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
  • [1] Short-Term Load Forecasting Using Artificial Neural Network
    Buhari, Muhammad
    Adamu, Sanusi Sani
    [J]. INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, IMECS 2012, VOL I, 2012, : 83 - 88
  • [2] Artificial neural network based short-term load forecasting
    Munkhjargal, S
    Manusov, VZ
    [J]. KORUS 2004, VOL 1, PROCEEDINGS, 2004, : 262 - 264
  • [3] Short Term Load Forecasting Using Artificial Neural Network
    Singh, Saurabh
    Hussain, Shoeb
    Bazaz, Mohammad Abid
    [J]. 2017 FOURTH INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP), 2017, : 159 - 163
  • [4] Short term load forecasting using artificial neural network
    Banda, E.
    Folly, K. A.
    [J]. 2007 IEEE LAUSANNE POWERTECH, VOLS 1-5, 2007, : 108 - 112
  • [5] Short-term load forecasting with artificial neural network and fuzzy logic
    Ma, WX
    Bai, XM
    Mu, LS
    [J]. POWERCON 2002: INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY, VOLS 1-4, PROCEEDINGS, 2002, : 1101 - 1104
  • [6] HYBRID ARTIFICIAL NEURAL NETWORK SYSTEM FOR SHORT-TERM LOAD FORECASTING
    Ilic, Slobodan A.
    Vukmirovic, Srdjan M.
    Erdeljan, Aleksandar M.
    Kulic, Filip J.
    [J]. THERMAL SCIENCE, 2012, 16 : S215 - S224
  • [7] Artificial Neural Network for Short-Term Load Forecasting in Distribution Systems
    Hernandez, Luis
    Baladron, Carlos
    Aguiar, Javier M.
    Calavia, Lorena
    Carro, Belen
    Sanchez-Esguevillas, Antonio
    Perez, Francisco
    Fernandez, Angel
    Lloret, Jaime
    [J]. ENERGIES, 2014, 7 (03) : 1576 - 1598
  • [8] Short-term load forecasting using artificial immune network
    You, Y
    Wang, SA
    Sheng, WX
    [J]. POWERCON 2002: INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY, VOLS 1-4, PROCEEDINGS, 2002, : 2322 - 2325
  • [9] Short-Term Load Forecasting for a Captive Power Plant Using Artificial Neural Network
    Tiwari, Vidhi
    Pal, Kirti
    [J]. INTERNATIONAL JOURNAL OF INFORMATION RETRIEVAL RESEARCH, 2022, 12 (01)
  • [10] Short-Term Load Forecasting Using Hybrid ARIMA and Artificial Neural Network Model
    Singhal, Rahul
    Choudhary, Niraj Kumar
    Singh, Nitin
    [J]. ADVANCES IN VLSI, COMMUNICATION, AND SIGNAL PROCESSING, 2020, 587 : 935 - 947
12345