SHORT-TERM LOAD FORECASTING USING AN ARTIFICIAL NEURAL NETWORK

被引：279
|
作者：
LEE, KY
CHA, YT
PARK, JH
KURZYN, MS
PARK, DC
MOHAMMED, OA
机构：
[1] PUSAN NATL UNIV,DEPT ELECT ENGN,PUSAN 609735,SOUTH KOREA
[2] FLORIDA INT UNIV,MIAMI,FL 33199
[3] VICTORIA COLL,CLAYTON,VIC,AUSTRALIA
来源：
IEEE TRANSACTIONS ON POWER SYSTEMS | 1992年 / 7卷 / 01期
关键词：
NEURAL NETWORK; LOAD FORECASTING; BACKPROPAGATION ALGORITHM;
D O I：
10.1109/59.141695
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：
Artificial Neural Network (ANN) Method is applied to forecast the short-term load for a large power system. The load has two distinct patterns: weekday and weekend-day patterns. The weekend-day pattern include Saturday, Sunday, and Monday loads. A nonlinear load model is proposed and several structures of ANN for short-term load forecasting are tested. Inputs to the ANN are past loads and the output of the ANN is the load forecast for a given day. The network with one or two hidden layers are tested with various combination of neurons, and results are compared in terms of forecasting error. The neural network, when grouped into different load patterns, gives good load forecast.
引用
收藏
页码：124 / 132
页数：9
相关论文
共 50 条
  • [21] WEATHER SENSITIVE SHORT-TERM LOAD FORECASTING USING NONFULLY CONNECTED ARTIFICIAL NEURAL NETWORK
    CHEN, ST
    YU, DC
    MOGHADDAMJO, AR
    LU, CN
    VEMURI, S
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1992, 7 (03) : 1098 - 1105
  • [22] Short-term electric load forecasting using an artificial neural network: case of Northern Vietnam
    Bhattacharyya, SC
    Thanh, LT
    [J]. INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2004, 28 (05) : 463 - 472
  • [23] Combinatorial Approach using Wavelet Analysis and Artificial Neural Network for Short-term Load Forecasting
    Vu, D. H.
    Muttaqi, K. M.
    Agalgaonkar, A. P.
    [J]. 2014 AUSTRALASIAN UNIVERSITIES POWER ENGINEERING CONFERENCE (AUPEC), 2014,
  • [24] Short-term load forecasting based on mutual information and artificial neural network
    Wang, Zhiyong
    Cao, Yijia
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 1246 - 1251
  • [25] An application of short-term load-forecasting based on artificial neural network
    Wu, JJ
    Ni, QD
    Meng, SL
    Liu, HM
    [J]. 98 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, PROCEEDINGS, 1998, : 102 - 105
  • [26] Short-term load forecasting using general regression neural network
    Niu, DX
    Wang, HQ
    Gu, ZH
    [J]. PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9, 2005, : 4076 - 4082
  • [27] Short-term load forecasting using BiLinear recurrent neural network
    Shin, Sung Hwan
    Park, Dong-Chul
    [J]. Advances in Neural Networks - ISNN 2007, Pt 3, Proceedings, 2007, 4493 : 111 - 116
  • [28] Short-term energy load forecasting using recurrent neural network
    Rashid, T
    Kechadi, T
    Huang, BQ
    [J]. Proceedings of the Eighth IASTED International Conference on Artificial Intelligence and Soft Computing, 2004, : 276 - 281
  • [29] NEURAL NETWORK BASED SHORT-TERM LOAD FORECASTING
    LU, CN
    WU, HT
    VEMURI, S
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1993, 8 (01) : 336 - 342
  • [30] Neural network design for short-term load forecasting
    Charytoniuk, W
    Chen, MS
    [J]. DRPT2000: INTERNATIONAL CONFERENCE ON ELECTRIC UTILITY DEREGULATION AND RESTRUCTURING AND POWER TECHNOLOGIES, PROCEEDINGS, 2000, : 554 - 561
12345