Artificial neural network based modified incremental conductance algorithm for maximum power point tracking in photovoltaic system under partial shading conditions

被引:171
作者
Punitha, K. [1 ]
Devaraj, D. [1 ]
Sakthivel, S. [2 ]
机构
[1] Kalasalingam Univ, Srivilliputhur, Tamil Nadu, India
[2] PSNA Coll Engn, Dindigul, Tamil Nadu, India
关键词
Photovoltaic power generation; Maximum power point tracking; Neural network; Partial shading; FPGA; GENERATION;
D O I
10.1016/j.energy.2013.08.022
中图分类号
O414.1 [热力学];
学科分类号
摘要
In solar PV (photovoltaic) system, tracking the module's MPP (maximum power point) is challenging due to varying climatic conditions. Moreover, the tracking algorithm becomes more complicated under the condition of partial shading due to the presence of multiple peaks in the power voltage characteristics. This paper presents a NN (neural network) based modified IC (incremental conductance) algorithm for MPPT (maximum power point tracking) in PV system. The PV system along with the proposed MPPT algorithm was simulated using Matlab/Simulink simscape tool box. The simulated system was evaluated under uniform and non-uniform irradiation conditions and the results are presented. For comparison, P&O (perturb and observe) and Fuzzy based Modified Hill Climbing algorithms were used for MPP tracking, and the results show that the proposed approach is effective in tracking the MPP under partial shading conditions. To validate the simulated system hardware implementation of the proposed algorithm was carried out using FPGA (Field Programmable Gate Array). (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:330 / 340
页数:11
相关论文
共 24 条
[1]   Fuzzy-Logic-Control Approach of a Modified Hill-Climbing Method for Maximum Power Point in Microgrid Standalone Photovoltaic System [J].
Alajmi, Bader N. ;
Ahmed, Khaled H. ;
Finney, Stephen J. ;
Williams, Barry W. .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2011, 26 (04) :1022-1030
[2]  
Bruendlinger Roland., 2006, Proc. 21st EUPVSEC, P2157
[3]   A Coordinated Control Method for Leveling PV Output Power Fluctuations of PV-Diesel Hybrid Systems Connected to Isolated Power Utility [J].
Datta, Manoj ;
Senjyu, Tomonobu ;
Yona, Atsushi ;
Funabashi, Toshihisa ;
Kim, Chul-Hwan .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2009, 24 (01) :153-162
[4]   Comparison of photovoltaic array maximum power point tracking techniques [J].
Esram, Trishan ;
Chapman, Patrick L. .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2007, 22 (02) :439-449
[5]   Dynamic maximum power point tracking of photovoltaic arrays using ripple correlation control [J].
Esram, Trishan ;
Kimball, Jonathan W. ;
T Krein, Philip ;
Chapman, Patrick L. ;
Midya, Pallab .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2006, 21 (05) :1282-1291
[6]   Optimizing duty-cycle perturbation of P&O MPPT technique [J].
Femia, N ;
Petrone, G ;
Spagnuolo, G ;
Vitelli, M .
PESC 04: 2004 IEEE 35TH ANNUAL POWER ELECTRONICS SPECIALISTS CONFERENCE, VOLS 1-6, CONFERENCE PROCEEDINGS, 2004, :1939-1944
[7]   Sensitivity Study of the Dynamics of Three-Phase Photovoltaic Inverters With an LCL Grid Filter [J].
Figueres, Emilio ;
Garcera, Gabriel ;
Sandia, Jesus ;
Gonzalez-Espin, Francisco ;
Calvo Rubio, Jesus .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2009, 56 (03) :706-717
[8]  
Hart GW, 1984, SOL CELLS, V13, P107
[9]  
Himidreza Ghoddami, 2011, IEEE T POWER DELIV, V26
[10]  
Hiren Patel, 2008, IEEE T IND ELECT, V55