SHORT-TERM LOAD FORECASTING USING ARTIFICIAL NEURAL NETWORK TECHNIQUES: A CASE STUDY FOR REPUBLIC OF NORTH MACEDONIA

被引：0
|
作者：
Kotevska, Ana [1 ]
Rogleva, Nevenka Kiteva [1 ]
机构：
[1] Fac Elect Engn & Informat Technol, Skopje, North Macedonia
来源：
INTERNATIONAL JOURNAL ON INFORMATION TECHNOLOGIES AND SECURITY | 2023年 / 15卷 / 03期
关键词：
Artificial Neural Network (ANN); Short Term Load Forecasting (STLF); Back Propagation; Mean Absolute Percentage Error (MAPE); SIMULATION;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Modernization and liberalization of power system in North Macedonia offers an opportunity to supervise and regulate the power consumption and power grid. This paper proposes models for short-term load forecasting using artificial neural network in order to balance the demand and load requirements and to determine electricity price. Neural network approach has the advantage of learning directly from the historical data. This method uses multiple data points. In this research, it can be confirmed that the quality of the short term prediction depends on the size of the data set and the data transformation.
引用
收藏
页码：97 / 106
页数：10
相关论文
共 50 条
  • [41] Short-term electric load forecasting in Tunisia using artificial neural networks
    Rim Houimli
    Mourad Zmami
    Ousama Ben-Salha
    Energy Systems, 2020, 11 : 357 - 375
  • [42] Global model for short-term load forecasting using artificial neural networks
    Marín, FJ
    García-Lagos, F
    Joya, G
    Sandoval, F
    IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 2002, 149 (02) : 121 - 125
  • [43] Clustering based Short Term Load Forecasting using Artificial Neural Network
    Jain, Amit
    Satish, B.
    2009 IEEE/PES POWER SYSTEMS CONFERENCE AND EXPOSITION, VOLS 1-3, 2009, : 1210 - 1216
  • [44] A new method of short term load forecasting using artificial neural network
    Du, XH
    Zhang, L
    Xue, ZH
    Song, JC
    Du, XP
    ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 1700 - 1703
  • [45] A Review of Short Term Load Forecasting using Artificial Neural Network Models
    Baliyan, Arjun
    Gaurav, Kumar
    Mishra, Sudhansu Kumar
    INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND CONVERGENCE (ICCC 2015), 2015, 48 : 121 - 125
  • [46] Cascaded artificial neural networks for short-term load forecasting
    AlFuhaid, AS
    ElSayed, MA
    Mahmoud, MS
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1997, 12 (04) : 1524 - 1529
  • [47] Short-term load forecasting using artificial neural network based on particle swarm optimization algorithm
    Bashir, Z. A.
    El-Hawary, M. E.
    2007 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-3, 2007, : 272 - 275
  • [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] A Comparative Study of Artificial Neural Network and ANFIS for Short Term Load Forecasting
    Cevik, Hasan Huseyin
    Cunkas, Mehmet
    PROCEEDINGS OF THE 2014 6TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI), 2014,
12345