Artificial neural networks applied to short term load diagram prediction

被引：0
|
作者：
Hodzic, Nermin [1 ]
Konjic, Tatjana [2 ]
Miranda, Vladimiro [3 ]
机构：
[1] Univ Tuzla, Univ Ctr Distance Educ Dev, Tuzla, Bosnia & Herceg
[2] Univ Tuzla, Fac Elect Engn, Tuzla, Bosnia & Herceg
[3] Univ Porto, Res Inst, Oporto, Portugal
来源：
NEUREL 2006: EIGHT SEMINAR ON NEURAL NETWORK APPLICATIONS IN ELECTRICAL ENGINEERING, PROCEEDINGS | 2006年
关键词：
artificial neural networks; load diagram; short term load forecast;
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：
Neural networks have broad applicability to real power system problems. One of the areas in power system with huge interest in appliance of neural networks is load forecasting. In this paper the neural networks were trained and tested using 15-minute load data collected in Portugal by the electric power company EDP during a 44 day period. The artificial neural networks showed as a good nonlinear approximator, giving promising results. The main objective of the presented work is to interest power companies in the Region for possible practical implementations.
引用
收藏
页码：219 / +
页数：2
相关论文
共 50 条
  • [41] Short-Term Probabilistic Load Forecasting in University Buildings by Means of Artificial Neural Networks
    Jarquin, Carla Sahori Seefoo
    Gandelli, Alessandro
    Grimaccia, Francesco
    Mussetta, Marco
    FORECASTING, 2023, 5 (02): : 390 - 404
  • [42] Short-Term Load Forecasting using Artificial Neural Networks and Multiple Linear Regression
    Govender, Sahil
    Folly, Komla A.
    2019 IEEE PES/IAS POWERAFRICA, 2019, : 273 - 278
  • [43] Middle anatolian region short-term load forecasting using artificial neural networks
    Demiroren, A
    Ceylan, G
    ELECTRIC POWER COMPONENTS AND SYSTEMS, 2006, 34 (06) : 707 - 724
  • [44] Short-term peak load forecasting: Statistical methods versus Artificial Neural Networks
    Marin, FJ
    Sandoval, F
    BIOLOGICAL AND ARTIFICIAL COMPUTATION: FROM NEUROSCIENCE TO TECHNOLOGY, 1997, 1240 : 1334 - 1343
  • [45] Short-term load forecasting in an autonomous power system using artificial neural networks
    Kiartzis, SJ
    Zoumas, CE
    Theocharis, JB
    Bakirtzis, AG
    Petridis, V
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1997, 12 (04) : 1591 - 1596
  • [46] A High Precision Artificial Neural Networks Model for Short-Term Energy Load Forecasting
    Kuo, Ping-Huan
    Huang, Chiou-Jye
    ENERGIES, 2018, 11 (01):
  • [47] BP Neural Networks Algorithm Applied in Electric Load Prediction
    Ping, Duan
    PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON INFORMATION, BUSINESS AND EDUCATION TECHNOLOGY (ICIBET 2013), 2013, 26 : 212 - 215
  • [48] Artificial neural network based short term load forecasting
    Kowm, D.
    Kim, M.
    Hong, C.
    Cho, S.
    International Journal of Smart Home, 2014, 8 (03): : 145 - 150
  • [49] Application of Artificial Neural Network for Short Term Load Forecasting
    Amral, N.
    King, D.
    Ozveren, C. S.
    2008 PROCEEDINGS OF THE 43RD INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE, VOLS 1-3, 2008, : 240 - 244
  • [50] Short Term Load Forecasting Using Artificial Neural Network
    Singh, Saurabh
    Hussain, Shoeb
    Bazaz, Mohammad Abid
    2017 FOURTH INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP), 2017, : 159 - 163
12345