电讯技术2024,Vol.64Issue(7):1015-1024,10.DOI:10.20079/j.issn.1001-893x.231029001
面向异构传输需求的多无人机通信协同抗干扰决策方法
A Multi-UAV Communication Collaborative Anti-jamming Decision-Making Method for Heterogeneous Transmission Requirements
摘要
Abstract
In multiple unmanned aerial vehicle(multi-UAV)communication under jamming conditions,users have different communication requirements according to their business,and the quality of each channel is also different,which puts forward new requirements for business requirements and resource matching in anti-jamming communication decisions.For the external adversarial jamming scenario,how to choose suitable channels and power for multiple users,while avoiding jamming,controlling internal conflicts,and optimizing power,to achieve efficient utilization of limited resources,is investigated.A new anti-jamming decision-making method for transmission requirement matching is proposed.First,the characteristics of partially overlapping channels are used for channel resource multiplexing.Then,multi-user collaborative reinforcement learning is used to train user channel selection strategies,and the Stackelberg game is used to optimize power,to achieve resource matching for heterogeneous transmission requirements of users.The proposed method can achieve joint optimization of channel and power for multi-user heterogeneous transmission requirements under jamming conditions,improve the rationality of resource utilization,and achieve improvement in transmission performance.关键词
多无人机通信/协同抗干扰决策/用户需求匹配/强化学习/斯坦伯格博弈Key words
multi-UAV communication/collaborative anti-jamming decision-making/user demand matching/reinforcement learning/Stackelberg game分类
信息技术与安全科学引用本文复制引用
姚昌华,巫刚,李家强,祁博宇,苏婷,刘鑫,付澍..面向异构传输需求的多无人机通信协同抗干扰决策方法[J].电讯技术,2024,64(7):1015-1024,10.基金项目
国家自然科学基金资助项目(61971439,U22B2002) (61971439,U22B2002)
通信抗干扰全国重点实验室基础科研创新基金(稳定支持)项目(IFN20230207) (稳定支持)