Optimal Microgrid Energy Management Integrating Intermittent Renewable Energy and Stochastic Load

被引:0
|
作者
Ji, Ying [1 ]
Wang, Jianhui [1 ]
Yan, Shijie [1 ]
Gao, Wenzhong [2 ]
Li, Hepeng [3 ]
机构
[1] Northestern Univ, Coll Informat Sci & Engn, Shenyang 110819, Peoples R China
[2] Univ Denver, Dept Elect & Comp Engn, Denver, CO 80208 USA
[3] Chinese Acad Sci, Shenyang Inst Automat, Lab Networked Control Syst, Shenyang 110016, Peoples R China
关键词
microgrid; EMS; Markov chain; stochastic; optimization;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we focus on energy management of distributed generators (DGs) and energy storage system (ESS) in microgrids (MG) considering uncertainties in renewable energy and load demand. The MG energy management problem is formulated as a two-stage stochastic programming model based on optimization principle. Then, the optimization model is decomposed into a mixed integer quadratic programming problem by using discrete stochastic scenarios to approximate the continuous random variables. A Scenarios generation approach based on time-homogeneous Markov chain model is proposed to generate simulated time-series of renewable energy generation and load demand. Finally, the proposed stochastic programming model is tested in a typical LV network and solved by Matlab optimization toolbox. The simulation results show that the proposed stochastic programming model has a better performance to obtain robust scheduling solutions and lower the operating cost compared to the deterministic optimization modeling methods.
引用
收藏
页码:334 / 338
页数:5
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