Application of deep reinforcement learning in maneuver planning of beyond-visual-range air combat

D Hu, R Yang, J Zuo, Z Zhang, J Wu, Y Wang - IEEE Access, 2021 - ieeexplore.ieee.org
… , with the successful application of deep reinforcement learning (DRL) in … reinforcement
learning to solve air combat maneuver decision-making problem. The method of offline learning

Beyond-visual-range air combat tactics auto-generation by reinforcement learning

H Piao, Z Sun, G Meng, H Chen, B Qu… - … joint conference on …, 2020 - ieeexplore.ieee.org
… initial machine learning process. Experimental results showed that multiple valuable air
combat … We hope this study could be extended to the future of air combat machine intelligence

Supervised machine learning for effective missile launch based on beyond visual range air combat simulations

JPA Dantas, AN Costa, FLL Medeiros… - 2022 Winter …, 2022 - ieeexplore.ieee.org
… supervised machine learning methods using reliable data from beyond visual range air
combat … tools based on machine learning models, which may improve the flight quality in BVR …

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
… artificial intelligence model using artificial neural networks that provide parameters to improve
the situational awareness of a Beyond Visual Range (BVR) air combat pilot. In this combat

Engagement decision support for beyond visual range air combat

JPA Dantas, AN Costa, D Geraldo… - 2021 Latin American …, 2021 - ieeexplore.ieee.org
… system based on machine learning for BVR air combat. … machine learning model through
the XGBoost library to develop an engagement decision support tool for BVR air combat in …

[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
… also adopt a machine learning approach to target threat assessment. They use one-to-one
air combat data from the air combat maneuvering instrument (ACMI), such as the relative …

Decision Support for Beyond Visual Range Air Combat Based on HTN Planning and Machine Learning

J Wang, H Li, J Ru, H Xu - 2024 36th Chinese Control and …, 2024 - ieeexplore.ieee.org
… overload in BVR air combat, this paper … and machine learning algorithms to provide pilots
with tactical strategies. This paper first designs a hierarchical task network in a BVR air combat

[PDF][PDF] SUPERVISED MACHINE LEARNING FOR EFFECTIVE MISSILE LAUNCH BASED ON BEYOND VISUAL RANGE AIR COMBAT SIMULATIONS

B Feng, G Pedrielli, Y Peng, S Shashaani… - arXiv preprint arXiv …, 2022 - academia.edu
machine learning methods using reliable data from constructive simulations to estimate the
most effective moment for launching missiles during air combat… on machine learning models, …

A novel decision-making algorithm for beyond visual range air combat based on deep reinforcement learning

Y Jiang, J Yu, Q Li - … of Chinese Association of Automation (YAC …, 2022 - ieeexplore.ieee.org
… based on deep reinforcement learning(DRL) is proposed for the decision-making problem
visual range(BVR) air combat. Firstly, the relative kinematics model of 1 vs 1 air combat is …

[PDF][PDF] Behaviour Modelling of Computer-Generated-Forces in Beyond-Visual-Range Air Combat.

F Reinisch, M Strohal, P Stütz - SIMULTECH, 2022 - scitepress.org
… a typical beyond-visual-range air combat engagement, separating … intent to employ
reinforcement learning for tasks containing … We propose dividing the beyond-visual-range air