An adaptive real-time energy management system for a renewable energy-based microgrid

被引:9
|
作者
Zeinal-Kheiri, Sevda [1 ]
Mohammadpour Shotorbani, Amin [1 ,2 ]
Khardenavis, Amaiya [2 ]
Mohammadi-Ivatloo, Behnam [1 ]
Sadiq, Rehan [2 ]
Hewage, Kasun [2 ]
机构
[1] Univ Tabriz, Fac Elect & Comp Engn, Tabriz, Iran
[2] Univ British Columbia Okanagan, Sch Engn, Kelowna, BC, Canada
关键词
STORAGE; GRIDS; OPERATION;
D O I
10.1049/rpg2.12223
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper proposes an adaptive real-time energy scheduling method (RT-EMS) for a microgrid, using a Lyapunov optimization-based real-time approach. Inaccuracy in day-ahead predictions can result in non-optimal solutions to the energy scheduling problem. Although the real-time optimization method eliminates the need to deal with the prediction uncertainties, it ignores the valuable statistical information used in day-ahead stochastic approaches and provides suboptimal solutions to the problem. The proposed adaptive approach combines the advantages of both the stochastic day-ahead and the RT-EMS and reduces the real-time operational cost of the microgrid. The proposed method moves the RT-EMS solution towards the optimal solution, by adding a penalty term to the objective function. Numerical results are provided to demonstrate the improved performance of the proposed adaptive method.
引用
收藏
页码:2918 / 2930
页数:13
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