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Adaptive Air Traffic with Big Data Analysis

Rantrua, Arcady and Chabrier, Sébastien and Gleizes, Marie-Pierre Adaptive Air Traffic with Big Data Analysis. (2015) In: 1st EWG-DSS International Conference on Decision Support System Technology : Big data analytics for decision-making (ICDSST 2015), 27 May 2015 - 29 May 2015 (Belgrade, Serbia).

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Abstract

Air traffic generators are widely used in the air traffic control and aeronautics industry for training purposes and to validate new concepts or new systems. But it is difficult for a machine to generate realistic trajectories and behavior for an aircraft which lead to the participation of many humans in the simulation to compensate. Traditional generators require performance data for aircrafts and heavy preparation to generate realistic trajectories. Our approach takes advantage of widespread flight location data to learn from their behavior and improve traffic generation. Combining cooperative multi-agent learning methods [1] and big data we show that it is possible to design and generate a realistic and intelligent traffic more easily and without human intervention.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to EURO Working Group on Decision Support Systems (EWG-DSS)This papers appears in Proceedings of ICDSST 2015 ISBN:978-86-7680-313-2. Abstracts at : https://ewgdssbelgrade2015.files.wordpress.com/2014/07/icdsst-2015-proceedings1.pdf
HAL Id:hal-01712592
Audience (journal):International peer-reviewed journal
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Sopra Steria (FRANCE)
Laboratory name:
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Deposited By: IRIT IRIT
Deposited On:12 Feb 2018 10:54

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