Short term load forecasting using artificial neural network

被引：5
|
作者：
Banda, E. [1 ]
Folly, K. A. [1 ]
机构：
[1] Univ Cape Town, Dept Elect Engn, ZA-7701 Rondebosch, South Africa
来源：
2007 IEEE LAUSANNE POWERTECH, VOLS 1-5 | 2007年
关键词：
artificial intelligence; artificial neural networks; short-term load forecasting;
D O I：
10.1109/PCT.2007.4538301
中图分类号：
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号：
0807 ; 0820 ;
摘要：
This paper presents a method of short term load forecasting using artificial neural network (ANN). A three layered feed-forward neural network, trained by scaled conjugate back-propagation, is used. Two models of ANN were tested and compared. The models are applied to real data from the Cape Town Control Centre.
引用
收藏
页码：108 / 112
页数：5
相关论文
共 50 条
  • [1] 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
  • [2] 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
  • [3] SHORT-TERM LOAD FORECASTING USING AN ARTIFICIAL NEURAL NETWORK
    LEE, KY
    CHA, YT
    PARK, JH
    KURZYN, MS
    PARK, DC
    MOHAMMED, OA
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1992, 7 (01) : 124 - 132
  • [4] A new method of short term load forecasting using artificial neural network
    Du, XH
    Zhang, L
    Xue, ZH
    Song, JC
    Du, XP
    [J]. ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 1700 - 1703
  • [5] Clustering based Short Term Load Forecasting using Artificial Neural Network
    Jain, Amit
    Satish, B.
    [J]. 2009 IEEE/PES POWER SYSTEMS CONFERENCE AND EXPOSITION, VOLS 1-3, 2009, : 1210 - 1216
  • [6] Short-Term Load Demand Forecasting Using Artificial Neural Network
    Adeyemi-Kayode, Temitope M.
    Orovwode, Hope E.
    Adoghe, Anthony U.
    Misra, Sanjay
    Agrawal, Akshat
    [J]. Lecture Notes in Electrical Engineering, 2023, 1001 LNEE : 165 - 177
  • [7] A Review of Short Term Load Forecasting using Artificial Neural Network Models
    Baliyan, Arjun
    Gaurav, Kumar
    Mishra, Sudhansu Kumar
    [J]. INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND CONVERGENCE (ICCC 2015), 2015, 48 : 121 - 125
  • [8] Artificial neural network based short term load forecasting
    Kowm, D.
    Kim, M.
    Hong, C.
    Cho, S.
    [J]. International Journal of Smart Home, 2014, 8 (03): : 145 - 150
  • [9] Application of Artificial Neural Network for Short Term Load Forecasting
    Amral, N.
    King, D.
    Ozveren, C. S.
    [J]. 2008 PROCEEDINGS OF THE 43RD INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE, VOLS 1-3, 2008, : 240 - 244
  • [10] Short term load forecasting using Artificial Neural Networks
    Sinha, AK
    [J]. PROCEEDINGS OF IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY 2000, VOLS 1 AND 2, 2000, : 548 - 553
12345