Collaborative Multi-Agent Tracking based on Distributed Learning

被引:0
作者
Qiu, Xuyi [1 ]
Zhai, Yiwei [2 ]
Wan, Kaifang [2 ]
机构
[1] China Natl Aeronaut Radio Elect Res Inst, Sci & Technol Avion Integrat Lab, Shanghai 200233, Peoples R China
[2] Northwestern Polytech Univ, Sch Elect & Informat, Xian 710129, Peoples R China
来源
PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC) | 2019年
关键词
Multi-agent system; collaborative tracking; information filter; reinforcement learning;
D O I
10.23919/chicc.2019.8865311
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to reasonably allocate the Unmanned Aerial Vehicle (UAV) resources and keep the target tracked, we propose a collaborative multi-agent tracking method based on distributed learning. Considering the interactive fusion of information between multiple UAVs, we use the Information Filter (IF) to transform the target state fusion problem into a simple algebraic superposition. Meanwhile, the UAV's movements can be planned in real time so that the UAV formation can obtain more accurate target measurement as much as possible. The simulation experiment of collaborative multi-UAV tracking proves that the distributed multi-UAV system can make reasonable actions and track targets effectively.
引用
收藏
页码:2588 / 2593
页数:6
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