Hierarchical reinforcement learning for air-to-air combat

AP Pope, JS Ide, D Mićović, H Diaz… - 2021 international …, 2021 - ieeexplore.ieee.org
Artificial Intelligence (AI) is becoming a critical component in the defense industry, as
recently demonstrated by DARPA's AlphaDogfight Trials (ADT). ADT sought to vet the …

Hierarchical reinforcement learning for air combat at DARPA's AlphaDogfight trials

AP Pope, JS Ide, D Mićović, H Diaz… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Autonomous control in high-dimensional, continuous state spaces is a persistent and
important challenge in the fields of robotics and artificial intelligence. Because of high risk …

Autonomous maneuver decisions via transfer learning pigeon-inspired optimization for UCAVs in dogfight engagements

W Ruan, H Duan, Y Deng - IEEE/CAA Journal of Automatica …, 2022 - ieeexplore.ieee.org
This paper proposes an autonomous maneuver decision method using transfer learning
pigeon-inspired optimization (TLPIO) for unmanned combat aerial vehicles (UCAVs) in …

[HTML][HTML] Unit coordination knowledge enhanced autonomous decision-making approach of heterogeneous UAV formation

WU Yuqian, Z Haoran, P Ling, Y Tao, W Miao… - Chinese Journal of …, 2025 - Elsevier
Abstract Enhancing Autonomous Decision-Making (ADM) for unmanned combat aerial
vehicle formations in beyond-visual-range air combat is pivotal for future battlefields …

An evolutionary reinforcement learning approach for autonomous maneuver decision in one-to-one short-range air combat

Y Baykal, B Baspinar - 2023 IEEE/AIAA 42nd Digital Avionics …, 2023 - ieeexplore.ieee.org
This paper presents an evolutionary reinforcement learning approach based on Deep Q
Networks to address the maneuver decision challenge of unmanned aerial vehicles (UAV) …

Agile, antifragile, artificial-intelligence-enabled, command and control

J Simpson, R Oosthuizen, SE Sawah… - arxiv preprint arxiv …, 2021 - arxiv.org
Artificial Intelligence (AI) is rapidly becoming integrated into military Command and Control
(C2) systems as a strategic priority for many defence forces. The successful implementation …