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Forecasting the wind power distribution for wind parks

Georg Mayr (ORCID: 0000-0001-6661-9453)
  • Grant DOI 10.55776/L615
  • Funding program Translational Research
  • Status Ended
  • Start October 1, 2009
  • End August 31, 2013
  • Funding amount € 212,260
  • Project website

Disciplines

Geosciences (40%); Computer Sciences (20%); Environmental Engineering, Applied Geosciences (40%)

Keywords

  • Wind Energy,
  • Predictability Of Uncertainties,
  • Wind Power Forecast,
  • Reduce Compensatory Power Costs,
  • Marketing Of Wind Energy
Abstract Final report

Methods to forecast electricity production from wind farms in Austria for forecast horizons of 6 hours to 10 days are compared and evaluated for their potential operational installation. State-of-the-art methods documented in the literature and new methods will be implemented. They use best-guess and ensemble predictions of a numerical weather prediction (NWP) model and an archive of historical wind farm and NWP data spanning several years. Probabilistic methods will maximize the information content of the forecast.

Wind is a volatile source for producing electricity. The project developed new methods which combine output from computer models forecasting weather with novel statistical methods to reach much better results than by using only of them. Since most wind farms have been put into place, we strived to develop methods that work well with short data sets of electricity produced by the farm. As a crucial piece of additional information, the uncertainty of the forecasts is also given.A freely available package for the open source R software allows the energy trading sector to implement our results into their operational forecasting without needing to have strong expertise in atmospheric science or statistics.

Research institution(s)
  • Universität Innsbruck - 100%

Research Output

  • 273 Citations
  • 9 Publications
Publications
  • 2011
    Title Probabilistic Forecasts Using Analogs in the Idealized Lorenz96 Setting
    DOI 10.1175/2010mwr3542.1
    Type Journal Article
    Author Messner J
    Journal Monthly Weather Review
    Pages 1960-1971
    Link Publication
  • 2022
    Title Realizing the Reality of Article 61 of TRIPS
    DOI 10.56042/jipr.v27i2.36030
    Type Journal Article
    Journal Journal of Intellectual Property Rights
  • 2013
    Title Probabilistic wind power forecasts with an inverse power curve transformation and censored regression
    DOI 10.1002/we.1666
    Type Journal Article
    Author Messner J
    Journal Wind Energy
    Pages 1753-1766
    Link Publication
  • 2015
    Title Predicting Wind Power with Reforecasts
    DOI 10.1175/waf-d-15-0095.1
    Type Journal Article
    Author Dabernig M
    Journal Weather and Forecasting
    Pages 1655-1662
  • 2014
    Title Heteroscedastic Extended Logistic Regression for Postprocessing of Ensemble Guidance
    DOI 10.1175/mwr-d-13-00271.1
    Type Journal Article
    Author Messner J
    Journal Monthly Weather Review
    Pages 131021120616006
    Link Publication
  • 2014
    Title Automatic and Probabilistic Foehn Diagnosis with a Statistical Mixture Model
    DOI 10.1175/jamc-d-13-0267.1
    Type Journal Article
    Author Plavcan D
    Journal Journal of Applied Meteorology and Climatology
    Pages 652-659
    Link Publication
  • 2014
    Title Extending Extended Logistic Regression: Extended versus Separate versus Ordered versus Censored
    DOI 10.1175/mwr-d-13-00355.1
    Type Journal Article
    Author Messner J
    Journal Monthly Weather Review
    Pages 3003-3014
  • 2013
    Title Brief communication "Spatial and temporal variation of wind power at hub height over Europe"
    DOI 10.5194/npg-20-305-2013
    Type Journal Article
    Author Gisinger S
    Journal Nonlinear Processes in Geophysics
    Pages 305-310
    Link Publication
  • 2012
    Title Wind Speeds at Heights Crucial for Wind Energy: Measurements and Verification of Forecasts
    DOI 10.1175/jamc-d-11-0247.1
    Type Journal Article
    Author Drechsel S
    Journal Journal of Applied Meteorology and Climatology
    Pages 1602-1617
    Link Publication

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