Toward the Optimal Operation of Hybrid Renewable Energy Resources in Microgrids

被引:14
|
作者
Ahmad, Shabir [1 ,2 ]
Ullah, Israr [3 ]
Jamil, Faisal [1 ]
Kim, DoHyeun [1 ]
机构
[1] Jeju Natl Univ, Comp Engn Dept, Jeju Si 63243, South Korea
[2] Univ Engn & Technol, Dept Software Engn, Mardan 23200, Pakistan
[3] Virtual Univ Pakistan, Dept Comp Sci, Lahore 54000, Pakistan
基金
新加坡国家研究基金会;
关键词
renewable energy; microgrids; optimization problems; optimal sizing problems; cost minimization; sustainable development; MANAGEMENT-SYSTEM; POWER-GENERATION; OPTIMIZATION; MODEL; BUILDINGS;
D O I
10.3390/en13205482
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Renewable energy sources are environmentally friendly and cost-efficient. However, the problem with these renewable resources is their heavy reliance on weather conditions. Thus, at times, these solutions are not guaranteed to meet the required demand all the time. For this, hybrid microgrids are introduced, which have a combination of both renewable energy sources and non-renewable energy resources. In this paper, a cost-efficient optimization algorithm is proposed that minimizes the use of non-renewable energy sources. It maximizes the use of renewable energy resources by meeting the demand for utility grids. Real data based on the load and demand of the utility grids in Italy is used, and a system that determines the optimal sizing of the microgrid and a daily plan is introduced to optimize the renewable resources operations. As part of the proposal, the objective function for the operation and planning of the microgrid in such a way to minimize cost is formulated. Moreover, a variant of the PSO algorithm named recurrent PSO is implemented. The recurrent PSO algorithm solves the proposed optimization objective function by minimizing the cost for the installation and working of the microgrid. Afterwards, the energy management system algorithm lays out a plan for the daily operation of the microgrid. The performance of the system is evaluated using different state-of-the-art optimization methods. The proposed work can help minimize the use of diesel generators, which not only saves financial resources but also contributes toward a green environment.
引用
收藏
页数:19
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