Parameter Extraction of Solar Photovoltaic Models Using Enhanced Levy Flight Based Grasshopper Optimization Algorithm

被引:0
|
作者
Diab Mokeddem
机构
[1] University of Ferhat Abbas Setif-1,Department of Electrical Engineering, Faculty of Technology
关键词
Photovoltaic; Estimation; Levy flight; Grasshopper optimization algorithm;
D O I
暂无
中图分类号
学科分类号
摘要
Recently, solar photovoltaic (PV) systems are becoming the tendency theme motivating researchers focus. The appropriate design of PV cells is an important task, challenged by the development of a useful model able to simulate the current vs voltage characteristics of the real solar cell and the accurate estimation of the PV cell’s parameter values. This paper proposes an improved Levy flight based grasshopper optimization algorithm (LGOA) to estimate the parameters of three PV models, i.e., single diode, double diode, and PV module. The incorporation of Levy flight trajectory to the basic grasshopper optimization algorithm (GOA), ensure solutions diversity and enhances the exploration and exploitation capabilities as well. To further validate its effectiveness LGOA is applied to the Sharp ND-R250A5 module under different operating conditions of irradiance and temperature. Experimental results demonstrate that LGOA has the ability to extract the parameters of PV models with high performance and good accuracy compared to the standard GOA.
引用
收藏
页码:171 / 179
页数:8
相关论文
共 50 条
  • [1] Parameter Extraction of Solar Photovoltaic Models Using Enhanced Levy Flight Based Grasshopper Optimization Algorithm
    Mokeddem, Diab
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2021, 16 (01) : 171 - 179
  • [2] Parameter extraction of photovoltaic models using an enhanced Levy flight bat algorithm
    Pires Deotti, Lucas Meirelles
    Rezende Pereira, Jose Luiz
    da Silva Junior, Ivo Chaves
    ENERGY CONVERSION AND MANAGEMENT, 2020, 221
  • [3] Parameter extraction of solar photovoltaic models using an improved whale optimization algorithm
    Xiong, Guojiang
    Zhang, Jing
    Shi, Dongyuan
    He, Yu
    ENERGY CONVERSION AND MANAGEMENT, 2018, 174 : 388 - 405
  • [4] An Enhanced Chaotic Based Whale Optimization Algorithm For Parameter Extraction of Photovoltaic Models
    Garip, Zeynep
    Cimen, Murat Erhan
    Boz, Ali Fuat
    JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI, 2022, 25 (03): : 1041 - 1054
  • [5] PARAMETER EXTRACTION OF SOLAR PHOTOVOLTAIC MODELS USING CROW SEARCH ALGORITHM
    Baskar, Maniraj
    Kareem, Peer Fathima Abdul
    INTERNATIONAL JOURNAL OF POWER AND ENERGY SYSTEMS, 2019, 39 (03): : 156 - 165
  • [6] Parameter Extraction of Solar Photovoltaic Model Based on Nutcracker Optimization Algorithm
    Duan, Zhenjiang
    Yu, Hui
    Zhang, Qi
    Tian, Li
    APPLIED SCIENCES-BASEL, 2023, 13 (11):
  • [7] Parameter Extraction for Photovoltaic Models with Flood-Algorithm-Based Optimization
    Bouali, Yacine
    Alamri, Basem
    MATHEMATICS, 2025, 13 (01)
  • [8] Efficient parameter extraction of photovoltaic models with a novel enhanced prairie dog optimization algorithm
    Izci, Davut
    Ekinci, Serdar
    Hussien, Abdelazim G.
    SCIENTIFIC REPORTS, 2024, 14 (01)
  • [9] Photovoltaic Models' Parameter Extraction Using New Artificial Parameterless Optimization Algorithm
    Alanazi, Mohana
    Alanazi, Abdulaziz
    Almadhor, Ahmad
    Rauf, Hafiz Tayyab
    MATHEMATICS, 2022, 10 (23)
  • [10] A novel hybrid algorithm based on rat swarm optimization and pattern search for parameter extraction of solar photovoltaic models
    Eslami, Mahdiyeh
    Akbari, Ehsan
    Seyed Sadr, Seyed T.
    Ibrahim, Banar F.
    ENERGY SCIENCE & ENGINEERING, 2022, 10 (08) : 2689 - 2713