Publication Details
Tactical Scenario Adaptation for Pilot Training
Novák Jiří, Ing., Ph.D. (DCGM)
Chudý Peter, doc. Ing., Ph.D., MBA (VZ AeroWorks)
Agent, Beyond Visual Range, Computer Generated Forces, Flight Dynamics, Tactical
Simulation, Polynomial Chaos Expansion, Pilot Training, Surrogate Modeling,
Synthetic Training.
Conducting tactical pilot training in an authentic simulation environment
increases training's efficiency and effectiveness. A state-of-the-art surrogate
modeling technique, Polynomial Chaos Expansion (PCE), was used to generate
Surrogate model that estimates the scenario outcome. Subsequently additional
scenarios are generated based on the trained pilot's skill level estimated from
the model. The scenarios were adapted based on geometric distribution of the
adversaries impacting the encountered tactical situation. With an emphasis on
increasing the realism of synthetic training, the scenario adaptation was
researched and evaluated at the ground-based synthetic simulation facility at the
Faculty of Information Technology, Brno University of Technology.
@inproceedings{BUT189230,
author="Jiří {Hanák} and Jiří {Novák} and Peter {Chudý}",
title="Tactical Scenario Adaptation for Pilot Training",
booktitle="AIAA/IEEE Digital Avionics Systems Conference - Proceedings",
year="2024",
volume="43",
number="9",
pages="1--7",
publisher="Institute of Electrical and Electronics Engineers",
address="San Diego",
doi="10.1109/DASC62030.2024.10749015",
isbn="979-8-3503-4961-0",
issn="2155-7195",
url="https://ieeexplore.ieee.org/document/10749015"
}