Solar Cell Parameters Estimation Using Simulated Annealing Algorithm

This paper presents Simulated Annealing based approach to estimate solar cell model parameters. Single diode solar cell model is used in this study to validate the proposed approach outcomes. The developed technique is used to estimate different model parameters such as generated photocurrent, saturation current, series resistance, shunt resistance, and ideality factor that govern the current-voltage relationship of a solar cell. A practical case study is used to test and verify the consistency of accurately estimating various parameters of single diode solar cell model. Comparative study among different parameter estimation techniques is presented to show the effectiveness of the developed approach.




References:
[1] K. M. El-Naggar, M. R. AlRashidi, M. F. AlHajri, and A. K. Al-
Othman, "Simulated Annealing algorithm for photovoltaic parameters
identification," Solar Energy, vol. 86, no. 1, pp. 266-274, 2012.
[2] W. Xiao, M. G. J. Lind, W. G. Dunford, and A. Capel, "Real-Time
Identification of Optimal Operating Points in Photovoltaic Power
Systems," IEEE Transactions on Industrial Electronics, vol. 53, no. 4,
pp. 1017-1026, 2006.
[3] M. Chegaar, Z. Ouennough, F. Guechi, and H. Langueur,
"Determination od Solar Cells Parameters under Illuminated
Conditions," Journal of Electron Devices, vol. 2, pp. 17-21, 2003.
[4] M. Ye, X. Wang, and Y. Xu, "Parameter extraction of solar cells using
particle swarm optimization," Journal of Applied Physics, vol. 105, no.
9, pp. 094502-094508, 2009.
[5] T. Easwarakhanthan, J. Bottin, I. Bouhouch, and C. Boutrit, "Nonlinear
Minimization Algorithm for Determining the Solar Cell Parameters with
Microcomputers," International Journal of Solar Energy, vol. 4, pp. 1-12,
1986.
[6] A. Ortiz-Conde, F. J. Garcia Sanchez, and J. Muci, "New method to
extract the model parameters of solar cells from the explicit analytic
solutions of their illuminated I-V characteristics," Solar Energy
Materials and Solar Cells, vol. 90, no. 3, pp. 352-361, Feb.2006.
[7] D. S. H. Chan, J. R. Phillips, and J. C. H. Phang, "A comparative study
of extraction methods for solar cell model parameters," Solid-State
Electronics, vol. 29, no. 3, pp. 329-337, Mar.1986.
[8] A. Jain and A. Kapoor, "Exact analytical solutions of the parameters of
real solar cells using Lambert W-function," Solar Energy Materials and
Solar Cells, vol. 81, no. 2, pp. 269-277, Feb.2004.
[9] D. S. H. Chan and J. C. H. Phang, "Analytical methods for the extraction
of solar-cell single- and double-diode model parameters from I-V
characteristics," IEEE Transactions on Electron Devices, vol. 34, no. 2,
pp. 286-293, 1987.
[10] H. Saleem and S. Karmalkar, "An Analytical Method to Extract the
Physical Parameters of a Solar Cell From Four Points on the Illuminated
J-V Curve," IEEE Electron Device Letters, vol. 30, no. 4, pp. 349-352,
2009.
[11] J. A. Jervase, H. Bourdoucen, and A. Al-Lawati, "Solar cell parameter
extraction using genetic algorithms," Measurement Science and
Technology, vol. 12, no. 11, pp. 1922-1925, 2001.
[12] M. K. Munji, W. Okullo, E. E. van Dyk, and F. J. Vorster, "Local device
parameter extraction of a concentrator photovoltaic cell under solar spot
illumination," Solar Energy Materials and Solar Cells, vol. 94, no. 12,
pp. 2129-2136, Dec.2010.
[13] M. R. AlRashidi, K. M. El-Naggar, M. F. AlHajri, and A. K. Al-
Othman, "A New Estimation Approach for Determining the I-V
Characteristics of Solar Cells," Solar Energy, vol. 85, no. 7, pp. 1543-
1550, 2011.
[14] M. Wolf, G. Noel, and R. Stirn, "Investigation of the double exponential
in the current-voltage characteristics of silicon solar cells," IEEE
Transaction on Electron Devices, vol. 24, no. 4, pp. 419-428, Apr.1977.
[15] S. Kirkpatrick, C. D. Gelatt Jr, and M. P. Vecchi, "Optimization by
simulated annealing," Science, vol. 220(4598), pp. 671-680, 1983.
[16] V. Cerny, "Thermodynamical approach to the traveling salesman
problem: an efficient simulation algorithm," Journal of Optimization
Theory and Application, vol. 45(1), pp. 41-51, 1985.
[17] K. Lee and M. El-Sharkawi, Modern Heuristic Optimization
Techniques: Theory and Applications to Power Systems, 1st ed. New
Jersey: John Wiley & Sons, Inc., 2008.
[18] N. Metropolis, A. W. Rosenbluth, M. N. Rosenbluth, and A. H. Teller,
"Equation of state calculation by fast computing machines," Journal of
Chemical Physics, vol. 21, pp. 1087-1092, 1953.
[19] K. Bouzidi, M. Chegaar, and N. Nehaoua, "New method to extract the
parameters of solar cells from their illuminated I-V curve," 4th
International Conference on Computer Integrated Manufacturing, Setif,
Algeria, Nov.2007.