Machine learning to improve situational awareness in beyond visual range air combat

JPA Dantas, MROA Maximo, AN Costa… - IEEE Latin America …, 2022 - ieeexplore.ieee.org
This article presents an artificial intelligence model using artificial neural networks that
provide parameters to improve the situational awareness of a Beyond Visual Range (BVR) …

Enhancing situation awareness in beyond visual range air combat with reinforcement learning-based decision support

E Scukins, M Klein, P Ögren - 2023 International Conference …, 2023 - ieeexplore.ieee.org
Military aircraft pilots need to adjust to a constantly changing battlefield. A system that aids in
understanding challenging combat circumstances and suggests appropriate responses can …

Analyzing RL Agent Competency in Air Combat: A Tool for Comprehensive Performance Evaluation

M Hasanzade, E Saldiran, G Guner… - 2023 IEEE/AIAA 42nd …, 2023 - ieeexplore.ieee.org
Air combat represents a complex and dynamic domain in which human pilots face
formidable challenges. Integration of artificial intelligence, particularly Reinforcement …

A Data-Driven Method for Estimating Formation Flexibility in Beyond-Visual-Range Air Combat

E Scukins, AN Costa, P Ögren - 2024 International Conference …, 2024 - ieeexplore.ieee.org
Tactical decisions in air combat are typically evaluated using experience as a basis. Pilots
undergo frequent training in various air combat processes to enhance their combat …

[PDF][PDF] Real-Time Situation Awareness Assessment for Pilots via Machine Learning: Constructing an Automated Classification System

N Crothers, Y Sinha, EC Larson, S Scielzo - MODSIM World, 2022 - modsimworld.org
ABSTRACT Assessing Situation Awareness (SA) for pilots in real time is critical to accelerate
training of complex skills and maintain mission readiness. Traditional measures of SA are …

Engagement decision support for beyond visual range air combat

JPA Dantas, AN Costa, D Geraldo… - 2021 Latin American …, 2021 - ieeexplore.ieee.org
This work aims to provide an engagement decision support tool for Beyond Visual Range
(BVR) air combat in the context of Defensive Counter Air (DCA) missions. In BVR air combat …

Reinforcement learning based air combat maneuver generation

MM Ozbek, E Koyuncu - arXiv preprint arXiv:2201.05528, 2022 - arxiv.org
The advent of artificial intelligence technology paved the way of many researches to be
made within air combat sector. Academicians and many other researchers did a research on …

[HTML][HTML] Decision support system for unmanned combat air vehicle in beyond visual range air combat based on artificial neural networks

GM Lima Filho, FLL Medeiros… - Journal of Aerospace …, 2021 - SciELO Brasil
In a beyond visual range (BVR) air combat, one of the challenges is identifying the best time
to launch a missile, which is a decision that must be made quickly. The decision involves …

Research into collision avoidance models for unmanned aerial vehicles

M Akbashev, T Muslimov… - … Conference on Industrial …, 2022 - ieeexplore.ieee.org
This paper presents an investigation into models that can be used to train unmanned aerial
vehicles (UAVs or drones) to avoid obstacles and to keep a safe distance from such. The …

Deep reinforcement learning-based air-to-air combat maneuver generation in a realistic environment

JH Bae, H Jung, S Kim, S Kim, YD Kim - IEEE Access, 2023 - ieeexplore.ieee.org
Artificial intelligence is becoming increasingly important in the air combat domain. Most air
combat research now assumes that all aircraft information is known. In practical applications …