Research on the Short-term Electric Load Forecasting Based on Fuzzy Rules

被引:0
|
作者
Liu, Tongna [1 ]
Zhang, Qian [2 ]
机构
[1] North China Elect Power Univ, Dept Elect & Commun Engn, Baoding, Hebei, Peoples R China
[2] North China Elect Power Univ, Dept Econ Management, Baoding, Hebei, Peoples R China
来源
THIRD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING: WKDD 2010, PROCEEDINGS | 2010年
关键词
Load Forecasting; Fuzzy Rules; Takagi-Sugeno;
D O I
10.1109/WKDD.2010.89
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 a new method for load forecasting-fuzzy rules by genetic algorithms based on Takagi-Sugeno Fuzzy Logic System, and establishing the fuzzy model for load forecasting. It can be seen from the example this method can improve effectively the forecast accuracy and speed. It can be applied to the short-term electric load forecasting.
引用
收藏
页码:179 / 181
页数:3
相关论文
共 50 条
  • [1] Short-term electric load forecasting based on a neural fuzzy network
    Ling, SH
    Leung, FHF
    Lam, HK
    Tam, PKS
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2003, 50 (06) : 1305 - 1316
  • [2] Short-Term Electric Load Forecasting Based on LS-SVMs
    Zhang, Fuwei
    Li, Yanbo
    ADVANCES IN FUTURE COMPUTER AND CONTROL SYSTEMS, VOL 2, 2012, 160 : 541 - +
  • [3] Power system short-term load forecasting based on default rules mining
    Li Ran
    Li Jinghua
    Cao Lei
    2007 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-10, 2007, : 1904 - 1909
  • [4] Short-term Load Forecasting Based on Load Profiling
    Ramos, Sergio
    Soares, Joao
    Vale, Zita
    Ramos, Sandra
    2013 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PES), 2013,
  • [5] The short-term electric load forecasting grid model based on MDRBR algorithm
    Li, Ran
    Li, Jing Hua
    Li, He Ming
    2006 POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-9, 2006, : 2493 - +
  • [6] FUZZY EXPERT SYSTEMS - AN APPLICATION TO SHORT-TERM LOAD FORECASTING
    HSU, YY
    HO, KL
    IEE PROCEEDINGS-C GENERATION TRANSMISSION AND DISTRIBUTION, 1992, 139 (06) : 471 - 477
  • [7] A fuzzy inference neural network based method for short-term load forecasting
    Mori, H
    Itagaki, T
    2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 2403 - 2406
  • [8] The Short-term Load Forecasting by Applying the Fuzzy Neural Net
    Wang Xiao-Wen
    Fu Xuan
    Sun Xiao-Yu
    Wu Zhi-Hong
    2013 6TH INTERNATIONAL CONFERENCE ON INTELLIGENT NETWORKS AND INTELLIGENT SYSTEMS (ICINIS), 2013, : 178 - 180
  • [9] Short-Term Electric Load Forecasting at Southern California Edison
    Wang, Eric
    Galjanic, Tomislav
    Johnson, Raymond
    2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [10] Short-Term Electric Load Forecasting With Sparse Coding Methods
    Giamarelos, Nikolaos
    Zois, Elias N.
    Papadimitrakis, Myron
    Stogiannos, Marios
    Livanos, Nikolaos-Antonios I.
    Alexandridis, Alex
    IEEE ACCESS, 2021, 9 : 102847 - 102861