Parameter identification of the PV systems based on an adapted version of human evolutionary optimizer

被引:0
|
作者
Qian, Jun [1 ]
Zhang, Hui [1 ]
Wang, Shun [2 ]
机构
[1] Nanjing Vocat Univ Ind Technol, Sch Mech Engn, Nanjing 210023, Jiangsu, Peoples R China
[2] Nanjing Qishun Technol Co Ltd, Nanjing 210006, Jiangsu, Peoples R China
来源
SCIENTIFIC REPORTS | 2025年 / 15卷 / 01期
关键词
Photovoltaic systems; Parameter identification; Human evolutionary optimizer; Optimization methods; Solar cells; Current-voltage curve; Mean squared error; Renewable energy; Electrical engineering;
D O I
10.1038/s41598-025-90802-w
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
Modelling the circuit model parameters of photovoltaic (PV) cells and modules is one of the significant encounters in the field of solar energy. Lately, with the advance of the application of optimization algorithms, approximating the PV module parameters can be changed into an optimization problem. This research offers an optimization pipeline for the optimal collection of the parameters in the PV systems. The method is founded on a novel combination of a metaheuristic algorithm, termed AHEO (Adapted Human Evolutionary Optimizer) for the current goal. The key purpose of employing the AHEO in the paper is to minimalize the root mean square error (RMSE) between the forecast and the measured I-V curves of the PV system. The method has been confirmed on a commercial PV module and the results show its high accuracy with a RMSE decrease of 34.6% related to the conventional optimization methods.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] Dwarf Mongoose Optimizer for Optimal Modeling of Solar PV Systems and Parameter Extraction
    Moustafa, Ghareeb
    Smaili, Idris H.
    Almalawi, Dhaifallah R.
    Ginidi, Ahmed R.
    Shaheen, Abdullah M.
    Elshahed, Mostafa
    Mansour, Hany S. E.
    ELECTRONICS, 2023, 12 (24)
  • [2] Evolutionary Algorithm-based Parameter Identification for Nonlinear Dynamical Systems
    Banerjee, Amit
    Abu-Mahfouz, Issam
    2011 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2011, : 1 - 5
  • [3] Parameter Identification of Solar Photovoltaic Systems Using an Augmented Subtraction-Average-Based Optimizer
    Moustafa, Ghareeb
    ENG, 2023, 4 (03): : 1818 - 1836
  • [4] EVOLUTIONARY BASED APPROACH TO MODAL PARAMETER IDENTIFICATION
    Soal, K.
    Volkmar, R.
    Hughes, L. H.
    Govers, Y.
    Boeswald, M.
    8TH IOMAC INTERNATIONAL OPERATIONAL MODAL ANALYSIS CONFERENCE, 2019, : 445 - 455
  • [5] PV systems linked to the grid: Parameter identification with a heuristic procedure
    Fialho, L.
    Melicio, R.
    Mendes, V. M. F.
    Estanqueiro, A.
    Collares-Pereira, M.
    SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS, 2015, 10 : 29 - 39
  • [6] Rapid parameter identification of three diode photovoltaic systems using the Cheetah optimizer
    El Marghichi, Mouncef
    El Jadli, Ssan Abdelkoddous
    ACTA IMEKO, 2023, 12 (04):
  • [7] An evolutionary algorithm for solving parameter identification problems in elliptic systems
    Wu, ZJ
    Tang, ZL
    Zou, J
    Kang, LS
    Li, MB
    CEC2004: PROCEEDINGS OF THE 2004 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2004, : 803 - 808
  • [8] Parameter identification of chaotic systems using evolutionary programming approach
    Chang, Jen-Fuh
    Yang, Yi-Sung
    Liao, Teh-Lu
    Yan, Jun-Juh
    EXPERT SYSTEMS WITH APPLICATIONS, 2008, 35 (04) : 2074 - 2079
  • [9] Evolutionary algorithm for parameter identification inverse problems in parabolic systems
    Xiong, SW
    Li, YX
    PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4, 2002, : 1817 - 1821
  • [10] Dynamic Leader Multi-Verse Optimizer (DLMVO): A New Algorithm for Parameter Identification of Solar PV Models
    Li, Jiangfeng
    Dang, Jian
    Xia, Chaohao
    Jia, Rong
    Wang, Gaoming
    Li, Peihang
    Zhang, Yunxiang
    APPLIED SCIENCES-BASEL, 2023, 13 (09):