoids the complicated calculations and approximation errors of JCCs. Furthermore, an optimal mathematical programming is formulated to directly obtain p-efficient points, without assumptions on the probability distribution function (PDF) of wind power. Besides, in this paper, the applicability of the p-efficient point method is extended from positive space to both positive and negative space. Simulation results demonstrate that the proposed approach has better performances in scheduling spinning reserve than the popular Sample Average Approximation (SAA), Partial Sample Average Approximation (PSAA) and the Kernel Density Estimation (KDE) combined with Boole's inequality.
引用
收藏
页码:2120 / 2133
页数:14
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