Marine Predators Algorithm for Parameters Identification of Triple-Diode Photovoltaic Models

被引:104
|
作者
Soliman, Mahmoud A. [1 ]
Hasanien, Hany M. [2 ]
Alkuhayli, Abdulaziz [3 ]
机构
[1] Menoufiya Univ, Fac Engn, Dept Elect Engn, Shibin Al Kawm 32511, Egypt
[2] Future Univ Egypt, Fac Engn & Technol, Dept Elect Engn, Cairo 11835, Egypt
[3] King Saud Univ, Coll Engn, Dept Elect Engn, Riyadh 11421, Saudi Arabia
关键词
Marine predators algorithm; photovoltaic modeling; photovoltaic power systems; solar energy; triple-diode model; SOLAR-CELLS; OPTIMIZATION; SINGLE; EXTRACTION; PERFORMANCE; IMPROVEMENT; SIMULATION;
D O I
10.1109/ACCESS.2020.3019244
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The precise electrical modeling of photovoltaic (PV) module is crucial due to the large-scale permeation of PV power plants into electric power networks. Therefore, a triple-diode photovoltaic (TDPV) model is presented to address all PV losses. However, the TDPV is mathematically modelled by a nonlinear I-V behavior, including nine-parameters that cannot be directly determined from the PVs datasheet due to the lack data offered by the PV manufacturers. This article presents a new application of the marine predators algorithm (MPA) to properly extract the electrical parameters of the TDPV model of a PV panel. The validity of theMPA-based TDPV model is widely appraised by the numerical analyses, which are carried out under various temperatures and solar irradiations. The optimal nine-parameters achieved using the MPA are compared with that realized by different optimization approaches-based PV model. For a realistic study, the numerical results and the measured data are compared for the marketable Kyocera KC200GT and Solarex MSX-60 PV panels. The efficacy of the MPA-based TDPV model is properly executed by checking its current error with that obtained from various models. With the MPA technology, a highly accurate model of any marketable PV module can be attained, which represents a new contribution to the sector of PV power systems.
引用
收藏
页码:155832 / 155842
页数:11
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