首页|基于GNSS/UWB的多无人机协同定位技术

基于GNSS/UWB的多无人机协同定位技术

扫码查看
针对多无人机之间位置信息的求解问题,提出基于 GNSS/UWB的分布式协同定位方法,并基于因子图理论构建了一套分布式数据融合框架,在无人机之间引入消息传送与接收以实现信息共享,然后采用和积算法求取无人机节点位置信息的边缘概率密度函数.设计了基于改进 EKF的迭代滤波器对无人机状态进行估计,对算法进行仿真.仿真结果表明,该分布式协同定位算法有着接近于集中式协同定位算法的定位精度,并且优于单点独立定位算法的定位精度.
Cooperative Localization Technology of Multi-UAVs Based on GNSS/UWB
A distributed collaborative positioning method based on GNSS/UWB was proposed to solve the prob-lem of position information among unmanned aerial vehicles(UAVs).A distributed data fusion framework was constructed based on factor graph theory,introducing message transmission and reception between UAVs to a-chieve information sharing.Then,the edge probability density function of UAV position information was ob-tained using the sum-product algorithm.Finally,an iterative filter based on EKF was designed to estimate the UAV state,and the algorithm was simulated.The simulation results showed that this distributed collaborative positioning algorithm had an nearly accuracy of centralized collaborative positioning algorithm,and was superior to the accuracy of single-point positioning algorithm.

distributioncooperative localizationfactor graphinformation fusioniterative filtering

鄢家鑫、贺晓华、周泽波、林国泉

展开 >

电子科技大学航空航天学院,四川 成都 611731

中国空空导弹研究院,河南 洛阳 471009

航空制导武器航空科技重点实验室,河南 洛阳 471009

分布式 协同定位 因子图 迭代滤波 信息融合

国家自然科学基金航空科学基金四川省科技计划项目

420740382019010800022021YJ0104

2024

探测与控制学报
中国兵工学会 西安机电信息研究所 机电工程与控制国家级重点实验室

探测与控制学报

CSTPCD北大核心
影响因子:0.267
ISSN:1008-1194
年,卷(期):2024.46(1)
  • 15