Chance-constrained optimal capacity design for a renewable-only islanded microgrid

被引:17
作者
Geng, Sijia [1 ]
Vrakopoulou, Maria [2 ]
Hiskens, Ian A. [1 ]
机构
[1] Univ Michigan, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USA
[2] Univ Melbourne, Dept Elect & Elect Engn, Melbourne, Vic, Australia
关键词
Microgrid capacity design; Stochastic chance-constrained optimization; Robust optimization; Principal component analysis; Affine control policy; SCENARIO APPROACH; OPTIMIZATION; SYSTEM;
D O I
10.1016/j.epsr.2020.106564
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
Microgrids offer a promising opportunity for achieving greater use of renewable generation. In this paper, we consider optimal capacity design for an islanded microgrid supplied by a wind turbine, solar panel and battery system. The objective is to reduce plant cost while ensuring energy sufficiency, taking into account stochasticity of renewable generation and load. An affine control policy is designed to dispatch battery power under uncertain renewable in-feed and load. The policy is integrated into a stochastic chance-constrained optimization problem, which is solved using a probabilistically robust method. In order to address conservativeness inherent in the robust method, we develop two approaches to set reshaping that reduce the volume of the robust set, thereby enabling less conservative designs.
引用
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页数:8
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