A Study on Wind Speed Prediction using Artificial Neural Network at Jeju Island in Korea II

被引:0
|
作者
Zhang, Fengming [1 ]
Cho, Kyeonghee [1 ]
Choi, Jaeseok [1 ]
Lee, Young-Mi [2 ]
Lee, Kwang Y. [3 ]
机构
[1] Gyeongsang Natl Univ, Jinju, GN, South Korea
[2] Ecobrain, Seoul, South Korea
[3] Baylor Univ, Waco, TX 76798 USA
关键词
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
Wind power is one of the most successfully utilized of renewable sources to produce electrical energy. The available wind energy depends on the wind speed, which is a random variable. For the wind-farm operator, this poses difficulty in the system scheduling and energy dispatching, as the schedule of the wind-power availability is not known in advance. This paper proposes to use the two-layered artificial neural networks for predicting the actual wind speed from the previous values of the same variable.
引用
收藏
页数:4
相关论文
共 50 条
  • [21] Hourly Average Wind Speed Simulation and Forecast Based on ARMA Model in Jeju Island, Korea
    Do, Duy-Phuong N.
    Lee, Yeonchan
    Choi, Jaeseok
    [J]. JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2016, 11 (06) : 1548 - 1555
  • [22] Long-term wind speed prediction using artificial neural network-based approaches
    Madhiarasan, Manogaran
    [J]. AIMS GEOSCIENCES, 2021, 7 (04): : 542 - 552
  • [23] Wind Speed Prediction in the area of PLTB Tolo Jeneponto South Sulawesi using Artificial Neural Network
    Gunadin, Indar Chaerah
    Safrizal
    Rosyadi, Marwan
    Siswanto, Agus
    Syukriyadin
    Muslimin, Zaenab
    Gassing
    [J]. 2020 1ST INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY, ADVANCED MECHANICAL AND ELECTRICAL ENGINEERING (ICITAMEE 2020), 2020, : 106 - 110
  • [24] Short-Term Wind Speed Prediction Using Several Artificial Neural Network Approaches in Eskisehir
    Duran, Mert Alper
    Filik, Ummuhan Basaran
    [J]. 2015 INTERNATIONAL SYMPOSIUM ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (INISTA) PROCEEDINGS, 2015, : 169 - 172
  • [25] Interactive Graphical User Interface (GUI) for Wind Speed Prediction Using Wavelet and Artificial Neural Network
    Prema V.
    Uma Rao K.
    [J]. Journal of The Institution of Engineers (India): Series B, 2018, 99 (5) : 467 - 477
  • [26] An Analysis of Wind Speed Prediction Using Artificial Neural Networks: A Case Study in Manjil, Iran
    Assareh, E.
    Behrang, M. A.
    Ghalambaz, M.
    Noghrehabadi, A. R.
    Ghanbarzadeh, A.
    [J]. ENERGY SOURCES PART A-RECOVERY UTILIZATION AND ENVIRONMENTAL EFFECTS, 2012, 34 (5-8) : 636 - 644
  • [27] Very Short-term Wind Speed Prediction of a Wind Farm Based on Artificial Neural Network
    Ma, Rui
    Hu, Shuju
    Xu, Honghua
    [J]. PROGRESS IN RENEWABLE AND SUSTAINABLE ENERGY, PTS 1 AND 2, 2013, 608-609 : 677 - 682
  • [28] Short-Term Wind Speed Prediction Based on Artificial Neural Network Models
    Kirbas, Ismail
    Kerem, Alper
    [J]. MEASUREMENT & CONTROL, 2016, 49 (06): : 183 - 190
  • [29] Prediction of wind properties in urban environments using artificial neural network
    Kapil Varshney
    Kamal Poddar
    [J]. Theoretical and Applied Climatology, 2012, 107 : 579 - 590
  • [30] Prediction of wind speed for the estimation of wind turbine power output from site climatological data using artificial neural network
    Ayodele T.R.
    Ogunjuyigbe A.S.O.
    [J]. Ayodele, T.R. (tr.ayodele@ui.edu.ng), 2017, Taylor and Francis Ltd. (38) : 29 - 36