SHORT-TERM LOAD FORECASTING USING DAILY UPDATED LOAD MODELS

被引：6
|
作者：
NAKAMURA, M
机构：
[1] Saga Univ, Dep of Electrical, Engineering, Saga, Jpn, Saga Univ, Dep of Electrical Engineering, Saga, Jpn
来源：
AUTOMATICA | 1985年 / 21卷 / 06期
关键词：
MATHEMATICAL TECHNIQUES - Least Squares Approximations - SIGNAL FILTERING AND PREDICTION - Kalman Filtering;
D O I：
10.1016/0005-1098(85)90046-9
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper proposes one-day-ahead load forecasting using daily updated weekday load models and weekly updated bias models for everyday-of-the-week loads. The load characteristics are examined first for actual data from Kyushu Electric Power Company and weather stations in Kyushu throughout 1982. Then, according to properties of the loads, the algorithm of the load forecasting is derived. Based on actual data, the accuracy of the proposed load forecasting was found to be very high, the standard deviation of the relative error of the load forecast being about 3%.
引用
收藏
页码：729 / 736
页数：8
相关论文
共 50 条
  • [21] Short-Term Load Forecasting using A Long Short-Term Memory Network
    Liu, Chang
    Jin, Zhijian
    Gu, Jie
    Qiu, Caiming
    2017 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE EUROPE (ISGT-EUROPE), 2017,
  • [22] Short-Term Load Forecasting Using Random Forests
    Dudek, Grzegorz
    INTELLIGENT SYSTEMS'2014, VOL 2: TOOLS, ARCHITECTURES, SYSTEMS, APPLICATIONS, 2015, 323 : 821 - 828
  • [23] 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
  • [24] Short-Term Load Forecasting of UPPCL using ANN
    Pandey, Anil K.
    Sahay, Kishan Bhushan
    Tripathi, M. M.
    Chandra, D.
    2014 6TH IEEE POWER INDIA INTERNATIONAL CONFERENCE (PIICON), 2014,
  • [25] Short-term load forecasting using neural networks combined with linear models
    Lai, XP
    Zhou, HX
    PROCEEDINGS OF THE 3RD WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-5, 2000, : 1633 - 1637
  • [26] Short-term Load Forecasting Using Semi-parametric Additive Models
    Fan, Shu
    Hyndman, Rob J.
    2011 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2011,
  • [27] Short-Term Load Forecasting for Indian Railways Using Machine Learning Models
    Gurrala, Vishnu Vardhan
    Sharma, Abhishek
    Vishwanath, Gururaj Mirle
    2024 IEEE Students Conference on Engineering and Systems: Interdisciplinary Technologies for Sustainable Future, SCES 2024, 2024,
  • [28] Short-Term Electrical Load Forecasting using Predictive Machine Learning Models
    Warrior, Karun P.
    Shrenik, M.
    Soni, Nimish
    2016 IEEE ANNUAL INDIA CONFERENCE (INDICON), 2016,
  • [29] Hybrid Models for Short-Term Load Forecasting Using Clustering and Time Series
    Alkhatib, Wael
    Alhamoud, Alaa
    Boehnstedt, Doreen
    Steinmetz, Ralf
    ADVANCES IN COMPUTATIONAL INTELLIGENCE, IWANN 2017, PT II, 2017, 10306 : 104 - 115
  • [30] Short-Term Load Forecasting of Multiregion Systems Using Mixed Effects Models
    Lopez, M.
    Valero, S.
    Senabre, C.
    2017 14TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM 17), 2017,
12345