Forecasting Tools for the Electricity Production in Onshore Wind Farms

被引:0
|
作者
Dutka, Mateusz [1 ]
Swiatek, Boguslaw [1 ]
机构
[1] AGH Univ Sci & Technol, Dept Power Elect & Energy Control Syst, 30 Mickiewicza Ave, PL-30059 Krakow, Poland
关键词
wind power forecasting; neural network; power curve; interaction; performance; balanced energy system;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper describes some of the problems associated with the construction and verification of models based on artificial neural networks dedicated to predicting energy production in onshore wind farms. The impact of weather conditions on the operation of the wind farm was analyzed. Four models varying in number and the type of inputs were proposed and compared here.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Prospects for generating electricity by large onshore and offshore wind farms
    Volker, Patrick J. H.
    Hahmann, Andrea N.
    Badger, Jake
    Jorgensen, Hans E.
    [J]. ENVIRONMENTAL RESEARCH LETTERS, 2017, 12 (03):
  • [2] Analysis of possibilities to improve quality of spatial wind speed forecasts for efficient forecasting of electric energy production in onshore wind farms in Poland
    Piotrowski, Pawel
    Baczynski, Dariusz
    Kopyt, Marcin
    Szafranek, Karolina
    [J]. 14TH INTERNATIONAL SCIENTIFIC CONFERENCE FORECASTING IN ELECTRIC POWER ENGINEERING (PE 2018), 2019, 84
  • [3] Seismic Vulnerability of Onshore Wind Farms
    Hong, Yixiang
    Wang, Zhenhui
    Liu, RuShan
    Miao, Huiquan
    Liu, Jinlong
    Wu, Meng
    [J]. PROCEEDINGS OF THE 2024 8TH INTERNATIONAL CONFERENCE ON CIVIL ARCHITECTURE AND STRUCTURAL ENGINEERING, ICCASE 2024, 2024, 33 : 812 - 825
  • [4] Boost for offshore and onshore wind farms
    不详
    [J]. PROFESSIONAL ENGINEERING, 2006, 19 (13) : 14 - 14
  • [5] Seasonality effect on working and prediction of the production of electricity in onshore wind farm
    Dutka, Mateusz
    Swiatek, Boguslaw
    [J]. PRZEGLAD ELEKTROTECHNICZNY, 2019, 95 (07): : 120 - 124
  • [6] Assessment of the wake effect on the energy production of onshore wind farms using GIS
    Grassi, Stefano
    Junghans, Sven
    Raubal, Martin
    [J]. APPLIED ENERGY, 2014, 136 : 827 - 837
  • [7] A Short-Term Wind Power Forecasting Tool for Vietnamese Wind Farms and Electricity Market
    Dinh Thanh Viet
    Vo Van Phuong
    Minh Quan Duong
    Kies, Alexander
    Schyska, Bruno U.
    Wu, Yuan Kang
    [J]. PROCEEDINGS OF 2018 4TH INTERNATIONAL CONFERENCE ON GREEN TECHNOLOGY AND SUSTAINABLE DEVELOPMENT (GTSD), 2018, : 130 - 135
  • [8] Coastal Impact of Onshore Wind Farms in Australia
    Harvey, Nick
    Dew, Romana E. C.
    [J]. JOURNAL OF COASTAL RESEARCH, 2016, : 992 - 996
  • [9] Correlation between the Production of Electricity by Offshore Wind Farms and the Demand for Electricity in Polish Conditions
    Dobrzycki, Arkadiusz
    Roman, Jacek
    [J]. ENERGIES, 2022, 15 (10)
  • [10] Optimizing the layout of onshore wind farms to minimize noise
    Wu, Xiawei
    Hu, Weihao
    Huang, Qi
    Chen, Cong
    Jacobson, Mark Z.
    Chen, Zhe
    [J]. APPLIED ENERGY, 2020, 267