A Novel Optimization Approach Using Chaos Game Optimization Algorithm for Parameters Estimation of Photovoltaic Cells

被引：0
|
作者：
Wereda, Galal Borham [1 ]
Diaaeldin, Ibrahim Mohamed [2 ]
Omar, Othman A. M. [2 ]
Attia, Mahmoud A. [1 ]
Badr, Ahmed O. [1 ]
机构：
[1] Ain Shams Univ, Fac Engn, Elect Power & Machines Dept, Cairo 11517, Egypt
[2] Ain Shams Univ, Fac Engn, Engn Phys & Math Dept, Cairo 11517, Egypt
来源：
SUSTAINABILITY | 2025年 / 17卷 / 04期
关键词：
solar energy systems; PV cell parameter estimation; optimization methods; chaos game optimization algorithm; SINGLE-DIODE MODEL; LAMBERT W FUNCTION; SOLAR-CELLS; EXTRACTION; IDENTIFICATION; SYSTEM;
D O I：
10.3390/su17041609
中图分类号：
X [环境科学、安全科学];
学科分类号：
08 ; 0830 ;
摘要：
The utilization of solar photovoltaics (PV) in electricity generation is progressively increasing due to its environmental benefits, such as reducing power transmission costs and mitigating global warming. This research aims to enhance the effectiveness of the extracted PV parameters. To estimate the parameters of the PV model, a recent optimization algorithm called the Chaos Game Optimization algorithm (CGO) is employed to precisely choose PV parameters. In this work, PV cells are modeled using two different models, including the single-diode model (SDM) and the double-diode model (DDM). The CGO algorithm outperformed nine well-known optimization algorithms based on the root-mean squares of error (RMSE) with a percentage of up to 97% for the single-diode model (SDM) and up to 92.92% for the double-diode model (DDM).
引用
收藏
页数：19
相关论文
共 50 条
  • [31] Parameters identification of photovoltaic models using an improved JAYA optimization algorithm
    Yu, Kunjie
    Liang, J. J.
    Qu, B. Y.
    Chen, Xu
    Wang, Heshan
    ENERGY CONVERSION AND MANAGEMENT, 2017, 150 : 742 - 753
  • [32] Parameter estimation of a photovoltaic array using direct search optimization algorithm
    Osheba, Dina S. M.
    Azazi, Haitham Z.
    Shokralla, S. S.
    JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY, 2017, 9 (04)
  • [33] Hybrid optimization algorithm based on chaos game and differential evolution for constrained optimization of structures
    Zarbilinezhad, Milad
    Gholizad, Amin
    ENGINEERING OPTIMIZATION, 2024,
  • [34] Photovoltaic parameter estimation using honey badger algorithm and African vulture optimization algorithm
    Diab, Ahmed A. Zaki
    Tolba, Mohamed A.
    El-Rifaie, Ali M.
    Denis, Kotin A.
    ENERGY REPORTS, 2022, 8 : 384 - 393
  • [35] A new stochastic slime mould optimization algorithm for the estimation of solar photovoltaic cell parameters
    Kumar, C.
    Raj, T. Dharma
    Premkumar, M.
    Raj, T. Dhanesh
    OPTIK, 2020, 223
  • [36] Black Widow Optimization Algorithm Used to Extract the Parameters of Photovoltaic Cells and Panels
    Madhiarasan, Manoharan
    Cotfas, Daniel T.
    Cotfas, Petru A.
    MATHEMATICS, 2023, 11 (04)
  • [37] Estimation of the photovoltaic cells/modules parameters using an improved Rao-based chaotic optimization technique
    Lekouaghet, Badis
    Boukabou, Abdelkrim
    Boubakir, Chabane
    ENERGY CONVERSION AND MANAGEMENT, 2021, 229
  • [38] Optimization of constrained mathematical and engineering design problems using chaos game optimization
    Talatahari, Siamak
    Azizi, Mahdi
    COMPUTERS & INDUSTRIAL ENGINEERING, 2020, 145
  • [39] An improved optimization technique for estimation of solar photovoltaic parameters
    Derick, M.
    Rani, C.
    Rajesh, M.
    Farrag, M. E.
    Wang, Y.
    Busawon, K.
    SOLAR ENERGY, 2017, 157 : 116 - 124
  • [40] Well Placement Optimization Using a Particle Swarm Optimization Algorithm, a Novel Approach
    Afshari, S.
    Pishvaie, M. R.
    Aminshahidy, B.
    PETROLEUM SCIENCE AND TECHNOLOGY, 2014, 32 (02) : 170 - 179
12345