Short-term load forecasting in an autonomous power system using artificial neural networks

被引:33
作者
Kiartzis, SJ
Zoumas, CE
Theocharis, JB
Bakirtzis, AG
Petridis, V
机构
[1] Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki
关键词
artificial neural networks; short-term load forecasting;
D O I
10.1109/59.627863
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents the development of an Artificial Neural Network based short-term load forecasting model for an autonomous power system. Problems encountered in data preparation, network structure definition and model's sensitivity to temperature, and suggested solutions are discussed. The proposed model can provide next week's load forecasts. Experiences obtained during the application of the model to predict daily load curves in the autonomous power system of the Greek island of Crete are presented.
引用
收藏
页码:1591 / 1596
页数:6
相关论文
共 16 条
[1]   A neural network short term load forecasting model for the Greek power system [J].
Bakirtzis, AG ;
Petridis, V ;
Klartzis, SJ ;
Alexiadis, MC ;
Maissis, AH .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1996, 11 (02) :858-863
[2]   SHORT-TERM LOAD FORECASTING USING FUZZY NEURAL NETWORKS [J].
BAKIRTZIS, AG ;
THEOCHARIS, JB ;
KIARTZIS, SJ ;
SATSIOS, KJ .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1995, 10 (03) :1518-1524
[3]  
ELSHARKAWI M, 1996, 96TP1120 IEEE POW EN
[4]   SHORT-TERM LOAD FORECASTING [J].
GROSS, G ;
GALIANA, FD .
PROCEEDINGS OF THE IEEE, 1987, 75 (12) :1558-1573
[5]   AN ADAPTIVE MODULAR ARTIFICIAL NEURAL-NETWORK HOURLY LOAD FORECASTER AND ITS IMPLEMENTATION AT ELECTRIC UTILITIES [J].
KHOTANZAD, A ;
HWANG, RC ;
ABAYE, A ;
MARATUKULAM, D .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1995, 10 (03) :1716-1722
[6]   SHORT-TERM LOAD FORECASTING USING NEURAL NETWORKS [J].
KIARTZIS, SJ ;
BAKIRTZIS, AG ;
PETRIDIS, V .
ELECTRIC POWER SYSTEMS RESEARCH, 1995, 33 (01) :1-6
[7]   PRACTICAL EXPERIENCES WITH AN ADAPTIVE NEURAL-NETWORK SHORT-TERM LOAD FORECASTING SYSTEM [J].
MOHAMMED, O ;
PARK, D ;
MERCHANT, R ;
DINH, T ;
TONG, C ;
AZEEM, A ;
FARAH, J ;
DRAKE, C .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1995, 10 (01) :254-265
[8]  
NIEBUR D, 1995, ELECTRA, V159, P77
[9]   A REGRESSION-BASED APPROACH TO SHORT-TERM SYSTEM LOAD FORECASTING [J].
PAPALEXOPOULOS, AD ;
HESTERBERG, TC .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1990, 5 (04) :1535-1547
[10]   AN IMPLEMENTATION OF A NEURAL-NETWORK-BASED LOAD FORECASTING-MODEL FOR THE EMS [J].
PAPALEXOPOULOS, AD ;
HAO, SY ;
PENG, TM .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1994, 9 (04) :1956-1962