Concepedia

Multi-intent autonomous decision-making for air combat with deep reinforcement learning

Luyu Jia, Chengtao Cai, Xingmei Wang, Zhengkun Ding, Junzheng Xu, Kejun Wu, Jiaqi Liu

Applied Intelligence · 2023 · 17 citations · 36 references

Concepts

ComputingAerospace EngineeringComputer ScienceArtificial IntelligenceMachine LearningMarkov Decision ProcessesAir WarfareAircraft ControlExploration-exploitation TradeoffMission PlanningPolicy LearningReinforcement LearningAerial CombatAir Combat DoctrineDeep Reinforcement LearningMulti-agent Decision MakingMulti-agent Policy Learning

References

36

Reinforcement Learning: An Introduction

Jeffrey D. Johnson, Jinghong Li, Zengshi Chen · Neurocomputing · 2000 · 8.7K citations

Computing, Behavioral Sciences, Computer Science +12

Air-Combat Strategy Using Approximate Dynamic Programming

James McGrew, Jonathan P. How, Brian Williams et al. · Journal of Guidance Control and Dynamics · 2010 · 237 citations · Full text

Engineering, Aerospace Engineering, Autonomous Systems +17

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

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

UAV cooperative air combat maneuver decision based on multi-agent reinforcement learning

Zhang Jiandong, Yi Lu, Yong Wu · Journal of Systems Engineering and Electronics · 2021 · 110 citations · Full text

Engineering, Autonomous Systems, Computer Science +16