PSO-Based Smart Grid Application for Sizing and Optimization of Hybrid Renewable Energy Systems

被引:78
|
作者
Mohamed, Mohamed A. [1 ,2 ]
Eltamaly, Ali M. [3 ,4 ]
Alolah, Abdulrahman I. [1 ]
机构
[1] King Saud Univ, Dept Elect Engn, Riyadh 11421, Saudi Arabia
[2] Menia Univ, Dept Elect Engn, Al Minya 61519, Egypt
[3] King Saud Univ, Sustainable Energy Technol Ctr, Riyadh 11421, Saudi Arabia
[4] Mansoura Univ, Dept Elect Engn, Mansoura 35516, Egypt
来源
PLOS ONE | 2016年 / 11卷 / 08期
关键词
PARTICLE SWARM OPTIMIZATION; OPTIMAL-DESIGN; ALGORITHMS; CAPACITY; STORAGE;
D O I
10.1371/journal.pone.0159702
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper introduces an optimal sizing algorithm for a hybrid renewable energy system using smart grid load management application based on the available generation. This algorithm aims to maximize the system energy production and meet the load demand with minimum cost and highest reliability. This system is formed by photovoltaic array, wind turbines, storage batteries, and diesel generator as a backup source of energy. Demand profile shaping as one of the smart grid applications is introduced in this paper using load shifting-based load priority. Particle swarm optimization is used in this algorithm to determine the optimum size of the system components. The results obtained from this algorithm are compared with those from the iterative optimization technique to assess the adequacy of the proposed algorithm. The study in this paper is performed in some of the remote areas in Saudi Arabia and can be expanded to any similar regions around the world. Numerous valuable results are extracted from this study that could help researchers and decision makers.
引用
收藏
页数:22
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