Intense drone traffic, exceeding human capabilities of manual control, is expected to occur during the last stage of Unified Traffic Management (UTM) and Unmanned Airspace System (UAS) service deployment in cities. In this paper, we discuss how humans and automation could collaborate to manage this airspace. We review theory on options for UTM airspace structure (volumes, points, networks, layers), machine learning, optimization, and human-automation collaboration. Based on simulation and visualization of two cities, we discuss four abilities: to discern traffic patterns, to recognize situations, to predict situational developments, and to function in varying conditions of rule-following habits of airspace users. We then discuss the challenge of collaborating though the use of advanced visual dashboards, for human-in-the loop AI but also for society-in-the-loop. Finally, we discuss how the challenge of human-automation collaboration can be expected to shift, as the capabilities of the machine increases.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Human-in-the-loop AI: Requirements on future (unified) air traffic management systems


    Beteiligte:
    Lundberg, Jonas (Autor:in) / Bang, Magnus (Autor:in) / Johansson, Jimmy (Autor:in) / Cheaitou, Ali (Autor:in) / Josefsson, Billy (Autor:in) / Tahboub, Zain (Autor:in)


    Erscheinungsdatum :

    2019-09-01


    Format / Umfang :

    1910755 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Security requirements for SATCOM datalink systems for future air traffic management

    Bernsmed, Karin / Froystad, Christian / Meland, Per Hakon et al. | IEEE | 2017


    Requirements, Platform Specifications, and System Architectures for Future Unmanned Traffic Management Systems

    Vetrella, Amedeo Rodi / Fontanella, Rita / Fasano, Giancarmine et al. | AIAA | 2017



    Future Air Traffic Management Requirements for Dynamic Weather Avoidance Routing

    Krozel, Jimmy / Andre, Anthony / Smith, Phil | IEEE | 2006