Modelling of sizing the photovoltaic system parameters using artificial neural network

被引:0
作者
Mellit, A
Benghanem, M
Arab, AH
Guessoum, A
机构
来源
CCA 2003: PROCEEDINGS OF 2003 IEEE CONFERENCE ON CONTROL APPLICATIONS, VOLS 1 AND 2 | 2003年
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The objective of this work is to use an Artificial Neural Network (ANN) to predict the sizing parameters of photovoltaic (PV) system with a minimum of input data. A neural network has been trained by using 54 known sizing parameter data corresponding to 54 locations. In this way the network was trained to accept and even handle a number of unusual cases. Known data were subsequently used to investigate the accuracy of prediction. Prediction with maximum deviation of 6% was obtained. This result indicates that the proposed method can successfully be used for the estimation of sizing parameters data for any locations.
引用
收藏
页码:353 / 357
页数:5
相关论文
共 14 条
[1]  
BARA L, 1984, SOL ENERGY, V33, P509
[2]   THE DESIGN OF PHOTOVOLTAIC PLANTS - AN OPTIMIZATION PROCEDURE [J].
BARTOLI, B ;
CUOMO, V ;
FONTANA, F ;
SERIO, C ;
SILVESTRINI, V .
APPLIED ENERGY, 1984, 18 (01) :37-47
[3]   Data acquisition system for photovoltaic systems performance monitoring [J].
Benghanem, M ;
Maafi, A .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 1998, 47 (01) :30-33
[4]   ESTIMATING LOSS-OF-POWER PROBABILITIES OF STAND-ALONE PHOTOVOLTAIC SOLAR-ENERGY SYSTEMS [J].
BUCCIARELLI, LL .
SOLAR ENERGY, 1984, 32 (02) :205-209
[5]   A METHOD FOR ESTIMATING THE PERFORMANCE OF PHOTOVOLTAIC SYSTEMS [J].
CLARK, DR ;
KLEIN, SA ;
BECKMAN, WA .
SOLAR ENERGY, 1984, 33 (06) :551-555
[6]   THE SIZING OF STAND ALONE PV-SYSTEMS - A REVIEW AND A PROPOSED NEW METHOD [J].
EGIDO, M ;
LORENZO, E .
SOLAR ENERGY MATERIALS AND SOLAR CELLS, 1992, 26 (1-2) :51-69
[7]  
EVANS DL, 1980, SOL ENERGY, V27, P55
[8]  
Fogel D.B., 1995, EVOLUTIONARY COMPUTA
[9]  
Karayiannis N.B., 1993, ARTIFICIAL NEURAL NE
[10]   LOSS-OF-LOAD PROBABILITIES FOR STAND-ALONE PHOTOVOLTAIC SYSTEMS [J].
KLEIN, SA ;
BECKMAN, WA .
SOLAR ENERGY, 1987, 39 (06) :499-512