UAV swarm air combat maneuver decision-making method based on multi-agent reinforcement learning and transferring

The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games

Chao Yu, Akash Velu, Eugene Vinitsky et al. · arXiv (Cornell University) · 2021 · 594 citations · Full text

Computing, Computer Science, Algorithms +14

Maneuver Decision of UAV in Short-Range Air Combat Based on Deep Reinforcement Learning

Qiming Yang, Jiandong Zhang, Guoqing Shi et al. · IEEE Access · 2019 · 180 citations · Full text

Computing, Autonomous Systems, Computer Science +15

Autonomous air combat maneuver decision using Bayesian inference and moving horizon optimization

Changqiang Huang, Kangsheng Dong, Hanqiao Huang et al. · Journal of Systems Engineering and Electronics · 2018 · 134 citations

Engineering, Aerospace Engineering, Autonomous Systems +14

Multi-agent hierarchical policy gradient for Air Combat Tactics emergence via self-play

Zhixiao Sun, Haiyin Piao, Zhen Yang et al. · Engineering Applications of Artificial Intelligence · 2020 · 125 citations

Computing, Aerospace Engineering, Autonomous Systems +14

A predator-prey particle swarm optimization approach to multiple UCAV air combat modeled by dynamic game theory

Haibin Duan, Pei Li, Yaxiang Yu · IEEE/CAA Journal of Automatica Sinica · 2015 · 116 citations

Social Sciences, Aerospace Engineering, Game Theory +16