Parameters extraction of solar cells - A comparative examination of three methods

被引:107
作者
Appelbaum, J. [1 ]
Peled, A. [1 ]
机构
[1] Tel Aviv Univ, Sch Elect Engn, IL-69978 Tel Aviv, Israel
关键词
Parameters extraction; Newton-Raphson; Levenberg-Marquardt; Lambert-W function; Genetic Algorithm; Si and MJ solar cells;
D O I
10.1016/j.solmat.2013.11.011
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper deals with the extraction of the parameters of the single-diode solar cell model from experimental I-V characteristics of Si and Multi-junction solar cells. The extraction is carried out by three different optimization methods in an attempt to judge which method surpasses the others in terms of data-to-model fitting. The first and the second methods are a variation of the Newton-Raphson method and the Levenberg-Marquardt algorithm, respectively. Both methods are based on the gradient descent approach. The third method is a global-search method based on a Genetic-Algorithm. The extraction of the parameters was done in two stages. On the first stage, empirical I-V characteristics of solar cells that contained measurement errors were used, whereas on the second stage the parameters were re-extracted using a smooth synthetic I-V data. In the absence of true measured parameter values of the cells, it was left to rate the performance of the three optimization methods by the extraction error alone. Although no definitive conclusions could be drawn from the results of the noisy data, results of the smooth data are far more pronounced in terms of the extraction error, and tend to favor the Newton-Raphson method. Crown Copyright (C) 2013 Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:164 / 173
页数:10
相关论文
共 14 条
[1]  
Appelbaum J., 1993, PROGR PHOTOVOLT RES, V1, P96
[2]   Estimation of multi-junction solar cell parameters [J].
Ben Or, Asaf ;
Appelbaum, Joseph .
PROGRESS IN PHOTOVOLTAICS, 2013, 21 (04) :713-723
[3]   ANALYTICAL METHODS FOR THE EXTRACTION OF SOLAR-CELL SINGLE-DIODE AND DOUBLE-DIODE MODEL PARAMETERS FROM IV CHARACTERISTICS [J].
CHAN, DSH ;
PHANG, JCH .
IEEE TRANSACTIONS ON ELECTRON DEVICES, 1987, 34 (02) :286-293
[4]   A COMPARATIVE-STUDY OF EXTRACTION METHODS FOR SOLAR-CELL MODEL PARAMETERS [J].
CHAN, DSH ;
PHILLIPS, JR ;
PHANG, JCH .
SOLID-STATE ELECTRONICS, 1986, 29 (03) :329-337
[5]  
Chipperfield A., 2004, GENETIC ALGORITHM TO, P1
[6]   Numerical determination of parasitic resistances of a solar cell using the Lambert W-function [J].
Ghani, F. ;
Duke, M. .
SOLAR ENERGY, 2011, 85 (09) :2386-2394
[7]   Solar cell parameter extraction using genetic algorithms [J].
Jervase, JA ;
Bourdoucen, H ;
Al-Lawati, A .
MEASUREMENT SCIENCE AND TECHNOLOGY, 2001, 12 (11) :1922-1925
[8]  
Maoucha A., 2012, 2012 First International Conference on Renewable Energies and Vehicular Technology (REVET), P74, DOI 10.1109/REVET.2012.6195251
[9]  
Moldovan N, 2009, PROCEEDINGS OF THE 2009 SPANISH CONFERENCE ON ELECTRON DEVICES, P379
[10]  
Sellami Anis, 2011, Solar Cells - Silicon Wafer-Based Technologies, P349