PV Cells and Modules Parameter Estimation Using Coati Optimization Algorithm

被引:5
|
作者
Elshara, Rafa [1 ]
Hancerliogullari, Aybaba [2 ]
Rahebi, Javad [3 ]
Lopez-Guede, Jose Manuel [4 ]
机构
[1] Univ Kastamonua, Dept Mat Sci & Engn, TR-37150 Kastamonu, Turkiye
[2] Univ Kastamonu, Dept Phys, TR-37150 Kastamonu, Turkiye
[3] Istanbul Topkapi Univ, Dept Software Engn, TR-34087 Istanbul, Turkiye
[4] Univ Basque Country UPV EHU, Fac Engn Vitoria Gasteiz, Dept Syst & Automat Control, C Nieves Cano 12, Vitoria 01006, Spain
关键词
coati optimization algorithm (COA); chaos theory; opposition-based learning; solar systems; optimization of PV parameters;
D O I
10.3390/en17071716
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
In recent times, there have been notable advancements in solar energy and other renewable sources, underscoring their vital contribution to environmental conservation. Solar cells play a crucial role in converting sunlight into electricity, providing a sustainable energy alternative. Despite their significance, effectively optimizing photovoltaic system parameters remains a challenge. To tackle this issue, this study introduces a new optimization approach based on the coati optimization algorithm (COA), which integrates opposition-based learning and chaos theory. Unlike existing methods, the COA aims to maximize power output by integrating solar system parameters efficiently. This strategy represents a significant improvement over traditional algorithms, as evidenced by experimental findings demonstrating improved parameter setting accuracy and a substantial increase in the Friedman rating. As global energy demand continues to rise due to industrial expansion and population growth, the importance of sustainable energy sources becomes increasingly evident. Solar energy, characterized by its renewable nature, presents a promising solution to combat environmental pollution and lessen dependence on fossil fuels. This research emphasizes the critical role of COA-based optimization in advancing solar energy utilization and underscores the necessity for ongoing development in this field.
引用
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页数:26
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