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

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

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

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] 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, …

[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