Short-term Wind Power Forecasting by Genetic Algorithm Of Wavelet Neural Network

被引:0
|
作者
Wang, Yicong [1 ]
机构
[1] North China Elect Power Univ, Elect Power Engn Inst, Baoding, Peoples R China
关键词
wind power forcast; wavelet neural network; genetic Algorithm;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Wavelet neural network (WNN) is widely used in wind power prediction because of its good self-learning capacity and excellent performance to approach any nonlinear function. However it also has limitation in precision and operating speed. This paper proposes a new genetic algorithm of wavelet neural network (GAWNN) for short-term wind power forecasting in electrical power systems. GAWNN makes a good combination of genetic algorithm and wavelet neural network and makes great process in convergent precision and speed. The experiment results show that GAWNN is more feasible and effective.
引用
收藏
页码:1751 / +
页数:3
相关论文
共 50 条
  • [41] A Hybrid Neural Network Model for Short-Term Wind Speed Forecasting
    Lv, Shengxiang
    Wang, Lin
    Wang, Sirui
    [J]. ENERGIES, 2023, 16 (04)
  • [42] Influence of neural network training parameters on short-term wind forecasting
    Brka, Adel
    Al-Abdeli, Yasir M.
    Kothapalli, Ganesh
    [J]. INTERNATIONAL JOURNAL OF SUSTAINABLE ENERGY, 2016, 35 (02) : 115 - 131
  • [43] A Nonlinear Autoregressive Neural Network Model for Short-Term Wind Forecasting
    Ahmed, Adil
    Khalid, Muhammad
    [J]. 2017 9TH IEEE-GCC CONFERENCE AND EXHIBITION (GCCCE), 2018, : 744 - 748
  • [44] Short-term load forecasting based on wavelet neural network with adaptive mutation bat optimization algorithm
    Zhang, Bo
    Liu, Wei
    Li, Shengtao
    Wang, Weiguo
    Zou, Hao
    Dou, Zhenhai
    [J]. IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2019, 14 (03) : 376 - 382
  • [45] Prediction of short-term transportation flow based on optimizing wavelet neural network by Genetic Algorithm
    Yang Shenglong
    Ma Junjie
    Wang Cuihua
    Zhang Shengma
    [J]. MANUFACTURING PROCESS AND EQUIPMENT, PTS 1-4, 2013, 694-697 : 2715 - +
  • [46] A genetic-algorithm-based neural network approach for short-term traffic flow forecasting
    Liu, MZ
    Wang, RL
    Wu, JS
    Kemp, R
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 3, PROCEEDINGS, 2005, 3498 : 965 - 970
  • [47] Short-term wind speed forecasting using wavelet transform and support vector machines optimized by genetic algorithm
    Liu, Da
    Niu, Dongxiao
    Wang, Hui
    Fan, Leilei
    [J]. RENEWABLE ENERGY, 2014, 62 : 592 - 597
  • [48] Research on the short-term agricultural electric load forecasting of wavelet neural network
    Zhang, Qian
    [J]. COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE, VOL 2, 2008, 259 : 737 - 745
  • [49] Short-term Traffic Flow Forecasting Model Based on Wavelet Neural Network
    Gao, Junwei
    Leng, Ziwen
    Qin, Yong
    Ma, Zengtao
    Liu, Xin
    [J]. 2013 25TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2013, : 5081 - 5084
  • [50] Research on the Short-term Electric Load Forecasting Based on Wavelet Neural Network
    Liu, Tongna
    [J]. 2009 INTERNATIONAL CONFERENCE ON INFORMATION MANAGEMENT, INNOVATION MANAGEMENT AND INDUSTRIAL ENGINEERING, VOL 3, PROCEEDINGS, 2009, : 20 - 23