Wind Speed Forecasting using Different Neural Network Algorithms

被引:0
|
作者
Kumar, Sudish [1 ]
Sahay, Kishan Bhushan [1 ]
机构
[1] Madan Mohan Malaviya Univ Technol, Dept Elect Engn, Gorakhpur, Uttar Pradesh, India
关键词
Wind Energy; NN; MAPE; MATLAB;
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
The wind energy generation depends upon the nature of direction of wind and varying wind speed. This paper presents the comparison of different wind speed forecasting algorithms i.e. Regression Method and Neural Network (different neural network algorithms- 1.Levenberg-Marquardt 2.Bayesian Regularization 3.Scaled Conjugate Gradient.). Matlab tool is used to find the result of these methods which is compared by minimum MAPE (Mean Absolute Percentage Error).To implement these algorithms we take 6 month data of wind speed.The Bayesian Regularization algorithm has the least MAPE which is approx. 3.4%
引用
收藏
页码:360 / 363
页数:4
相关论文
共 50 条
  • [41] Short-Term Wind Speed Forecasting of Oak Park Weather Station By Using Different ANN Algorithms
    Singh, Rohan
    Sahay, Kishan Bhushan
    Srivastava, Shubhankar Aseet
    [J]. 2015 IEEE INNOVATIVE SMART GRID TECHNOLOGIES - ASIA (ISGT ASIA), 2015,
  • [42] Wind Speed Forecasting Using a Hybrid Neural-Evolutive Approach
    Flores, Juan J.
    Loaeza, Roberto
    Rodriguez, Hector
    Cadenas, Erasmo
    [J]. MICAI 2009: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2009, 5845 : 600 - +
  • [43] Short-Term Wind Speed Forecasting of Lelystad Wind Farm by using ANN Algorithms
    Sahay, Kishan Bhushan
    Srivastava, Shwetank
    [J]. 2018 6TH INTERNATIONAL ELECTRICAL ENGINEERING CONGRESS (IEECON), 2018,
  • [44] Wind power forecasting based on daily wind speed data using machine learning algorithms
    Demolli, Halil
    Dokuz, Ahmet Sakir
    Ecemis, Alper
    Gokcek, Murat
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2019, 198
  • [45] Forecasting wind speed with recurrent neural networks
    Cao, Qing
    Ewing, Bradley T.
    Thompson, Mark A.
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 221 (01) : 148 - 154
  • [46] Wind speed forecasting based on variable weight combination forecasting model of neural network and grey model
    Zhang, Jian
    Tan, Lunnong
    [J]. ADVANCED MATERIALS AND PROCESS TECHNOLOGY, PTS 1-3, 2012, 217-219 : 2654 - 2657
  • [47] Short-term Wind Speed Forecasting using Machine Learning Algorithms
    Fonseca, Sebastiao B.
    de Oliveira, Roberto Celio L.
    Affonso, Carolina M.
    [J]. 2021 IEEE MADRID POWERTECH, 2021,
  • [48] Wind speed and wind direction forecasting using echo state network with nonlinear functions
    Chitsazan, Mohammad Amin
    Fadali, M. Sami
    Trzynadlowski, Andrzej M.
    [J]. RENEWABLE ENERGY, 2019, 131 : 879 - 889
  • [49] Boosting Wavelet Neural Networks Using Evolutionary Algorithms for Short-Term Wind Speed Time Series Forecasting
    Wei, Hua-Liang
    [J]. ADVANCES IN COMPUTATIONAL INTELLIGENCE, IWANN 2019, PT I, 2019, 11506 : 15 - 26
  • [50] A transformer-based deep neural network with wavelet transform for forecasting wind speed and wind energy
    Nascimento, Erick Giovani Sperandio
    de Melo, Talison A. C.
    Moreira, Davidson M.
    [J]. ENERGY, 2023, 278