Cooperative search approach for UAVs via Pigeon-inspired Optimization and Markov moving targets

被引:0
|
作者
Wang, Rui [1 ]
Xiao, Bingsong [1 ]
Ru, Le [1 ]
机构
[1] Air Force Engn Univ, Aeronaut Engn Coll, Xian, Shaanxi, Peoples R China
来源
2018 CHINESE AUTOMATION CONGRESS (CAC) | 2018年
关键词
multi-UAVs cooperative search; honeycomb model; Markov chain; Cauchy mutation; Gaussian mutation; pigeon-inspired optimization;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To solve the problem of repeated search, static targets and low efficiency in cooperative search for multi-UAVs, a method based on pigeon-inspired optimization (PIO) and Markov is proposed. Firstly, a honeycomb environmental model similar to the sensor detect region is established to reduce repeated search for the area. Secondly, Markov chain with the Gaussian distribution is used to represent dynamic movement of targets. Thirdly, the Cauchy mutation and Gaussian mutation are introduced into the map and compass operator and the landmark operator of PIO, respectively. Meanwhile, simulated annealing (SA) mechanism is exploited to reserve the worse individual, so as to effectively reduce the problem that PIO is easy to fall into local optimum. Finally, the algorithm is compared with other swarm intelligence algorithms through simulation experiments. The results show that the new method is effective and available.
引用
收藏
页码:2007 / 2012
页数:6
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