Print Email Facebook Twitter Building Strategic Conformal Automation for Air Traffic Control Using Machine Learning Title Building Strategic Conformal Automation for Air Traffic Control Using Machine Learning Author Regtuit, Robert Borst, C. (TU Delft Control & Simulation) van Kampen, E. (TU Delft Control & Simulation) van Paassen, M.M. (TU Delft Control & Simulation) Date 2018 Abstract Acceptance of automation has been a bottleneck for successful introduction of automation in Air Trac Control. Strategic conformal automation has been proven to increase automation acceptance, by creating a better match between automation and operator decision-making. In this paper strategic conformal automation for Air Trac Control is designed using machine learning techniques. Rather than having pre-dened control strategies, which do not always match with individual operator decision-making, the automation is based on the operator's decision-making. Results show that when operators demonstratetheir control strategies, machine learning techniques can identify these strategies and use them to learn similar control strategies. Apart from mimicking control strategies in iden tical trac scenarios is it possible to use machine learning to solve similar, yet dierent con icts by applying similar control strategies, without the need of human demonstrations for that particular conict scenario. Future research should be done to investigate whether strategic conformal automation indeed increases automation acceptance, as well to investigate how the approach taken in this study can be applied to real-life trac scenarios. To reference this document use: http://resolver.tudelft.nl/uuid:3e7844ec-d92b-4032-b98f-96c7260ddec6 DOI https://doi.org/10.2514/6.2018-0074 Publisher American Institute of Aeronautics and Astronautics Inc. (AIAA) Embargo date 2019-01-31 ISBN 978-1-62410-527-2 Source Proceedings of the 2018 AIAA Information Systems-AIAA Infotech @ Aerospace Event AIAA Information Systems-AIAA Infotech at Aerospace, 2018, 2018-01-08 → 2018-01-12, Kissimmee, United States Part of collection Institutional Repository Document type conference paper Rights © 2018 Robert Regtuit, C. Borst, E. van Kampen, M.M. van Paassen Files PDF Building_Strategic_Confor ... _Ma....pdf 663.3 KB Close viewer /islandora/object/uuid:3e7844ec-d92b-4032-b98f-96c7260ddec6/datastream/OBJ/view