Application of Power System Short-Term Load Forecasting Based on Wavelet Analysis

被引:0
|
作者
Zeng, Linsuo [1 ]
Jia, Xinmiao [1 ]
Xu, Jiafeng [2 ]
Jia, Yuliang [2 ]
机构
[1] Sch Shenyang Univ Technol, Shenyang 110000, Peoples R China
[2] Chaoyang Power Supply Co, Chaoyang 122000, Peoples R China
关键词
power load forecasting; wavelet analysis; wavelet neural network;
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
Power load forecasting is an important part of power grid scheduling, operation and maintenance. It is also the basis of economic operation and security of electric power system. It has important significance to the stability and development of electric power system. This paper introduces the theory of wavelet analysis, and combined with neural network to form a wavelet neural network forecasting model, analysis the characteristics of the wavelet neural network, wavelet neural network algorithm design. Comparison of the results of the wavelet neural network and BP neural network, it is proved that the wavelet neural network model has the characteristics of high prediction accuracy, fast convergence speed, better prediction effect.
引用
收藏
页码:2243 / 2247
页数:5
相关论文
共 50 条
  • [1] Study on Short-term Load Forecasting of Distributed Power System Based on Wavelet Theory
    Pan Jiawei
    Qi Meini
    [J]. 2018 10TH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA), 2018, : 170 - 173
  • [2] Short-term load forecasting in power system based on wavelet coefficient and BP neural network
    Song, Ren-Jie
    Bian, Yi-Xin
    Yan, Miao
    [J]. Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2009, 37 (15): : 87 - 90
  • [3] Short-term Load Forecasting in Power System Based on Wavelet Coefficients and BP Neural Network
    Song, Renjie
    Bian, Yixin
    [J]. 2009 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), VOLS 1-7, 2009, : 2047 - 2050
  • [4] Power system short-term load forecasting
    Wang, Jingyao
    [J]. PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS AND COMPUTING TECHNOLOGY (ICMMCT 2017), 2017, 126 : 250 - 253
  • [5] Short-term load forecasting of power system
    Xu, Xiaobin
    [J]. MATERIALS SCIENCE, ENERGY TECHNOLOGY, AND POWER ENGINEERING I, 2017, 1839
  • [6] Short-term load forecasting based on LSTNet in power system
    Liu, Rong
    Chen, Luan
    Hu, Weihao
    Huang, Qi
    [J]. INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2021, 31 (12)
  • [7] Short-term Load Forecasting based on Wavelet Approach
    Ghanavati, Ali Karami
    Afsharinejad, Amir
    Vafamand, Navid
    Arefi, Mohammad Mehdi
    Javadi, Mohammad Sadegh
    Catalao, Joao P. S.
    [J]. 2020 INTERNATIONAL CONFERENCE ON SMART ENERGY SYSTEMS AND TECHNOLOGIES (SEST), 2020,
  • [8] Application of SVM and Wavelet Neural Network Method for Short-term Power Load Forecasting
    Zhang, Qian
    Liu, Tongna
    [J]. 2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 2, 2010, : 412 - 416
  • [9] Application for Short-term Power Load Forecasting Using Improved Wavelet Neural Networks Based On GA
    Jia Zheng-yuan
    Tian Li
    Zhao Dan
    [J]. 2008 INTERNATIONAL CONFERENCE ON RISK MANAGEMENT AND ENGINEERING MANAGEMENT, ICRMEM 2008, PROCEEDINGS, 2008, : 353 - 356
  • [10] An improved short-term load forecasting based on fractal interpretation and wavelet analysis
    Liu, Ying
    Zhai, Mingyue
    Liu, Yongxiao
    Xing, Linmin
    [J]. Dianwang Jishu/Power System Technology, 2013, 37 (01): : 276 - 280