Enhanced whale optimization algorithm for sizing of hybrid wind/photovoltaic/diesel with battery storage in Algeria desert

被引:2
|
作者
Yahiaoui, Adel [1 ]
Tlemcani, Abdelhalim [2 ]
机构
[1] Univ Medea, Dept Elect Engn, Lab Renewable Energies & Mat, Medea, Algeria
[2] Univ Medea, Dept Elect Engn, Res Lab Elect Engn & Automat, Medea, Algeria
关键词
Hybrid system; reliability evaluation; meta-heuristic; power management; optimization; ENERGY-SYSTEMS; IRAN;
D O I
10.1177/0309524X211056529
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
This paper focuses on the optimization and operation of the renewable energy power sources for electrification of isolated rural city in Algeria desert. For this purpose, a system composed by photovoltaic (PV), wind turbine (NT), diesel generator (DG), and battery bank (BB) as well as for storing the energy in the electrical form to meet the load. In the present paper we are interested in evolutionary algorithms for solving optimization problem of hybrid renewable energy system. A new meta-heuristic algorithm namely whale optimization algorithm (WOA) is used to solve optimization problem of cost of energy (COE) and total net present cost (T-NPC) including reliability evaluation by using basic probabilistic concept in order to find Loss of Power Supply Probability (LPSP). The WOA mimics the social behavior of humpback whales. This algorithm is inspired by the bubble-net hunting strategy. Three recent algorithms, particle swarm optimization (PSO), grey wolf optimizer (GWO), and modified grey wolf optimizer (M-GWO) are also implemented in this work. For examining the accuracy, stability, and robustness of proposed optimization technique two case studies have been tested. The results of simulations and comparison with other methods exhibit high accuracy and validity of the proposed whale optimization algorithm to solve optimization problem of hybrid renewable energy system.
引用
收藏
页码:844 / 865
页数:22
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