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
  • [21] Very short-term load forecasting using artificial neural networks
    Charytoniuk, W
    Chen, MS
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2000, 15 (01) : 263 - 268
  • [22] Study of Artificial Neural Network Based Short Term Load Forecasting
    Webberley, Ashton
    Gao, David Wenzhong
    2013 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PES), 2013,
  • [23] Short-term load forecasting in large scale electrical utility using artificial neural network
    Ilic, Slobodan
    Selakov, Aleksandar
    Vukmirovic, Srdan
    Eideljan, Aleksandar
    Kulic, Filip
    JOURNAL OF SCIENTIFIC & INDUSTRIAL RESEARCH, 2013, 72 (12): : 739 - 745
  • [24] An application of short-term load-forecasting based on artificial neural network
    Wu, JJ
    Ni, QD
    Meng, SL
    Liu, HM
    98 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, PROCEEDINGS, 1998, : 102 - 105
  • [25] Short-term load forecasting based on mutual information and artificial neural network
    Wang, Zhiyong
    Cao, Yijia
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 1246 - 1251
  • [26] The improved short-term load forecasting method based on artificial neural network
    Yang, KH
    Zhu, JJ
    Zhao, LL
    Zhang, XM
    ICEMI'2003: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOLS 1-3, 2003, : 828 - 830
  • [27] Short-term load forecasting based on artificial neural network and fuzzy theory
    Zeng, Ming
    Liu, Bao-Hua
    Xu, Zhi-Yong
    Yuan, De
    Hunan Daxue Xuebao/Journal of Hunan University Natural Sciences, 2008, 35 (01): : 58 - 61
  • [28] WEATHER SENSITIVE SHORT-TERM LOAD FORECASTING USING NONFULLY CONNECTED ARTIFICIAL NEURAL NETWORK
    CHEN, ST
    YU, DC
    MOGHADDAMJO, AR
    LU, CN
    VEMURI, S
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1992, 7 (03) : 1098 - 1105
  • [29] Combinatorial Approach using Wavelet Analysis and Artificial Neural Network for Short-term Load Forecasting
    Vu, D. H.
    Muttaqi, K. M.
    Agalgaonkar, A. P.
    2014 AUSTRALASIAN UNIVERSITIES POWER ENGINEERING CONFERENCE (AUPEC), 2014,
  • [30] Short-term energy load forecasting using recurrent neural network
    Rashid, T
    Kechadi, T
    Huang, BQ
    Proceedings of the Eighth IASTED International Conference on Artificial Intelligence and Soft Computing, 2004, : 276 - 281
12345