Parameter estimation of static solar photovoltaic models using Laplacian Nelder-Mead hunger games search

光伏系统 计算机科学 均方误差 数学优化 单纯形 拉普拉斯算子 过程(计算) 太阳能 数学 统计 工程类 几何学 操作系统 电气工程 数学分析
作者
Sudan Yu,Ali Asghar Heidari,Caitou He,Zhennao Cai,Maha M. Althobaiti,Romany F. Mansour,Guoxi Liang,Huiling Chen
出处
期刊:Solar Energy [Elsevier BV]
卷期号:242: 79-104 被引量:22
标识
DOI:10.1016/j.solener.2022.06.046
摘要

Photovoltaic (PV) technology can convert solar energy to electric power, which is an essential tool for future years. Subsequently, several static solar PV models have been designed to simulate the current in a PV cell. However, the modeling process of PV systems requires extracting the unknown parameters of these cells, which can be modeled as an optimization problem. However, this is a very challenging task as it is multimodal and nonlinear. In this case, a Laplacian Nelder-Mead hunger games search (HGS) method, denoted as LNMHGS, is proposed for parameter extraction of static solar PV models. It realizes the equilibrium between exploitation and exploration by introducing the Laplacian strategy and Nelder-Mead simplex mechanism to hunger name search. LNMHGS compares against many recent methods and stands out by efficiently estimating static PV models' parameters. The simulation outcomes show that the root mean square error (RMSE) values and standard deviation offered by LNMHGS are smaller than other algorithms. Meanwhile, LNMHGS obtains the best performance both in different light conditions and at different temperature conditions. Therefore, LNMHGS is a promising, reliable, and feasible alternative for optimizing the parameters for PV systems.

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