Resilience optimization for multi-UAV formation optimization

被引:0
|
作者
Qiang FENG [1 ]
Xingshuo HAI [1 ]
Bo SUN [1 ]
Yi REN [1 ]
Zili WANG [1 ]
Dezhen YANG [1 ]
Yaolong HU [1 ]
Ronggen FENG [1 ]
机构
[1] School of Reliability and System Engineering, Beihang University
基金
国防预研究基金;
关键词
D O I
暂无
中图分类号
V279 [无人驾驶飞机]; V249.1 [飞行控制];
学科分类号
1111 ;
摘要
This paper develops a novel optimization method oriented to the resilience of multiple Unmanned Aerial Vehicle(multi-UAV) formations to achieve rapid and accurate reconfiguration under random attacks. First, a resilience metric is applied to reflect the effect and rapidity of multi-UAV formation resisting random attacks. Second, an optimization model based on a parameter optimization problem to maximize the system resilience is established. Third, an Adaptive Learning-based Pigeon-Inspired Optimization(ALPIO) algorithm is designed to optimize the resilience value. Finally, typical formation topologies with six UAVs are investigated as a case study to verify the proposed approach. The experimental results indicate that the proposed scheme can achieve resilience optimization for a multi-UAV formation reconfiguration by increasing the system resilience values to 97.53% and 81.4% after random attacks.
引用
收藏
页码:110 / 123
页数:14
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