This paper describes an Artificial Intelligence (AI) Deep Reinforcement Learning (DRL) model application to airport surface movement planning. Specific areas of support include planning conflict-free paths of flights, advising flight actions to avoid conflicts, and meeting flight-specific time constraints. We describe a unique way to represent the surface operational environment and schedule constraints for leveraging the DRL model with a Convolutional Neural Network and also demonstrate the training process and performance for routing surface traffic at a hypothetical airport. The proposed model learns entirely from the simulation to make sequential decisions for finding conflict-free routes, addressing incomplete schedule information, and coordinating the simultaneous rerouting of multiple flights. Such a DRL model, once adapted and trained for a realistic airport, may advise controllers on surface route planning, conflict probing, and resolving predicted conflicts.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Deep Reinforcement Learning Applied to Airport Surface Movement Planning


    Beteiligte:
    Tien, Shin-Lai Alex (Autor:in) / Tang, Huang (Autor:in) / Kirk, Daniel (Autor:in) / Vargo, Erik (Autor:in) / Liu, Sheng (Autor:in)


    Erscheinungsdatum :

    01.09.2019


    Format / Umfang :

    2018957 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Deep Reinforcement Learning Based Airport Departure Metering

    Ali, Hasnain / Thinh, Pham Duc / Alam, Sameer | IEEE | 2021


    Airport ramp surface movement monitoring system

    Europäisches Patentamt | 2020

    Freier Zugriff

    Aircraft AI Static Path Planning on Airport Ground Based on Reinforcement Learning

    SHU Lisheng / LI Guifang / JI Sheng | DOAJ | 2021

    Freier Zugriff

    Airport Ramp Surface Movement Monitoring System

    COX ISAIAH W / VANA JAN | Europäisches Patentamt | 2020

    Freier Zugriff

    Airport ramp surface movement monitoring system

    COX ISAIAH W / VANA JAN | Europäisches Patentamt | 2022

    Freier Zugriff