Parameter Estimation of Photovoltaic Models via Cuckoo Search

被引:198
作者
Ma, Jieming [1 ,2 ]
Ting, T. O. [2 ]
Man, Ka Lok [2 ]
Zhang, Nan [2 ]
Guan, Sheng-Uei [2 ]
Wong, Prudence W. H. [1 ]
机构
[1] Univ Liverpool, Dept Comp Sci, Liverpool L69 3BX, Merseyside, England
[2] Xian Jiaotong Liverpool Univ, Het 215123, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
SOLAR-CELL; 5-PARAMETER MODEL; EXTRACTION; MODULES; VALIDATION; SIMULATION;
D O I
10.1155/2013/362619
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Since conventional methods are incapable of estimating the parameters of Photovoltaic (PV) models with high accuracy, bioinspired algorithms have attracted significant attention in the last decade. Cuckoo Search (CS) is invented based on the inspiration of brood parasitic behavior of some cuckoo species in combination with the Levy flight behavior. In this paper, a CS-based parameter estimation method is proposed to extract the parameters of single-diode models for commercial PV generators. Simulation results and experimental data show that the CS algorithmis capable of obtaining all the parameters with extremely high accuracy, depicted by a low Root-Mean-Squared-Error (RMSE) value. The proposed method outperforms other algorithms applied in this study.
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页数:8
相关论文
共 32 条
  • [11] A conceptual comparison of the Cuckoo-search, particle swarm optimization, differential evolution and artificial bee colony algorithms
    Civicioglu, Pinar
    Besdok, Erkan
    [J]. ARTIFICIAL INTELLIGENCE REVIEW, 2013, 39 (04) : 315 - 346
  • [12] Selecting a suitable model for characterizing photovoltaic devices
    de Blas, MA
    Torres, JL
    Prieto, E
    García, A
    [J]. RENEWABLE ENERGY, 2002, 25 (03) : 371 - 380
  • [13] Improvement and validation of a model for photovoltaic array performance
    De Soto, W
    Klein, SA
    Beckman, WA
    [J]. SOLAR ENERGY, 2006, 80 (01) : 78 - 88
  • [14] Easwarakhanthan T., 1986, International Journal of Solar Energy, V4, P1, DOI 10.1080/01425918608909835
  • [15] A comprehensive review of firefly algorithms
    Fister, Iztok
    Fister, Iztok, Jr.
    Yang, Xin-She
    Brest, Janez
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2013, 13 : 34 - 46
  • [16] Cuckoo search algorithm: a metaheuristic approach to solve structural optimization problems
    Gandomi, Amir Hossein
    Yang, Xin-She
    Alavi, Amir Hossein
    [J]. ENGINEERING WITH COMPUTERS, 2013, 29 (01) : 17 - 35
  • [17] Parameter extraction of solar photovoltaic modules using penalty-based differential evolution
    Ishaque, Kashif
    Salam, Zainal
    Mekhilef, Saad
    Shamsudin, Amir
    [J]. APPLIED ENERGY, 2012, 99 : 297 - 308
  • [18] Simple, fast and accurate two-diode model for photovoltaic modules
    Ishaque, Kashif
    Salam, Zainal
    Taheri, Hamed
    [J]. SOLAR ENERGY MATERIALS AND SOLAR CELLS, 2011, 95 (02) : 586 - 594
  • [19] Solar cell parameter extraction using genetic algorithms
    Jervase, JA
    Bourdoucen, H
    Al-Lawati, A
    [J]. MEASUREMENT SCIENCE AND TECHNOLOGY, 2001, 12 (11) : 1922 - 1925
  • [20] On the experimental validation of an improved five-parameter model for silicon photovoltaic modules
    Lo Brano, Valerio
    Orioli, Aldo
    Ciulla, Giuseppina
    [J]. SOLAR ENERGY MATERIALS AND SOLAR CELLS, 2012, 105 : 27 - 39