Parameter estimation of photovoltaic system using imperialist competitive algorithm

被引:145
|
作者
Fathy, Ahmed [1 ]
Rezk, Hegazy [2 ,3 ]
机构
[1] Zagazig Univ, Fac Engn, Elect Power & Machine Dept, Zagazig, Egypt
[2] Prince Sattam Bin Abdulaziz Univ, Coll Engn Wadi Addawaser, Al Kharj, Saudi Arabia
[3] Minia Univ, Fac Engn, Dept Elect Engn, Al Minya, Egypt
关键词
PV parameter estimation; Imperialist competitive algorithm; Single diode model; Double diode model; SOLAR-CELL; SINGLE-DIODE; EXTRACTION; IDENTIFICATION;
D O I
10.1016/j.renene.2017.04.014
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents a reliable methodology based on imperialist competitive algorithm (ICA) for estimating the optimal parameters of photovoltaic (PV) generating unit. The PV system is simulated by single diode model and double diode model. The proposed constrained objective function is derived from the voltage-power curve of the PV system which has unique maximum power point (MPP). The analysis is performed on different types of PV systems; mono-crystalline, poly-crystalline and amorphous modules. The validation of ICA is investigated for PV cell/module operated under different irradiances and temperatures; the obtained results are compared with experimental data and other reported meta-heuristic optimization algorithms. The results confirm the validity and reliability of ICA in extracting the optimal parameters of the PV generating unit. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:307 / 320
页数:14
相关论文
共 50 条
  • [21] Parameter Estimation Techniques for Photovoltaic System Modeling
    Singla, Manish Kumar
    Gupta, Jyoti
    Nijhawan, Parag
    Singh, Parminder
    Giri, Nimay Chandra
    Hendawi, Essam
    Abu El-Sebah, Mohamed I.
    ENERGIES, 2023, 16 (17)
  • [22] Imperialist competitive algorithm with dynamic parameter adaptation using fuzzy logic applied to the optimization of mathematical functions
    Bernal E.
    Castillo O.
    Soria J.
    Valdez F.
    Castillo, Oscar (ocastillo@tectijuana.mx), 1600, MDPI AG (10):
  • [23] Parameter extraction of photovoltaic modules using a heuristic iterative algorithm
    Tao, Yunkun
    Bai, Jianbo
    Pachauri, Rupendra Kumar
    Sharma, Abhishek
    ENERGY CONVERSION AND MANAGEMENT, 2020, 224
  • [24] Identifying the parameters of photovoltaic cells using Gaussian bare-bone imperialist competitive algorithm with opposition-based learning mechanism
    Zhang, Wenjun
    Li, Peng
    Wang, Hongli
    Yang, Wei
    Lei, Dongge
    Wu, Fei
    AIP ADVANCES, 2024, 14 (10)
  • [25] Performance Analysis of the Imperialist Competitive Algorithm Using Benchmark Functions
    Florenzano Mollinetti, Marco Antonio
    Magalhaes Almeida, Jose Ney
    Pereira, Rodrigo Lisboa
    Teixeira, Otavio Noura
    2013 INTERNATIONAL CONFERENCE OF SOFT COMPUTING AND PATTERN RECOGNITION (SOCPAR), 2013, : 349 - 353
  • [26] Wireless Sensor Network Localization using Imperialist Competitive Algorithm
    Sayadnavard, Monireh H.
    Haghighat, Abolfazl T.
    Abdechiri, Matjan
    PROCEEDINGS OF 2010 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 9 (ICCSIT 2010), 2010, : 818 - 822
  • [27] Imperialist Competitive Algorithm using Chaos Theory for Optimization (CICA)
    Bahrami, Helena
    Faez, Karim
    Abdechiri, Marjan
    2010 12TH INTERNATIONAL CONFERENCE ON COMPUTER MODELLING AND SIMULATION (UKSIM), 2010, : 98 - 103
  • [28] Integrated process planning and scheduling using an imperialist competitive algorithm
    Lian, Kunlei
    Zhang, Chaoyong
    Gao, Liang
    Li, Xinyu
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2012, 50 (15) : 4326 - 4343
  • [29] Reverse Engineering of Planar Objects using Imperialist Competitive Algorithm
    Irshad, Misbah
    Sarfraz, Muhammad
    Hussain, Malik Zawwar
    2015 19TH INTERNATIONAL CONFERENCE ON INFORMATION VISUALISATION IV 2015, 2015, : 430 - 435
  • [30] Optimum design of skeletal structures using imperialist competitive algorithm
    Kaveh, A.
    Talatahari, S.
    COMPUTERS & STRUCTURES, 2010, 88 (21-22) : 1220 - 1229