Parameters extraction of single and double diodes photovoltaic models using Marine Predators Algorithm and Lambert W function

被引:86
作者
Ridha, Hussein Mohammed [1 ,2 ]
机构
[1] Univ Putra Malaysia, Fac Engn, Dept Elect & Elect Engn, Serdang 43400, Malaysia
[2] Univ Putra Malaysia, Fac Engn, Adv Lightning Power & Energy Res, Serdang 43400, Malaysia
关键词
Modeling of PV module; Single diode model; Double diode model; Marine Predators Algorithm; Lambert W function; SOLAR-CELL MODELS; DIFFERENT OPERATING-CONDITIONS; ARTIFICIAL BEE COLONY; OPTIMIZATION ALGORITHM; SWARM OPTIMIZATION; PV CELLS; IDENTIFICATION; MODULES; PERFORMANCE; SIMULATION;
D O I
10.1016/j.solener.2020.09.047
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
Efficient and accurate estimation parameters of the PV model from real experimental data is crucial for modeling, increasing investments, and determining the actual performance before installing the PV panels. Recently, several stochastic methods have been proposed to extract the parameters of the PV module/cells optimally. However, some of these approaches have restrictions in terms of exploration and exploitation capacities individually or combined due to their stochastic searching strategies. In this research work, Marine Predator Algorithm (MPA) is combined with Lambert W function to tackle the parameters extraction optimization problem for the single diode and double diode PV models and called (MPALW). The performance of the MPALW algorithm is tested by using real experimental data at seven sunlight and temperature settings. The MPALW shows an excellent agreement with obtained experimental data compared with other well-published algorithms. The findings of this research show that the MPALW algorithm can be utilized for real engineering applications such as smart grids, energy sector, and fault error detection.
引用
收藏
页码:674 / 693
页数:20
相关论文
共 90 条
[51]   PV cell and module efficient parameters estimation using Evaporation Rate based Water Cycle Algorithm [J].
Kler, Dhruv ;
Sharma, Pallavi ;
Banerjee, Ashish ;
Rana, K. P. S. ;
Kumar, Vineet .
SWARM AND EVOLUTIONARY COMPUTATION, 2017, 35 :93-110
[52]   Slime mould algorithm: A new method for stochastic optimization [J].
Li, Shimin ;
Chen, Huiling ;
Wang, Mingjing ;
Heidari, Ali Asghar ;
Mirjalili, Seyedali .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 111 :300-323
[53]   Parameter estimation of photovoltaic models with memetic adaptive differential evolution [J].
Li, Shuijia ;
Gong, Wenyin ;
Yan, Xuesong ;
Hu, Chengyu ;
Bai, Danyu ;
Wang, Ling .
SOLAR ENERGY, 2019, 190 :465-474
[54]   Classified perturbation mutation based particle swarm optimization algorithm for parameters extraction of photovoltaic models [J].
Liang, Jing ;
Ge, Shilei ;
Qu, Boyang ;
Yu, Kunjie ;
Liu, Fengjiao ;
Yang, Haotian ;
Wei, Panpan ;
Li, Zhimeng .
ENERGY CONVERSION AND MANAGEMENT, 2020, 203
[55]   A new explicit double-diode modeling method based on Lambert W-function for photovoltaic arrays [J].
Lun, Shu-xian ;
Wang, Shuo ;
Yang, Gui-hong ;
Guo, Ting-ting .
SOLAR ENERGY, 2015, 116 :69-82
[56]   A new explicit I-V model of a solar cell based on Taylor's series expansion [J].
Lun, Shu-xian ;
Du, Cun-jiao ;
Guo, Ting-ting ;
Wang, Shuo ;
Sang, Jing-shu ;
Li, Jia-pei .
SOLAR ENERGY, 2013, 94 :221-232
[57]  
Mahalil I, 2019, 2019 IEEE CONFERENCE ON GRAPHICS AND MEDIA (GAME), P1, DOI [10.1109/GAME47560.2019.8980987, 10.1109/game47560.2019.8980987]
[58]   FAST, ACCURATE ALGORITHM FOR NUMERICAL-SIMULATION OF LEVY STABLE STOCHASTIC-PROCESSES [J].
MANTEGNA, RN .
PHYSICAL REVIEW E, 1994, 49 (05) :4677-4683
[59]   Parameters extraction of double diode photovoltaic module's model based on hybrid evolutionary algorithm [J].
Muhsen, Dhiaa Halboot ;
Ghazali, Abu Bakar ;
Khatib, Tamer ;
Abed, Issa Ahmed .
ENERGY CONVERSION AND MANAGEMENT, 2015, 105 :552-561
[60]   Extraction of photovoltaic module model's parameters using an improved hybrid differential evolution/electromagnetism-like algorithm [J].
Muhsen, Dhiaa Halboot ;
Ghazali, Abu Bakar ;
Khatib, Tamer ;
Abed, Issa Ahmed .
SOLAR ENERGY, 2015, 119 :286-297