A MPPT-Based ANN Controller Applied To PV Pumping System

被引:0
作者
Bouselham, L. [1 ]
Hajji, M. [1 ]
Hajji, B. [1 ]
Bouali, H. [1 ]
机构
[1] ENSA UMP, BP 669, Oujda 60000, Morocco
来源
PROCEEDINGS OF 2016 INTERNATIONAL RENEWABLE & SUSTAINABLE ENERGY CONFERENCE (IRSEC' 16) | 2016年
关键词
PV Pumping System; MPPT; Artificial Neural Network (ANN); Partial Shading Conditions; Global Maximum Power Point (GMPP); POWER POINT TRACKING; OPTIMIZATION;
D O I
暂无
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 introduces a maximum power point method (MPPT) based on an artificial neural network (ANN) and a scanning algorithm. The proposed MPPT is applied to pumping system. The system is composed of solar generator, boost converter and centrifugal pump load driven by a DC motor. A complete simulation of the system is developed in MATLAB/SIMULINK under different weather conditions. The results obtained verify that the ANN controller shows a significant improvement in the power extraction performance especially in terms of tracking efficiency, when compared with modified Perturb and observe controller, and consequently the quantity of the pumped water gained by the ANN method is higher.
引用
收藏
页码:86 / +
页数:7
相关论文
共 14 条
[1]   A novel MPPT method for PV systems with irradiance measurement [J].
Bayod-Rujula, Angel-Antonio ;
Cebollero-Abian, Jose-Antonio .
SOLAR ENERGY, 2014, 109 :95-104
[2]  
Bouselham L., 2015, 2015 3rd International Renewable and Sustainable Energy Conference (IRSEC), P1
[3]  
Chaib A, 2015, 6 INT REN EN C, P2
[4]  
Duan Q., 2015, 7 INT C INT HUM MACH
[5]   Optimization of perturb and observe maximum power point tracking method [J].
Femia, N ;
Petrone, G ;
Spagnuolo, G ;
Vitelli, M .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2005, 20 (04) :963-973
[6]  
FEMIA N, 2007, IEEE T AEROSPACE ELE, V43
[7]   Design optimization of photovoltaic powered water pumping systems [J].
Ghoneim, AA .
ENERGY CONVERSION AND MANAGEMENT, 2006, 47 (11-12) :1449-1463
[8]  
Li H., 2014, VIBRATION CONTROL
[9]   Artificial intelligence techniques for photovoltaic applications: A review [J].
Mellit, Adel ;
Kalogirou, Soteris A. .
PROGRESS IN ENERGY AND COMBUSTION SCIENCE, 2008, 34 (05) :574-632
[10]   Reliability issues in photovoltaic power processing systems [J].
Petrone, Giovanni ;
Spagnuolo, Giovanni ;
Teodorescu, Remus ;
Veerachary, Mummadi ;
Vitelli, Massimo .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2008, 55 (07) :2569-2580