Toward Optimal Energy Management of Microgrids via Robust Two-Stage Optimization

被引:111
作者
Hu, Wuhua [1 ]
Wang, Ping [2 ]
Gooi, Hoay Beng [1 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[2] Nanyang Technol Univ, Sch Comp Sci & Engn, Singapore 639798, Singapore
基金
新加坡国家研究基金会;
关键词
Microgrid; uncertainty; unit commitment; economic dispatch; quality of service; Lyapunov optimization; UNIT COMMITMENT PROBLEM; STOCHASTIC SECURITY; FORMULATION; STORAGE;
D O I
10.1109/TSG.2016.2580575
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
This paper considers energy management in a grid-connected microgrid which has multiple conventional generators (CGs), renewable generators and energy storage systems (ESSs). A robust two-stage optimization approach is presented to schedule the energy generation under uncertainties, aimed at minimizing the long-term average operating cost subject to realistic operational and service constraints. The first stage of optimization determines hourly unit commitment of the CGs via a day-ahead scheduling, and the second stage performs economic dispatch of the CGs, ESSs, and energy trading via a real-time scheduling. The combined solution meets the need of handling large uncertainties in the load demands and renewable generation, and provides an efficient solution under limited computational resource which approximately optimizes the long-term average operating cost while meeting the quality-of-service requirements. The performance of the proposed strategy is evaluated by simulations based on real load demand and renewable generation data.
引用
收藏
页码:1161 / 1174
页数:14
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