Energy management and operational planning of renewable energy resources-based microgrid with energy saving

被引:27
|
作者
Hai, Tao [1 ,2 ,3 ]
Zhou, Jincheng [1 ,2 ]
Muranaka, Kengo [4 ]
机构
[1] Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
[2] Key Lab Complex Syst & Intelligent Optimizat Guizh, Duyun 558000, Guizhou, Peoples R China
[3] Univ Teknol MARA, Inst Big Data Analyt & Artificial Intelligence IBD, Shah Alam 40450, Selangor, Malaysia
[4] Solar Energy & Power Elect Co Ltd, Tokyo, Japan
基金
中国国家自然科学基金;
关键词
Resource scheduling; Hybrid HWOA-PS algorithm; Stochastic programming; Energy storage systems; Photovoltaic; ECONOMIC-ANALYSIS; OPTIMIZATION; SIMULATION; SYSTEMS;
D O I
10.1016/j.epsr.2022.108792
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
Energy resource scheduling is one of the major problems in power systems. This issue has become even more significant as renewable sources with intermittent power output are becoming more and more prevalent. Due to their low environmental impact and low operating costs, renewable energy sources (RESs) have attracted interest. The excess power generated by such generation methods may be a negative that affects power systems, hence issues relating to such systems should be properly handled. The optimal operation of a microgrid (MG) with several distributed generation (DG) units and uncertain behavior of RESs is suggested in this research using a stochastic optimization approach. So, for an MG fitted with a solar photovoltaic (PV) unit, this research proposes a day-ahead scheduling paradigm. In this regard, the effects of various climatic circumstances on the power production of the PV unit and the optimal scheduling of the MG have been examined in this research. In order to achieve this, statistics on solar irradiance were extracted from four distinct days from each of the four seasons. The single-objective optimization framework used to design the scheduling problem states that the objective function should be to minimize the total operating cost across the scheduling period. The aforementioned dayahead scheduling problem can be solved by the "hybrid whale optimization algorithm and pattern search (HWOA-PS)" optimization algorithm, while both renewable and nonrenewable generating units, as well as an energy storage system are present. In order to confirm the higher performance of the recommended approach, a thorough comparison between the Hybrid WOA-PS algorithm and a few well-known optimization algorithms has also been conducted.
引用
收藏
页数:17
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