Incorporating Massive Scenarios in Transmission Expansion Planning With High Renewable Energy Penetration

被引:68
|
作者
Zhuo, Zhenyu [1 ]
Du, Ershun [1 ]
Zhang, Ning [1 ]
Kang, Chongqing [1 ]
Xia, Qing [1 ]
Wang, Zhidong [2 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
[2] State Grid Econ & Technol Res Inst Co Ltd, Beijing 102209, Peoples R China
关键词
Transmission expansion planning; high renewable penetration; scenario clustering; benders decomposition; multiple parametric linear programming; WIND; REDUCTION; LOAD; SYSTEMS; ROBUST; GENERATION; FRAMEWORK; SELECTION; MODEL;
D O I
10.1109/TPWRS.2019.2938618
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
High renewable energy penetration profoundly increases the diversity of operating statuses for the power system. Therefore, massive operating scenarios need to be considered in transmission expansion planning (TEP) to fully reflect the impact of renewable energy on power system operation. Usually, representative scenarios need to be selected to reduce the computational burden of TEP. However, the impact of abandoning many scenarios is unclear because investment decisions are highly non-linear with respect to the input scenarios. In this paper, we propose a TEP model to effectively consider massive scenarios without reduction. We use Benders decomposition to divide the TEP problem into an investment master problem and many operation subproblems. Multiple parametric linear programming (MPLP) is applied to cluster the operation subproblems in each iteration. Here, only one operation subproblem needs to be solved in each cluster, and the results of other subproblems in the same cluster can be analytically obtained. The clustering process is objective-based and self-updated dynamically during each iteration so that the effects of all the scenarios on investment decisions are considered. The efficiency improvement and effectiveness of the proposed method are illustrated through case studies on the modified Garver's 6-bus, IEEE RTS-79, IEEE RTS-96, and realistic-sized test system.
引用
收藏
页码:1061 / 1074
页数:14
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