The Short-term Load Forecasting Based on Grey Theory and RBF Neural Network

被引:0
|
作者
Li Xiao-cong [1 ]
Wang Le [1 ]
Li Qiu-wen [1 ]
Wang Ke [2 ]
机构
[1] Guangxi Univ, Sch Elect Engn, Nanning, Peoples R China
[2] Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning, Peoples R China
基金
中国国家自然科学基金;
关键词
words-Short-term load forecasting; Grey Theory; RBF neural networks;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Interpolation method used to process the raw data, select Grey Theory and RBF (Radial Basis Function) neural network to forecast load. By comparing the accuracy of Grey Theory and RBF neural network forecasting, the results illustrate that the forecasting accuracy are satisfactory; accordingly it shows the validity and practicability of the methods.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Short-Term Load Forecasting Based on RBF Neural Network
    Zhao, Bing
    Liang, Yue
    Gao, Xin
    Liu, Xin
    [J]. 3RD ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION SYSTEM AND ARTIFICIAL INTELLIGENCE (ISAI2018), 2018, 1069
  • [2] Application of RBF Neural Network in Short-Term Load Forecasting
    Liang, Yongchun
    [J]. ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, PT I, 2010, 6319 : 1 - 9
  • [3] A Short-Term Load Forecasting Method Based on RBF Neural Network and Fuzzy Reasoning
    Lu, Yun
    Huang, Yinuo
    [J]. FUZZY INFORMATION AND ENGINEERING, VOLUME 2, 2009, 62 : 1131 - +
  • [4] Short Term Load Forecasting based on Improved RBF Neural Network
    Zhang, Hong
    Lei, Zhiguo
    Guo, Jian
    Pian, Zhaoyu
    [J]. ENERGY DEVELOPMENT, PTS 1-4, 2014, 860-863 : 2610 - +
  • [5] NEURAL NETWORK BASED SHORT-TERM LOAD FORECASTING
    LU, CN
    WU, HT
    VEMURI, S
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1993, 8 (01) : 336 - 342
  • [6] Short-term load forecasting based on artificial neural network and fuzzy theory
    Zeng, Ming
    Liu, Bao-Hua
    Xu, Zhi-Yong
    Yuan, De
    [J]. Hunan Daxue Xuebao/Journal of Hunan University Natural Sciences, 2008, 35 (01): : 58 - 61
  • [7] A Combined Model for Short-term Load Forecasting Based on Neural Network and Grey Wolf Optimization
    Liang, Yiwen
    [J]. 2017 IEEE 2ND ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC), 2017, : 1291 - 1296
  • [8] Short-Term Load Forecasting Based on RBF Adaptive Neural Fuzzy Inference
    Wang, Xiao-kan
    Wang, Lei
    Sun, Zhong-liang
    Feng, Dong-qing
    [J]. PROCEEDINGS OF THE 14TH YOUTH CONFERENCE ON COMMUNICATION, 2009, : 52 - +
  • [9] Rough Neuron based RBF Neural Networks for Short-Term Load Forecasting
    Zhang, Tengfei
    Liu, Dan
    Yue, Dong
    [J]. 2017 FIRST IEEE INTERNATIONAL CONFERENCE ON ENERGY INTERNET (ICEI 2017), 2017, : 291 - 295
  • [10] Neural Network Based Approach for Short-Term Load Forecasting
    Osman, Zainab H.
    Awad, Mohamed L.
    Mahmoud, Tawfik K.
    [J]. 2009 IEEE/PES POWER SYSTEMS CONFERENCE AND EXPOSITION, VOLS 1-3, 2009, : 1162 - +