A combined model of wavelet and neural network for short term load forecasting

被引：0
|
作者：
Du, T [1 ]
Wang, XL [1 ]
Wang, XF [1 ]
机构：
[1] Xian Jiaotong Univ, Dept Elect Power Engn, Xian 710049, Peoples R China
来源：
POWERCON 2002: INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY, VOLS 1-4, PROCEEDINGS | 2002年
关键词：
artificial neural networks; L-M algorithm; multi-resolution analysis; load forecasting; wavelet;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Considering the importance of the peak load to the dispatching and management of the system, the error of peak load is proposed in this paper as criteria to evaluate the effect of the forecasting mode. And a new model is proposed which combining the wavelet analysis and neural networks for electric load forecasting. Using wavelet multi-resolution analysis, the load serial are decomposed to different sub-serials, which show the different frequency characteristics of the load. Then an artificial neural network is constructed to predict each sub-serial according to its characteristics An improved L-M algorithm is used to accelerate the training of neural network and to improve the stability of the convergence. The forecasting result is achieved by reconstructing all predicted results of sub-serials together. A marked improvement has been observed by testing the model in a practical system. Especially, the error of peak load also has been reduced remarkably.
引用
收藏
页码：2331 / 2335
页数：5
相关论文
共 50 条
  • [1] An adaptive neural-wavelet model for short term load forecasting
    Zhang, BL
    Dong, ZY
    ELECTRIC POWER SYSTEMS RESEARCH, 2001, 59 (02) : 121 - 129
  • [2] Multiple Wavelet Convolutional Neural Network for Short-Term Load Forecasting
    Liao, Zhifang
    Pan, Haihui
    Fan, Xiaoping
    Zhang, Yan
    Kuang, Li
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (12) : 9730 - 9739
  • [3] A CLUSTERING-BASED FUZZY WAVELET NEURAL NETWORK MODEL FOR SHORT-TERM LOAD FORECASTING
    Kodogiannis, Vassilis S.
    Amina, Mahdi
    Petrounias, Ilias
    INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2013, 23 (05)
  • [4] Research on the Short-term Electric Load Forecasting Based on Wavelet Neural Network
    Liu, Tongna
    2009 INTERNATIONAL CONFERENCE ON INFORMATION MANAGEMENT, INNOVATION MANAGEMENT AND INDUSTRIAL ENGINEERING, VOL 3, PROCEEDINGS, 2009, : 20 - 23
  • [5] Research on the short-term agricultural electric load forecasting of wavelet neural network
    Zhang, Qian
    COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE, VOL 2, 2008, 259 : 737 - 745
  • [6] Short-term Load Forecasting Based on Rough Set and Wavelet Neural Network
    Meng, Ming
    Sun, Wei
    2008 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, VOLS 1 AND 2, PROCEEDINGS, 2008, : 1007 - 1011
  • [7] Hybrid neural network model for short-term load forecasting
    Yin, Chengqun
    Kang, Lifeng
    Sun, Wei
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 1, PROCEEDINGS, 2007, : 408 - +
  • [8] Short term load forecasting by using wavelet neural networks
    Bashir, Z
    El-Hawary, ME
    2000 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, CONFERENCE PROCEEDINGS, VOLS 1 AND 2: NAVIGATING TO A NEW ERA, 2000, : 163 - 166
  • [9] A Combined Model for Short-term Load Forecasting Based on Neural Network and Grey Wolf Optimization
    Liang, Yiwen
    2017 IEEE 2ND ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC), 2017, : 1291 - 1296
  • [10] Techniques of applying wavelet transform into combined model for short-term load forecasting
    Tai, NL
    Stenzel, J
    Wu, HX
    ELECTRIC POWER SYSTEMS RESEARCH, 2006, 76 (6-7) : 525 - 533
12345