Parameter extraction of solar cell models using mutative-scale parallel chaos optimization algorithm

Solar Energy

Volumn 108, Issue , 2014, Pages 238-251

  Yuan, Xiaofang ^a   Xiang, Yongzhong ^a   He, Yuqing ^a  

^a HUNAN UNIVERSITY   (China)

Author keywords

Parallel chaos optimization algorithm (PCOA); Parameter extraction; Photovoltaic (PV) system; Solar cell models

Indexed keywords

ALGORITHMS; OPTIMIZATION; PARAMETER EXTRACTION; PHOTOVOLTAIC CELLS;

CELL MODEL; CHAOS OPTIMIZATION ALGORITHM; CROSSOVER OPERATIONS; EXTRACTION TECHNIQUES; OBJECTIVE FUNCTIONS; OPTIMIZATION PROBLEMS; PHOTOVOLTAIC SYSTEMS; SOLAR CELL SYSTEM;

SOLAR CELLS;

ALGORITHM; COMPARATIVE STUDY; NUMERICAL MODEL; OPTIMIZATION; PARAMETERIZATION; PHOTOVOLTAIC SYSTEM; SOLAR POWER;

EID: 84905275757     PISSN: 0038092X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.solener.2014.07.013     Document Type: Article

References (52)

1. AbdulHadi M., Al-Ibrahim A.A., Virk G.S. Neuro-fuzzy-based solar cell model. IEEE Trans. Energy Convers. 2004, 19(3):619-624.
2. AlHajri M.F., El-Naggar K.M., AlRashidi M.R., Al-Othman A.K. Optimal extraction of solar cell parameters using pattern search. Renew. Energy 2012, 44:238-245.
3. AlRashidi M.R., AlHajri M.F., El-Naggar K.M., Al-Othman A.K. A new estimation approach for determining the I-V characteristics of solar cells. Solar Energy 2011, 85(7):1543-1550.
4. Amrouche B., Guessoum A., Belhamel M. A simple behavioural model for solar module electric characteristics based on the first order system step response for MPPT study and comparison. Appl. Energy 2012, 91(1):395-404.
5. Askarzadeh A., Rezazadeh A. Artificial bee swarm optimization algorithm for parameters identification of solar cell models. Appl. Energy 2013, 102(SI):943-949.
6. Bayhan H., Bayhan M. A simple approach to determine the solar cell diode ideality factor under illumination. Solar Energy 2011, 85(5):769-775.
7. Bonanno F., Capizzi G., Graditi G., Napoli C., Tina G.M. A radial basis function neural network based approach for the electrical characteristics estimation of a photovoltaic module. Appl. Energy 2012, 97(SI):956-961.
8. Bouzidi, K., Chegaar, M., Nehaoua, N., 2007. New method to extract the parameters of solar cells from their illuminated I-V curve. In: 4th International Conference on Computer Integrated Manufacturing, Setif, Algeria.
9. Chan D.S.H., Phillips J.R., Phang J.C.H. A comparative-study of extraction methods for solar-cell model parameters. Solid-State Electron. 1986, 29(3):329-337.
10. Chegaar M., Nehaoua N., Bouhemadou A. Organic and inorganic solar cells parameters evaluation from single I-V plot. Energy Convers. Manage. 2008, 49(6):1376-1379.
11. Chen Y.F., Wang X.M., Li D., Hong R.J., Shen H. Parameters extraction from commercial solar cells I-V characteristics and shunt analysis. Appl. Energy 2011, 88(6):2239-2244.
12. Cubas J., Pindado S., Victoria M. On the analytical approach for modeling photovoltaic systems behavior. J. Power Sources 2014, 247:467-474.
13. Das A.K. Analytical derivation of explicit J-V model of a solar cell from physics based implicit model. Solar Energy 2012, 86(1):26-30.
14. Easwarakhanthan T., Bottin J., Bouhouch I., Boutrit C. Nonlinear minimization algorithm for determining the solar cell parameters with microcomputers. Solar Energy 1986, 4(1):1-12.
15. El-Naggar K.M., AlRashidi M.R., AlHajri M.F., Al-Othman A.K. Simulated annealing algorithm for photovoltaic parameters identification. Solar Energy 2012, 86(1):266-274.
16. Fathabadi H. Novel neural-analytical method for determining silicon/plastic solar cells and modules characteristics. Energy Convers. Manage. 2013, 76:253-259.
17. Ghani F., Duke M., Carson J. Numerical calculation of series and shunt resistance of a photovoltaic cell using the Lambert W-function: experimental evaluation. Solar Energy 2013, 87:246-253.
18. Ghani F., Duke M., Carson J. Numerical calculation of series and shunt resistances and diode quality factor of a photovoltaic cell using the Lambert W-function. Solar Energy 2013, 91:422-431.
19. Gong W., Cai Z. Parameter extraction of solar cell models using repaired adaptive differential evolution. Solar Energy 2013, 94:209-220.
20. Hachana O., Hemsas K.E., Tina G.M., Ventura C. Comparison of different metaheuristic algorithms for parameter identification of photovoltaic cell/module. J. Renew. Sust. Energy 2013, 5(5):053122.
21. Huang, W., Jiang, C., Xue, L., Song, D., 2011. Extracting solar cell model parameters based on chaos particle swarm algorithm. In: Proceedings of International Conference on Electric Information and Control Engineering (ICEICE), pp. 398-402.
22. Ishaque K., Salam Z., Mekhilef S., Shamsudin A. Parameter extraction of solar photovoltaic modules using penalty-based differential evolution. Appl. Energy 2012, 99:297-308.
