Parameter extraction of solar photovoltaic modules using penalty-based differential evolution

被引:285
作者
Ishaque, Kashif [1 ,2 ]
Salam, Zainal [1 ]
Mekhilef, Saad [3 ]
Shamsudin, Amir [1 ]
机构
[1] Univ Teknol Malaysia, Fac Elect Engn, Skudai 81310, Johor Bahru, Malaysia
[2] Karachi Inst Econ & Technol, Karachi 75190, Pakistan
[3] Univ Malaya, Dept Elect Engn, Fac Engn, Kuala Lumpur, Malaysia
关键词
Differential evolution; Simulated annealing; Genetic algorithm; Particle swarm optimization; Parameter extraction; Solar module; MODEL PARAMETERS; PHYSICAL PARAMETERS; PV SYSTEM; CELL; OPTIMIZATION; PERFORMANCE; SIMULATION; DIODE; TIO2;
D O I
10.1016/j.apenergy.2012.05.017
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 proposes a penalty based differential evolution (P-DE) for extracting the parameters of solar photovoltaic (PV) modules at different environmental conditions. The two diode model of a solar cell is used as the basis for the extraction problem. The analyses carried out using synthetic current-voltage (I-V) data set showed that the proposed P-DE outperforms other Evolutionary Algorithm methods, namely the simulated annealing (SA), genetic algorithm (GA), and particle swarm optimization (PSO). P-DE consistently converges to the global optimum values very rapidly. The performances are evaluated using the well known quality test and student T-tests. Furthermore, the P-DE extraction method is practically validated by six solar modules of different types (multi-crystalline, mono-crystalline, and thin-film). The results were found to be in close agreement with the experimental I-V data set, especially at very low irradiance values. The latter can be very useful in predicting the performance of the solar system under partial shading conditions. The main application of the proposed work is the possibility of developing a highly accurate simulator for solar PV system designer. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:297 / 308
页数:12
相关论文
共 48 条
[1]  
[Anonymous], 2003, NIST SEMATECH E HDB
[2]  
[Anonymous], 2009, Introduction to The Ethics of Cultural Appropriation
[3]   Solar cell modeling and parameter optimization using simulated annealing [J].
Asif, Samina ;
Li, Yun .
JOURNAL OF PROPULSION AND POWER, 2008, 24 (05) :1018-1022
[4]  
Ben Amor H, 2005, GECCO 2005: Genetic and Evolutionary Computation Conference, Vols 1 and 2, P1531
[5]   The simplex-simulated annealing approach to continuous non-linear optimization [J].
Cardoso, MF ;
Salcedo, RL ;
DeAzevedo, SF .
COMPUTERS & CHEMICAL ENGINEERING, 1996, 20 (09) :1065-1080
[6]   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
[7]   CONSISTENCY OF THE DOUBLE EXPONENTIAL MODEL WITH THE PHYSICAL-MECHANISMS OF CONDUCTION FOR A SOLAR-CELL UNDER ILLUMINATION [J].
CHARLES, JP ;
BORDURE, G ;
KHOURY, A ;
MIALHE, P .
JOURNAL OF PHYSICS D-APPLIED PHYSICS, 1985, 18 (11) :2261-2268
[8]   Simple parameter extraction method for illuminated solar cells [J].
Chegaar, M. ;
Azzouzi, G. ;
Mialhe, P. .
SOLID-STATE ELECTRONICS, 2006, 50 (7-8) :1234-1237
[9]   Extracting dc parameters of solar cells under illumination [J].
Chegaar, M ;
Ouennoughi, Z ;
Guechi, F .
VACUUM, 2004, 75 (04) :367-372
[10]   Improvement and validation of a model for photovoltaic array performance [J].
De Soto, W ;
Klein, SA ;
Beckman, WA .
SOLAR ENERGY, 2006, 80 (01) :78-88