Medium- and Long-Term Power System Planning Method Based on Source-Load Uncertainty Modeling

被引:0
|
作者
Yao, Wenfeng [1 ]
Huo, Ziyu [2 ]
Zou, Jin [1 ]
Wu, Chen [3 ]
Wang, Jiayang [1 ]
Wang, Xiang [2 ]
Lu, Siyu [1 ]
Xie, Yigong [3 ]
Zhuo, Yingjun [1 ]
Liang, Jinbing [1 ]
Huang, Run [3 ]
Cheng, Ming [1 ]
Lu, Zongxiang [2 ]
机构
[1] China Southern Power Grid, Elect Power Res Inst, Guangzhou 510663, Peoples R China
[2] Tsinghua Univ, Dept Elect Engn, Beijing 610213, Peoples R China
[3] Yunnan Power Grid Co Ltd, Kunming 100084, Peoples R China
关键词
source-load uncertainty; joint probability distribution; scenario generation; scenario reduction; multi-scenario stochastic programming; COPULAS;
D O I
10.3390/en17205088
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
In order to consider the impact of source-load uncertainty on traditional power system planning methods, a medium- and long-term optimization planning method based on source-load uncertainty modeling and time-series production simulation is proposed. First, a new energy output probability model is developed using non-parametric kernel density estimation, and the spatial correlation of the new energy output is described using pair-copula theory to model the uncertainty analysis of the new energy output. Secondly, a large number of source-load scenarios are generated using the Markov chain Monte Carlo simulation method, and the optimal selection method for discrete state numbers is provided, and then the scenario reduction is carried out using the fast forward elimination technology. Finally, the typical time-series curves of the source-load uncertainty characteristics obtained are incorporated into the optimization planning method together with various flexible resources, such as the demand-side response and energy storage, and the rationality of the planning scheme is judged and optimized based on key indicators such as the cost, wind-light abandonment rate, and loss-of-load rate. Based on the above methods, this paper offers an example of the power supply planning scheme for a certain region in the next 30 years, providing effective guidance for the development of new energy in the region.
引用
收藏
页数:17
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