Solar cell parameter extraction using genetic algorithms

被引:256
作者
Jervase, JA [1 ]
Bourdoucen, H [1 ]
Al-Lawati, A [1 ]
机构
[1] Sultan Qaboos Univ, Coll Engn, Informat Engn Dept, Muscat 123, Oman
关键词
genetic algorithms; parameter extraction; photovoltaics; solar cell;
D O I
10.1088/0957-0233/12/11/322
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, a technique based on genetic algorithms is proposed for improving the accuracy of solar cell parameters extracted using conventional techniques. The approach is based on formulating the parameter extraction as a search and optimization problem. Current-voltage data used were generated by simulating a two-diode solar cell model of specified parameters. The genetic algorithm search range that simulates the error in the extracted parameters was varied from +/-5 to +/- 100% of the specified parameter values. Results obtained show that for a simulated error of +/-5% in the solar cell model values, the deviation of the extracted parameters varied from 0.1 to 1% of the specified values. Even with a simulated error of as high as +/- 100%, the resulting deviation only varied from 2 to 36%. The performance of this technique is also shown to surpass the quasi-Newton method, a calculus-based search and optimization algorithm.
引用
收藏
页码:1922 / 1925
页数:4
相关论文
共 18 条
[1]  
[Anonymous], 1991, Handbook of genetic algorithms
[2]   DETERMINATION OF THE 2-EXPONENTIAL SOLAR-CELL EQUATION PARAMETERS FROM EMPIRICAL-DATA [J].
ARAUJO, GL ;
SANCHEZ, E ;
MARTI, M .
SOLAR CELLS, 1982, 5 (02) :199-204
[3]   SCHOTTKY DIODES WITH HIGH SERIES RESISTANCE - LIMITATIONS OF FORWARD I-V METHODS [J].
AUBRY, V ;
MEYER, F .
JOURNAL OF APPLIED PHYSICS, 1994, 76 (12) :7973-7984
[4]   The influence of the measurement environment on the accuracy of the extraction of the physical parameters of solar cells [J].
Gottschalg, R ;
Rommel, M ;
Infield, DG ;
Kearney, MJ .
MEASUREMENT SCIENCE AND TECHNOLOGY, 1999, 10 (09) :796-804
[5]  
HOUCK C, 1995, 9509 NCSUIE
[6]   Design of resonant-cavity-enhanced photodetectors using genetic algorithms [J].
Jervase, JA ;
Bourdoucen, H .
IEEE JOURNAL OF QUANTUM ELECTRONICS, 2000, 36 (03) :325-332
[7]  
Kaminski A, 1997, PHOT SPEC C, P203
[8]   Simple parameter extraction method for non-ideal Schottky barrier diodes [J].
Lee, JI ;
Brini, J ;
Dimitriadis, CA .
ELECTRONICS LETTERS, 1998, 34 (12) :1268-1269
[9]   ANALYSIS OF NONIDEAL SCHOTTKY AND P-N-JUNCTION DIODES - EXTRACTION OF PARAMETERS FROM I-V PLOTS [J].
LYAKAS, M ;
ZAHARIA, R ;
EIZENBERG, M .
JOURNAL OF APPLIED PHYSICS, 1995, 78 (09) :5481-5489
[10]   Genetic algorithms: Concepts and applications [J].
Man, KF ;
Tang, KS ;
Kwong, S .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1996, 43 (05) :519-534