Weather visibility has an important impact on civil aviation to flight punctuality and safety. Sudden changes in weather visibility often cause flight go-around, holding, alternate, cancellation, and even unsafe incidents, so if visibility can be accurately predicted in advance, it will be significant to make accurate flight plans and pre-flight preparation. In autumn and winter, the visibility of plateau airports changes rapidly because of complex and changeable meteorological conditions, and traditional meteorological methods are also difficult to predict visibility changes accurately, so the flight risks and difficulty in flight planning increase. Considering that weather visibility is jointly determined by many meteorological factors, and there is a strong correlation between the time, based on long-term short-term memory network (LSTM), this paper uses the atmospheric state information of the airport ground station to construct a plateau airport visibility prediction model (PAVPM) to forecast the visibility of the plateau airport hourly in the next 1~6 hours. And finally we use hourly weather data from Urumqi Airport in winter of 2015-2019 to verify the validity of the model.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Visibility Prediction of Plateau Airport Based on LSTM


    Beteiligte:
    Zixuan, Wu (Autor:in) / Qingchi, Ye (Autor:in) / Zhihong, Yi (Autor:in) / Yang, Wang (Autor:in) / Zhiming, Feng (Autor:in)


    Erscheinungsdatum :

    12.03.2021


    Format / Umfang :

    2039038 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    LSTM-Based Prediction of Airport Aircraft in and Outflow

    Li, Baoqiang / Huang, Jin / Duan, Yamei et al. | Springer Verlag | 2021


    Airport Visibility Prediction System to Improve Aviation Safety

    Moonlight, Lady Silk / Harianto, Bambang Bagus / Musadek, Ahmad et al. | Springer Verlag | 2023

    Freier Zugriff

    Visibility of airport runways

    Barr, N.L. / Hussman, Jr., T.A. / Parker, Jr., J.F. | Engineering Index Backfile | 1956


    THE VISIBILITY OF AIRPORT RUNWAYS1

    PARKER, JAMES F. / BARR, NORMAN LEE / HUSSMAN, THOMAS A. | SAE Technical Papers | 1956


    Low visibility airport windrose summaries

    Knight, R.W. | Engineering Index Backfile | 1940