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Zero root-mean-square error for single- and double-diode photovoltaic models parameter determination


Citation

Mohammed Ridha, Hussein and Hizam, Hashim and Mirjalili, Seyedali and Othman, Mohammad Lutfi and Ya’acob, Mohammad Effendy (2022) Zero root-mean-square error for single- and double-diode photovoltaic models parameter determination. Neural Computing and Applications, 34. pp. 11603-11624. ISSN 0941-0643; ESSN: 1433-3058

Abstract

The parameter determination based on experimental data aids in providing an accurate assessment for predicting the output current of the PV cells. This may be extremely helpful both practically and theoretically in the PV system simulation, optimization, and evaluation. Numerous stochastic methods have been widely utilized in recent decades to tackle the parameter extraction optimization problem. Hybrid methods that take advantage of two or more algorithms have been proposed by many to further enhance their accuracy, stability, and overall performance. However, the majority of the methods in the literature concentrate on the methodology, with few studies considering the formulation of the objective function, resulting in a theoretical gap in this area of study. In this work, a new improved arithmetic optimization method based on the adaption of Newton–Raphson and Levenberg–Marquardt damping parameter (IAOANRaLMp) is presented to globally extract the parameter of the single- and double-diode PV models. The experimental findings demonstrate that the proposed IAOANRaLMp approach performs exceptionally well in terms of minimizing error to zero for both models, as indicated by various statistical criteria and comparison with experimental data.


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Additional Metadata

Item Type: Article
Divisions: Faculty of Engineering
DOI Number: https://doi.org/10.1007/s00521-022-07047-1
Publisher: Springer UK
Keywords: Photovoltaic model; Parameters estimation; AOA; Newton–Raphson method; Levenberg–Marquardt; IAOANRaLMp approach; PV system simulation
Depositing User: Mr. Mohamad Syahrul Nizam Md Ishak
Date Deposited: 13 Feb 2024 02:51
Last Modified: 13 Feb 2024 02:51
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1007/s00521-022-07047-1
URI: http://psasir.upm.edu.my/id/eprint/102657
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