Short-term load forecasting using Fuzzy Neural Network

被引:0
|
作者
Shao, S [1 ]
Sun, YM [1 ]
机构
[1] Tianjin Univ, Dept Elect Engn & Automat, Tianjin 300072, Peoples R China
关键词
Fuzzy Neural Network; power system; short-term load forecasting;
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
In this paper, a new model of Fuzzy Neural Network(FNN) is presented for power system short-term load forecasting. This model can deal with the uncertain elements more efficiently. This paper also presents an Artificial Neural Network(ANN) based defuzzification method. Using this method can easily process defuzzification without regard to the complication of the fuzzification algorithm and get high accuracy of defuzzification.
引用
收藏
页码:131 / 134
页数:4
相关论文
共 50 条
  • [1] Short-term load forecasting based on fuzzy neural network
    Wang, Cuiru
    Cui, Zhikun
    Chen, Qi
    [J]. IITA 2007: WORKSHOP ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, PROCEEDINGS, 2007, : 335 - 338
  • [2] Short-term load forecasting based on fuzzy neural network
    DONG Liang
    MU Zhichun (Information Engineering School
    [J]. International Journal of Minerals,Metallurgy and Materials, 1997, (03) : 46 - 48
  • [3] Short-term electrical load forecasting using a fuzzy ARTMAP neural network
    Skarman, SE
    Georgiopoulos, M
    Gonzalez, AJ
    [J]. APPLICATIONS AND SCIENCE OF COMPUTATIONAL INTELLIGENCE, 1998, 3390 : 181 - 191
  • [4] SHORT-TERM LOAD FORECASTING USING FUZZY NEURAL NETWORKS
    BAKIRTZIS, AG
    THEOCHARIS, JB
    KIARTZIS, SJ
    SATSIOS, KJ
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1995, 10 (03) : 1518 - 1524
  • [5] Short-term load forecasting with artificial neural network and fuzzy logic
    Ma, WX
    Bai, XM
    Mu, LS
    [J]. POWERCON 2002: INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY, VOLS 1-4, PROCEEDINGS, 2002, : 1101 - 1104
  • [6] Short-term electric load forecasting based on a neural fuzzy network
    Ling, SH
    Leung, FHF
    Lam, HK
    Tam, PKS
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2003, 50 (06) : 1305 - 1316
  • [7] Short-Term Load Forecasting Using Artificial Neural Network
    Buhari, Muhammad
    Adamu, Sanusi Sani
    [J]. INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, IMECS 2012, VOL I, 2012, : 83 - 88
  • [8] Short-Term Load Forecasting Using an LSTM Neural Network
    Hossain, Mohammad Safayet
    Mahmood, Hisham
    [J]. 2020 IEEE POWER AND ENERGY CONFERENCE AT ILLINOIS (PECI), 2020,
  • [9] Short-Term Load Forecasting Using Hybrid Neural Network
    Nadeem, Muhammad
    Altaf, Muhammad
    Ahmad, Ayaz
    [J]. INTERNATIONAL JOURNAL OF APPLIED METAHEURISTIC COMPUTING, 2021, 12 (01) : 142 - 156
  • [10] SHORT-TERM LOAD FORECASTING USING AN ARTIFICIAL NEURAL NETWORK
    LEE, KY
    CHA, YT
    PARK, JH
    KURZYN, MS
    PARK, DC
    MOHAMMED, OA
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1992, 7 (01) : 124 - 132