空天预警研究学报2025,Vol.39Issue(2):90-92,98,4.DOI:10.3969/j.issn.2097-180X.2025.02.003
基于Transformer网络的无人机目标航迹关联方法
A UAV track correlation method based on Transformer network
摘要
Abstract
In order to solve the problems of high correlation error rate and low correlation efficiency of tradi-tional trajectory correlation methods in dense target scenarios,this paper proposes a Transformer network-based trajectory correlation method,in which the Transformer network is used to automatically extract correlation fea-tures and automatically learn trajectory correlation criteria,with the end-to-end correlation of radar trajectories achieved.The simulation results show that compared with the traditional joint probability data association(JPDA)method,the method proposed in this paper has better trajectory correlation ability.This method provides a solu-tion for trajectory correlation in dense target scenarios.关键词
无人蜂群/航迹关联/Transformer网络/端到端方法Key words
unmanned aerial vehicle swarm/track correlation/Transformer network/end-to-end approach分类
信息技术与安全科学引用本文复制引用
张强,王淳,陈亚伟..基于Transformer网络的无人机目标航迹关联方法[J].空天预警研究学报,2025,39(2):90-92,98,4.基金项目
国家自然科学基金资助项目(U19B2031) (U19B2031)