23. Jain A., Kapoor A. Exact analytical solutions of the parameters of real solar cells using Lambert W-function. Sol. Energy Mater. Sol. Cells 2004, 81(2):69-277.
24. Jain A., Kapoor A. A new approach to study organic solar cell using Lambert W-function. Sol. Energy Mater. Sol. Cells 2005, 86(2):197-205.
25. Jain A., Sharma S., Kapoor A. Solar cell array parameters using Lambert W-function. Sol. Energy Mater. Sol. Cells 2006, 90(1):25-31.
26. Jervase J.A., Bourdoucen H., Al-Lawati A. Solar cell parameter extraction using genetic algorithms. Measure. Sci. Technol. 2001, 12(11):1922-1925.
27. Karatepe E., Boztepe M., Colak M. Neural network based solar cell model. Energy Convers. Manage. 2006, 47(9-10):1159-1178.
28. Karmalkar S., Haneefa S. A physically based explicit J-V model of a solar cell for simple design calculations. IEEE Electron Device Lett. 2008, 29(5):449-451.
29. Khan F., Baek S.H., Park Y., Kim J.H. Extraction of diode parameters of silicon solar cells under high illumination conditions. Energy Convers. Manage. 2013, 76:421-429.
30. Kim W., Choi W. A novel parameter extraction method for the one-diode solar cell model. Solar Energy 2010, 84(6):1008-1019.
31. Li B., Jiang W. Optimizing complex function by chaos search. Cybernet. Syst. 1998, 29(4):409-419.
32. Lun S.X., Du C.J., Yang G.H., Wang S., Guo T.T., Sang J.S., Li J.P. An explicit approximate I-V characteristic model of a solar cell based on padé approximants. Solar Energy 2013, 92:147-159.
33. Lun S.X., Du C.J., Guo T.T., Wang S., Sang J.S., Li J.P. A new explicit I-V model of a solar cell based on Taylor's series expansion. Solar Energy 2013, 94:221-232.
34. Okamoto T., Hirata H. Global optimization using a multipoint type quasi-chaotic optimization method. Appl. Soft Comput. 2013, 13(2):1247-1264.
35. Orioli A., Gangi A.D. A procedure to calculate the five-parameter model of crystalline silicon photovoltaic modules on the basis of the tabular performance data. Appl. Energy 2013, 102(SI):1160-1177.
36. Ortiz-Conde A., Sanchez F.J.G. Extraction of non-ideal junction model parameters from the explicit analytic solutions of its I-V characteristics. Solid-State Electron. 2005, 49(3):465-472.
37. Ortiz-Conde A., Sanchez F.J.G., Muci J. New method to extract the model parameters of solar cells from the explicit analytic solutions of their illuminated I-V characteristics. Sol. Energy Mater. Sol. Cells 2006, 90(3):352-361.
38. Patra J.C. Neural network-based model for dual-junction solar cells. Prog. Photovoltaics 2011, 19(1):33-44.
39. Patra J.C. Chebyshev neural network-based model for dual-junction solar cells. IEEE Trans. Energy Convers. 2011, 26(1):132-139.
40. Peng L.L., Sun Y.Z., Meng Z., Wang Y.L., Xu Y. A new method for determining the characteristics of solar cells. J. Power Sources 2013, 227:131-136.
41. Saleem H., Karmalkar S. An analytical method to extract the physical parameters of a solar cell from four points on the illuminated J-V curve. IEEE Electron Device Lett. 2009, 30(4):349-352.
42. Sandrolini L., Artioli M., Reggiani U. Numerical method for the extraction of photovoltaic module double-diode model parameters through cluster analysis. Appl. Energy 2010, 87(2):442-451.
43. Syafaruddin, Karatepe E., Hiyama T. Fuzzy wavelet network identification of optimum operating point of non-crystalline silicon solar cells. Comput. Math. Appl. 2012, 63(1):68-82.
44. Tian H.M., Mancilla-David F., Ellis K., Muljadi E., Jenkins P. A cell-to-module-to-array detailed model for photovoltaic panels. Sol. Energy Mater. Solar Cells 2012, 86(9):2695-2706.
45. Yang D., Li G., Cheng G. On the efficiency of chaos optimization algorithms for global optimization. Chaos Soliton. Fract. 2007, 34(4):1366-1375.
46. Yang D., Liu Z., Zhou J. Chaos optimization algorithms based on chaotic maps with different probability distribution and search speed for global optimization. Commun. Nonlinear Sci. Numer. Simul. 2014, 19(4):1229-1246.
47. Ye M., Wang X., Xu Y. Parameter extraction of solar cells using particle swarm optimization. J. Appl. Phys. 2009, 105(9):094502.
48. Yuan X., Wang Y. Parameter selection of support vector machine for function approximation based on chaos optimization. J. Syst. Eng. Electron. 2008, 19(1):191-197.
49. Yuan X., Yang Y., Wang H. Improved parallel chaos optimization algorithm. Appl. Math. Comput. 2012, 219(8):3590-3599.
50. Yuan X., Zhao J., Yang Y., Wang Y. Hybrid parallel chaos optimization algorithm with harmony search algorithm. Appl. Soft Comput. 2014, 17:12-22.
51. Zagrouba M., Sellami A., Bouaicha M., Ksouri M. Identification of PV solar cells and modules parameters using the genetic algorithms: application to maximum power extraction. Solar Energy 2010, 84(5):860-866.
52. Zhou W., Yang H., Fang Z. A novel model for photovoltaic array performance prediction. Appl. Energy 2007, 84(12):1187-1198.