Enhancing Global Maximum Power Point of Solar Photovoltaic Strings under Partial Shading Conditions Using Chimp Optimization Algorithm

被引:17
作者
Nagadurga, Timmidi [1 ,2 ]
Narasimham, Pasumarthi Venkata Ramana Lakshmi [3 ]
Vakula, V. S. [4 ]
Devarapalli, Ramesh [5 ]
Marquez, Fausto Pedro Garcia [6 ]
机构
[1] Lakireddy Bali Reddy Coll Engn, Dept Elect & Elect Engn, Mylavaram 521230, India
[2] Jawaharlal Nehru Technol Univ, Univ Coll Engn, Dept Elect & Elect Engn, Kakinada 533003, India
[3] Velagapudi Ramakrishna Siddhartha Engn Coll, Dept Elect & Elect Engn, Kanuru 520007, India
[4] JNTUK Univ Coll Engn, Dept Elect & Elect Engn, Vizianagaram 535003, India
[5] Birsa Inst Technol Sindri, Dept Elect Engn, Dhanbad 828123, Bihar, India
[6] Univ Castilla La Mancha, Ingenium Res Grp, Ciudad Real 13071, Spain
关键词
solar photovoltaic system; maximum power point tracking; chimp optimization algorithm; grey wolf optimization; availability; reliability; PV SYSTEMS; TRACKING TECHNIQUE; MPPT ALGORITHM; IMPLEMENTATION; ENERGY;
D O I
10.3390/en14144086
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 the application of a metaheuristic algorithm inspired by the social behavior of chimps in nature, called Chimp Optimization Algorithm (ChOA), for the maximum power point tracking of solar photovoltaic (PV) strings. In this algorithm, the chimps hunting process is mathematically articulated, and new mechanisms are designed to perform the exploration and exploitation. To evaluate the ChOA, it is applied to some fixed dimension benchmark functions and engineering problem application of tracking maximum power from solar PV systems under partial shading conditions. Partial shading condition is a common problem that appears in the solar PV modules installed in domestic areas. This shading alters the power developed by the solar PV panel, and exhibits multiple peaks on the power variation with voltage (P-V) characteristic curve. The dynamics of the solar PV system have been considered, and the mathematical model of a single objective function has been framed for tuning the optimal control parameter with the suggested algorithm. Implementing various practical shading patterns of solar PV systems with the ChOA algorithm has shown improved solar power point tracking performance compared to other algorithms in the literature.
引用
收藏
页数:23
相关论文
共 34 条
[1]   A Maximum Power Point Tracking Technique for Partially Shaded Photovoltaic Systems in Microgrids [J].
Alajmi, Bader N. ;
Ahmed, Khaled H. ;
Finney, Stephen J. ;
Williams, Barry W. .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (04) :1596-1606
[2]   System Parameter Based Performance Optimization of Solar PV Systems with Perturbation Based MPPT Algorithms [J].
Angadi, Sachin ;
Yaragatti, Udaykumar R. ;
Suresh, Yellasiri ;
Raju, A. B. .
ENERGIES, 2021, 14 (07)
[3]  
[Anonymous], 2018, RENEWABLE ENERGIES B
[4]  
Cheng Z., 2010, CHIN CONT DECIS CONF, P887
[5]   Maximum power point tracking of partially shaded solar photovoltaic arrays [J].
Chowdhury, Shubhajit Roy ;
Saha, Hiranmay .
SOLAR ENERGY MATERIALS AND SOLAR CELLS, 2010, 94 (09) :1441-1447
[6]   Comparative analysis of MPPT algorithms based on Bat algorithm for PV systems under partial shading condition [J].
da Rocha, Maykon Vichoski ;
Sampaio, Leonardo Poltronieri ;
da Silva, Sergio Augusto Oliveira .
SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS, 2020, 40
[7]   Assessment of the Incremental Conductance Maximum Power Point Tracking Algorithm [J].
Elgendy, Mohammed A. ;
Zahawi, Bashar ;
Atkinson, David J. .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2013, 4 (01) :108-117
[8]   Assessment of Perturb and Observe MPPT Algorithm Implementation Techniques for PV Pumping Applications [J].
Elgendy, Mohammed A. ;
Zahawi, Bashar ;
Atkinson, David J. .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2012, 3 (01) :21-33
[9]   An Improved Cuckoo Search Algorithm for Maximum Power Point Tracking of Photovoltaic Systems under Partial Shading Conditions [J].
Eltamaly, Ali M. .
ENERGIES, 2021, 14 (04)
[10]   Dynamic global maximum power point tracking of the PV systems under variant partial shading using hybrid GWO-FLC [J].
Eltamaly, Ali M. ;
Farh, Hassan M. H. .
SOLAR ENERGY, 2019, 177 :306-316