The Short-term Load Forecasting by Applying the Fuzzy Neural Net

被引：0
|
作者：
Wang Xiao-Wen [1 ]
Fu Xuan [2 ]
Sun Xiao-Yu [3 ]
Wu Zhi-Hong [4 ]
机构：
[1] Shenyang Inst Engn, Coll Renewable Energy, Shenyang, Peoples R China
[2] Shenyang Inst Engn, Coll Informat, Shenyang, Peoples R China
[3] Shenyang Inst Engn, Coll Int Educ, Shenyang, Peoples R China
[4] Shenyang Inst Engn, Coll Elect Power, Shenyang, Peoples R China
来源：
2013 6TH INTERNATIONAL CONFERENCE ON INTELLIGENT NETWORKS AND INTELLIGENT SYSTEMS (ICINIS) | 2013年
关键词：
Artificial neural net; Fuzzy system; Load forecasting;
D O I：
10.1109/ICINIS.2013.52
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The fuzzy system used for short-term load forecasting is put forward. This system, possesses the structure of neural net and learning algorithm, addressed as fuzzy neural net FNN. FNN generates the rules with the existing history loads and supplements the rules with minimum membership method. After the parameters of rule have been amended, the output of FNN can be well coincident with the data of loads. Once being trained, FNN can forecast future loads right away.
引用
收藏
页码：178 / 180
页数：3
相关论文
共 50 条
  • [1] 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
  • [2] 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
  • [3] Short-term load forecasting using Fuzzy Neural Network
    Shao, S
    Sun, YM
    [J]. FOURTH INTERNATIONAL CONFERENCE ON ADVANCES IN POWER SYSTEM CONTROL, OPERATION & MANAGEMENT, VOLS 1 AND 2, 1997, : 131 - 134
  • [4] 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
  • [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] Fuzzy short-term electric load forecasting
    Al-Kandari, AM
    Soliman, SA
    El-Hawary, ME
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2004, 26 (02) : 111 - 122
  • [8] 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
  • [9] A novel approach to short-term load forecasting using fuzzy neural networks
    Papadakis, SE
    Theocharis, JB
    Kiartzis, SJ
    Bakirtzis, AG
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1998, 13 (02) : 480 - 489
  • [10] 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 - +
12345