Short-term load forecasting using radial basis function networks

被引:0
|
作者
Gontar, Z [1 ]
Sideratos, G
Hatziargyriou, N
机构
[1] Univ Lodz, Dept Comp Sci, PL-90131 Lodz, Poland
[2] Natl Tech Univ Athens, Sch Elect & Comp Engn, Athens, Greece
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents results from the application of Radial Basis Function Networks (RBFNs) to Short-Term Load Forecasting. Short-term Load Forecasting is nowadays a crucial function, especially in the operation of liberalized electricity markets, as it affects the economy and security of the system. Actual load series from Crete are used for the evaluation of the developed structures providing results of satisfactory accuracy, retaining the advantages of RBFNs.
引用
收藏
页码:432 / 438
页数:7
相关论文
共 50 条
  • [11] SHORT-TERM LOAD FORECASTING USING NEURAL NETWORKS
    KIARTZIS, SJ
    BAKIRTZIS, AG
    PETRIDIS, V
    ELECTRIC POWER SYSTEMS RESEARCH, 1995, 33 (01) : 1 - 6
  • [12] Short-term load forecasting using wavelet networks
    Chang, CS
    Fu, WH
    Yi, MJ
    ENGINEERING INTELLIGENT SYSTEMS FOR ELECTRICAL ENGINEERING AND COMMUNICATIONS, 1998, 6 (04): : 217 - 223
  • [13] Short-term load forecasting using wavelet networks
    Chang, C.S.
    Fu, Weihui
    Yi, Minjun
    International Journal of Engineering Intelligent Systems for Electrical Engineering and Communications, 1998, 6 (04): : 217 - 223
  • [14] Short Term Load Forecasting using Genetically Optimized Radial Basis Function Neural Network
    Singh, Navneet Kumar
    Singh, Asheesh Kumar
    Tripathy, Manoj
    2014 AUSTRALASIAN UNIVERSITIES POWER ENGINEERING CONFERENCE (AUPEC), 2014,
  • [15] A Method for Power System Short-term Load Forecasting Based on Radial Basis Function Neural Network
    Zeng Linsuo
    Li Yanling
    2013 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND ENGINEERING APPLICATIONS, 2013, : 12 - 14
  • [16] Short-term freeway traffic volume forecasting using radial basis function neural network
    Park, B
    Messer, CJ
    Urbanik, T
    INTELLIGENT TRANSPORTATION SYSTEMS, AUTOMATED HIGHWAY SYSTEMS, TRAVELER INFORMATION, AND ARTIFICIAL INTELLIGENCE, 1998, (1651): : 39 - 47
  • [17] An enhanced radial basis function network for short-term electricity price forecasting
    Lin, Whei-Min
    Gow, Hong-Jey
    Tsai, Ming-Tang
    APPLIED ENERGY, 2010, 87 (10) : 3226 - 3234
  • [18] SHORT-TERM LOAD FORECASTING USING FUZZY NEURAL NETWORKS
    BAKIRTZIS, AG
    THEOCHARIS, JB
    KIARTZIS, SJ
    SATSIOS, KJ
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1995, 10 (03) : 1518 - 1524
  • [19] Short-term electric load forecasting using neural networks
    Ramezani, M
    Falaghi, H
    Haghifam, MR
    Shahryari, GA
    Eurocon 2005: The International Conference on Computer as a Tool, Vol 1 and 2 , Proceedings, 2005, : 1525 - 1528
  • [20] Short-term hourly load forecasting using abductive networks
    Abdel-Aal, RE
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (01) : 164 - 173