Heterogeneous Energy Storage Optimization for Microgrids

被引:58
作者
Qiu, Xin [1 ]
Nguyen, Tu A. [1 ]
Crow, Mariesa L. [1 ]
机构
[1] Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USA
基金
美国国家科学基金会;
关键词
Batteries; energy management; energy storage; renewable energy sources; SYSTEMS; MANAGEMENT; CONVERTERS; BATTERY;
D O I
10.1109/TSG.2015.2461134
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
As microgrids evolve, it is reasonable to expect that a variety of energy storage systems (ESSs) with different operational characteristics will be used simultaneously. Because each storage system has different capabilities and capacities, they will complement each other, and be able to achieve more efficient and reliable results than if only a single type of system were used. However, integrating multiple types of storage comes with several implementation challenges. Existing control techniques used to charge and discharge different technologies are not sufficient to accommodate the electrochemical (or mechanical) differences. In this paper, we propose an interconnection topology and a reinforcement learning-based algorithm to optimize the coordination of different ESSs in a microgrid.
引用
收藏
页码:1453 / 1461
页数:9
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