A new hybrid bee pollinator flower pollination algorithm for solar PV parameter estimation

被引:216
作者
Ram, J. Prasanth [1 ]
Babu, T. Sudhakar [1 ]
Dragicevic, Tomislav [2 ]
Rajasekar, N. [1 ]
机构
[1] VIT Univ, Sch Elect Engn SELECT, Solar Energy Res Cell, Vellore 632014, Tamil Nadu, India
[2] Aalborg Univ, Dept Energy Technol, DK-9220 Aalborg, Denmark
关键词
BPFPA - Bee Pollinator Flower Pollination Algorithm; PV - Photo Voltaic; GA- Genetic Algorithm; FPA - Flower Pollination Algorithm; HS - Harmony Search; GENETIC ALGORITHM; MODEL PARAMETERS; DIODE MODEL; EXTRACTION; IDENTIFICATION; CELLS; OPTIMIZATION; SYSTEM; PANEL;
D O I
10.1016/j.enconman.2016.12.082
中图分类号
O414.1 [热力学];
学科分类号
摘要
The inaccurate I-V curve generation in solar PV modeling introduces less efficiency and on the other hand, accurate simulation of PV characteristics becomes a mandatory obligation before experimental validation. Although many optimization methods in literature have attempted to extract accurate PV parameters, all of these methods do not guarantee their convergence to the global optimum. Hence, the authors of this paper have proposed a new hybrid Bee pollinator Flower Pollination Algorithm (BPFPA) for the PV parameter extraction problem. The PV parameters for both single diode and double diode are extracted and tested under different environmental conditions. For brevity, the I.(01), I-02, I-pv for double diode and I-0, I-pv, for single diode models are calculated analytically where the remaining parameters 'R-s, R-p, a(1), a(2)' are optimized using BPFPA method. It is found that, the proposed Bee Pollinator method has all the scope to create exploration and exploitation in the control variable to yield a less RMSE value even under lower irradiated conditions. Further for performance validation, the parameters arrived via BPFPA method is compared with Genetic Algorithm (GA), Pattern Search (PS), Harmony Search (HS), Flower Pollination Algorithm (FPA) and Artificial Bee Swarm Optimization (ABSO). In addition, various outcomes of PV modeling and different parameters influencing the accurate PV modeling are critically analyzed. (C) 201 6 Elsevier Ltd. All rights reserved.
引用
收藏
页码:463 / 476
页数:14
相关论文
共 36 条
[1]   Flower Pollination Algorithm based solar PV parameter estimation [J].
Alam, D. F. ;
Yousri, D. A. ;
Eteiba, M. B. .
ENERGY CONVERSION AND MANAGEMENT, 2015, 101 :410-422
[2]   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
[3]   Determination of photovoltaic modules parameters at different operating conditions using a novel bird mating optimizer approach [J].
Askarzadeh, Alireza ;
Coelho, Leandro dos Santos .
ENERGY CONVERSION AND MANAGEMENT, 2015, 89 :608-614
[4]   Extraction of maximum power point in solar cells using bird mating optimizer-based parameters identification approach [J].
Askarzadeh, Alireza ;
Rezazadeh, Alireza .
SOLAR ENERGY, 2013, 90 :123-133
[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]   An Innovative Global Harmony Search Algorithm for Parameter Identification of a PEM Fuel Cell Model [J].
Askarzadeh, Alireza ;
Rezazadeh, Alireza .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2012, 59 (09) :3473-3480
[7]   Variations of the bacterial foraging algorithm for the extraction of PV module parameters from nameplate data [J].
Awadallah, Mohamed A. .
ENERGY CONVERSION AND MANAGEMENT, 2016, 113 :312-320
[8]   Parameter extraction of two diode solar PV model using Fireworks algorithm [J].
Babu, T. Sudhakar ;
Ram, J. Prasanth ;
Sangeetha, K. ;
Laudani, Antonino ;
Rajasekar, N. .
SOLAR ENERGY, 2016, 140 :265-276
[9]   Characteristic output of PV systems under partial shading or mismatch conditions [J].
Bai, Jianbo ;
Cao, Yang ;
Hao, Yuzhe ;
Zhang, Zhen ;
Liu, Sheng ;
Cao, Fei .
SOLAR ENERGY, 2015, 112 :41-54
[10]   Critical evaluation of Genetic Algorithm based fuel cell parameter extraction [J].
Balasubramanian, Karthik ;
Jacob, Basil ;
Priya, K. ;
Sangeetha, K. ;
Rajasekar, N. ;
Babu, T. Sudhakar .
CLEAN, EFFICIENT AND AFFORDABLE ENERGY FOR A SUSTAINABLE FUTURE, 2015, 75 :1975-1982