State-of-the-art weather data obtained from numerical weather predictions are unlikely to satisfy the requirements of the future air traffic management system. A potential approach to improve the resolution and accuracy of the weather predictions could consist on using airborne aircraft as meteorological sensors, which would provide up-to-date weather observations to the surrounding aircraft and ground systems. This paper proposes to use Kriging, a geostatistical interpolation technique, to create short-term weather predictions from scattered weather observations derived from surveillance data. Results show that this method can accurately capture the spatio-temporal distribution of the temperature and wind fields, allowing to obtain high-quality local, short-term weather predictions and providing at the same time a measure of the uncertainty associated with the prediction.


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    Titel :

    Estimation and prediction of weather variables from surveillance data using spatio-temporal Kriging


    Beteiligte:
    Dalmau, Ramon (Autor:in) / Perez-Batlle, Marc (Autor:in) / Prats, Xavier (Autor:in)


    Erscheinungsdatum :

    01.09.2017


    Format / Umfang :

    532756 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




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