Time Series Dynamics Representation Model of Power Consumption in Electric Load Forecasting System

被引:0
|
作者
Filatova, Ekaterina S. [1 ]
Filatov, Denis M. [1 ]
Stotckaia, Anastasia D. [1 ]
Dubrovskiy, Grigoriy [1 ]
机构
[1] St Petersburg Electrotech Univ LETI, Control Syst Dept, St Petersburg, Russia
关键词
electric load forecasting; wavelet transformation;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The application of wavelet analysis used to model an electric load retrospective data representation is considered. "A trous" algorithm's application substantiation for the wavelet transform realization is adduced. Furthermore, it is shown that this model allows to increase the forecasting system's accuracy without overloading the system with a large amount of additional information.
引用
收藏
页码:175 / 179
页数:5
相关论文
共 50 条
  • [1] OWA filters and forecasting models applied to electric power load time series
    Ballini R.
    Yager R.R.
    [J]. Evolving Systems, 2014, 5 (3) : 159 - 173
  • [2] Fuzzy Load Forecasting of Electric Power System
    Yan, Yan
    Yang, Aimin
    [J]. JOURNAL OF COMPUTERS, 2012, 7 (08) : 1903 - 1910
  • [3] Application of Fuzzy Time Series Approach in Electric Load Forecasting
    Ismail, Zuhaimy
    Efendi, Riswan
    Deris, Mustafa Mat
    [J]. NEW MATHEMATICS AND NATURAL COMPUTATION, 2015, 11 (03) : 229 - 248
  • [4] Deep learning for time series forecasting: The electric load case
    Gasparin, Alberto
    Lukovic, Slobodan
    Alippi, Cesare
    [J]. CAAI TRANSACTIONS ON INTELLIGENCE TECHNOLOGY, 2022, 7 (01) : 1 - 25
  • [5] Expert Models for Electric Load Forecasting of Power System
    Eroshenko, Stanislav A.
    Poroshin, Valery I.
    Senyuk, Mihail D.
    Chunarev, Igor V.
    [J]. PROCEEDINGS OF THE 2017 IEEE RUSSIA SECTION YOUNG RESEARCHERS IN ELECTRICAL AND ELECTRONIC ENGINEERING CONFERENCE (2017 ELCONRUS), 2017, : 1507 - 1513
  • [6] The load forecasting technology in the electric power distribution system
    Sano, T
    Tezuka, I
    Fukuda, Y
    [J]. ELECTRICAL ENGINEERING IN JAPAN, 2005, 153 (02) : 14 - 27
  • [7] Representation of power system load dynamics with ANN for real-time applications
    Vilathgamuwa, DM
    Wijekoon, HM
    [J]. 2003 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-4, CONFERENCE PROCEEDINGS, 2003, : 1665 - 1672
  • [8] Wavelet time series MPARIMA modeling for power system short term load forecasting
    冉启文
    单永正
    王建赜
    王骐
    [J]. Journal of Harbin Institute of Technology(New series), 2003, (01) : 11 - 18
  • [9] POWER LOAD FORECASTING BASED ON NEURAL NETWORK AND TIME SERIES
    Liu, Shu-Liang
    Hu, Zhi-Qiang
    Chi, Xiu-Kai
    [J]. 2009 5TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-8, 2009, : 5047 - 5051
  • [10] Application of Grey Forecasting Model to Load Forecasting of Power System
    Yan, Yan
    Liu, Chunfeng
    Qu, Bin
    Zhao, Quanming
    Ji, Feifei
    [J]. INFORMATION COMPUTING AND APPLICATIONS, PT II, 2011, 244 : 201 - +