Using Machine-Learning Methods to Improve Surface Wind Speed from the Outputs of a Numerical Weather Prediction Model
Naveen Goutham, Bastien Alonzo, Aurore Dupré, Riwal Plougonven, Rebeca Doctors, Lishan Liao, Mathilde Mougeot, Aurélie Fischer, Philippe Drobinski
Topics & Concepts
Wind speedRandom forestGradient boostingGeopotential heightMeteorologyNumerical weather predictionMean squared errorLinear regressionEnvironmental scienceDropsondeStatisticsMathematicsComputer scienceMachine learningGeographyTropical cyclonePrecipitationMeteorological Phenomena and SimulationsEnergy Load and Power ForecastingWind and Air Flow Studies