Parameter Estimation of Three Diode Photovoltaic Model Using Grasshopper Optimization Algorithm
While addressing the issue of improving the performance of Photovoltaic (PV) systems, the simulation results are highly influenced by the PV model accuracy. Building the PV module mathematical model is based on its I-V characteristic, which is a highly nonlinear relationship. All the PV cells...
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doaj-344f098a46bd4be2819f19b7b0941e652020-11-25T02:05:26ZengMDPI AGEnergies1996-10732020-01-0113249710.3390/en13020497en13020497Parameter Estimation of Three Diode Photovoltaic Model Using Grasshopper Optimization AlgorithmOmnia S. Elazab0Hany M. Hasanien1Ibrahim Alsaidan2Almoataz Y. Abdelaziz3S. M. Muyeen4Electrical Power and Machines Department, Faculty of Engineering, Ain Shams University, Cairo 11517, EgyptElectrical Power and Machines Department, Faculty of Engineering, Ain Shams University, Cairo 11517, EgyptDepartment of Electrical Engineering, College of Engineering, Qassim University, Buraydah 52571, Saudi ArabiaFaculty of Engineering and Technology, Future University in Egypt, Cairo 11835, EgyptSchool of Electrical Engineering Computing and Mathematical Sciences, Curtin University, Perth, WA 6845, AustraliaWhile addressing the issue of improving the performance of Photovoltaic (PV) systems, the simulation results are highly influenced by the PV model accuracy. Building the PV module mathematical model is based on its I-V characteristic, which is a highly nonlinear relationship. All the PV cells’ data sheets do not provide full information about their parameters. This leads to a nonlinear mathematical model with several unknown parameters. This paper proposes a new application of the Grasshopper Optimization Algorithm (GOA) for parameter extraction of the three-diode PV model of a PV module. Two commercial PV modules, Kyocera KC200GT and Solarex MSX-60 PV cells are utilized in examining the GOA-based PV model. The simulation results are executed under various temperatures and irradiations. The proposed PV model is evaluated by comparing its results with the experimental results of these commercial PV modules. The efficiency of the GOA-based PV model is tested by making a fair comparison among its numerical results and other optimization method-based PV models. With the GOA, a precise three-diode PV model shall be established.https://www.mdpi.com/1996-1073/13/2/497optimization methodsphotovoltaic power systemspower system modeling |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Omnia S. Elazab Hany M. Hasanien Ibrahim Alsaidan Almoataz Y. Abdelaziz S. M. Muyeen |
spellingShingle |
Omnia S. Elazab Hany M. Hasanien Ibrahim Alsaidan Almoataz Y. Abdelaziz S. M. Muyeen Parameter Estimation of Three Diode Photovoltaic Model Using Grasshopper Optimization Algorithm Energies optimization methods photovoltaic power systems power system modeling |
author_facet |
Omnia S. Elazab Hany M. Hasanien Ibrahim Alsaidan Almoataz Y. Abdelaziz S. M. Muyeen |
author_sort |
Omnia S. Elazab |
title |
Parameter Estimation of Three Diode Photovoltaic Model Using Grasshopper Optimization Algorithm |
title_short |
Parameter Estimation of Three Diode Photovoltaic Model Using Grasshopper Optimization Algorithm |
title_full |
Parameter Estimation of Three Diode Photovoltaic Model Using Grasshopper Optimization Algorithm |
title_fullStr |
Parameter Estimation of Three Diode Photovoltaic Model Using Grasshopper Optimization Algorithm |
title_full_unstemmed |
Parameter Estimation of Three Diode Photovoltaic Model Using Grasshopper Optimization Algorithm |
title_sort |
parameter estimation of three diode photovoltaic model using grasshopper optimization algorithm |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2020-01-01 |
description |
While addressing the issue of improving the performance of Photovoltaic (PV) systems, the simulation results are highly influenced by the PV model accuracy. Building the PV module mathematical model is based on its I-V characteristic, which is a highly nonlinear relationship. All the PV cells’ data sheets do not provide full information about their parameters. This leads to a nonlinear mathematical model with several unknown parameters. This paper proposes a new application of the Grasshopper Optimization Algorithm (GOA) for parameter extraction of the three-diode PV model of a PV module. Two commercial PV modules, Kyocera KC200GT and Solarex MSX-60 PV cells are utilized in examining the GOA-based PV model. The simulation results are executed under various temperatures and irradiations. The proposed PV model is evaluated by comparing its results with the experimental results of these commercial PV modules. The efficiency of the GOA-based PV model is tested by making a fair comparison among its numerical results and other optimization method-based PV models. With the GOA, a precise three-diode PV model shall be established. |
topic |
optimization methods photovoltaic power systems power system modeling |
url |
https://www.mdpi.com/1996-1073/13/2/497 |
work_keys_str_mv |
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