Autonomous air combat decision‐making of UAV based on parallel self‐play reinforcement learning

Autonomous air combat decision‐making of UAV based on parallel self‐play reinforcement learning

Abstract Aiming at addressing the problem of manoeuvring decision‐making in UAV air combat, this study establishes a one‐to‐one air combat model, defines missile attack areas, and uses the non‐deterministic policy Soft‐Actor‐Critic (SAC) algorithm in deep reinforcement learning to construct a decisi...

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Bibliographic Details
Main Authors: Bo Li, Jingyi Huang, Shuangxia Bai, Zhigang Gan, Shiyang Liang, Neretin Evgeny, Shouwen Yao
Format: Article
Language:English
Published: Wiley 2023-03-01
Series:CAAI Transactions on Intelligence Technology
Subjects:
air combat decision
deep reinforcement learning
parallel self‐play
SAC algorithm
UAV
Online Access:https://doi.org/10.1049/cit2.12109

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