Experimental Parameter Extraction in the Single-Diode Photovoltaic Model via a Reduced-Space Search

被引:100
作者
Angulo Cardenas, Alejandro [1 ]
Carrasco, Miguel [2 ]
Mancilla-David, Fernando [2 ]
Street, Alexandre [3 ]
Cardenas, Roberto [1 ]
机构
[1] Univ Chile, Dept Elect Engn, Santiago 1058, Chile
[2] Univ Colorado, Dept Elect Engn, Denver, CO 80204 USA
[3] Pontifical Catholic Univ Rio de Janeiro, Dept Elect Engn, BR-38097 Rio De Janeiro, Brazil
关键词
Optimization methods; parameter estimation; photovoltaic (PV) cells; GLOBAL OPTIMIZATION; 5-PARAMETER MODEL; SOLAR-CELLS; IDENTIFICATION; ALGORITHM; MODULES; PANEL;
D O I
10.1109/TIE.2016.2615590
中图分类号
TP [自动化技术、计算机技术];
学科分类号
080201 [机械制造及其自动化];
摘要
The behavior of a photovoltaic (PV) module may be captured via its current-voltage (I-V) characteristic. The single-diode model is able to adequately fit this characteristic while featuring limited parameterization difficulty, and is thus widely adopted to represent the performance of a PV module. However, the identification of the model's parameters is a complex task due to the nonconvex nature of the underlying optimization problem. In this paper, an efficient method for the parameter extraction of the single-diode PV model from experimental I-V curves is developed. This method features two advantages with respect to the existing procedures. On the one hand, it is able to find high-quality solutions at a reduced computational complexity. On the other hand, it does not rely on any preliminary data selection and it can thus be fully automated without user intervention. Numerical results obtained for case studies common in the literature and a large-scale repository show its performance. A computer program implementing the proposed methodology is available upon request via an e-mail to all interested researchers.
引用
收藏
页码:1468 / 1476
页数:9
相关论文
共 33 条
[1]
Optimal extraction of solar cell parameters using pattern search [J].
AlHajri, M. F. ;
El-Naggar, K. M. ;
AlRashidi, M. R. ;
Al-Othman, A. K. .
RENEWABLE ENERGY, 2012, 44 :238-245
[2]
[Anonymous], 2016, MPFIT ROBUST NONLINE
[3]
[Anonymous], 2013, Renewable and efficient electric power systems
[4]
[Anonymous], RES REP COLLECT
[5]
Artificial bee swarm optimization algorithm for parameters identification of solar cell models [J].
Askarzadeh, Alireza ;
Rezazadeh, Alireza .
APPLIED ENERGY, 2013, 102 :943-949
[6]
Parameter identification for solar cell models using harmony search-based algorithms [J].
Askarzadeh, Alireza ;
Rezazadeh, Alireza .
SOLAR ENERGY, 2012, 86 (11) :3241-3249
[7]
Azab M., 2015, SMART GRID REN EN SG, P1
[8]
ON THE GENERALIZED BENDERS DECOMPOSITION [J].
BAGAJEWICZ, MJ ;
MANOUSIOUTHAKIS, V .
COMPUTERS & CHEMICAL ENGINEERING, 1991, 15 (10) :691-700
[9]
Evaluation and Validation of Equivalent Circuit Photovoltaic Solar Cell Performance Models [J].
Boyd, Matthew T. ;
Klein, Sanford A. ;
Reindl, Douglas T. ;
Dougherty, Brian P. .
JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME, 2011, 133 (02)
[10]
Cirrincione G., 2010, TOTAL LEAST SQUARES