An Improved Chaotic Self-Adapting Monkey Algorithm for Multi-UAV Task Assignment

被引:1
|
作者
Cui, Yujuan [1 ]
机构
[1] Logist Acad, Automot Specialist Training Grp, Xvzhou 221000, Peoples R China
来源
IEEE JOURNAL ON MINIATURIZATION FOR AIR AND SPACE SYSTEMS | 2024年 / 5卷 / 01期
关键词
Task analysis; Autonomous aerial vehicles; Optimization; Costs; Chaos; Statistics; Sociology; monkey algorithm (MA); multiobjective optimization; multiple unmanned aerial vehicles (UAVs); self-adapting; task assignment;
D O I
10.1109/JMASS.2023.3327721
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
To solve the task assignment problem of heterogeneous multi-unmanned aerial vehicle (UAV) with different loads, an improved monkey swarm algorithm is proposed. First, the complex combat tasks are divided into three types of subtasks, and the multi-UAV task assignment model is established based on the performance of UAVs with specific loads. Second, an improved chaotic self-adapting monkey algorithm (ICSAMA) is proposed by introducing chaos optimization into the monkey swarm algorithm through the adaptive mechanism. The optimization ability of the improved algorithm is verified by the classical benchmark function containing single/multipeaks. Finally, taking the actual heterogeneous multi-UAV task planning problem as an example, ICSAMA is applied to solve it. The simulation results show that ICSAMA has higher convergence accuracy and robustness than the standard monkey swarm algorithm.
引用
收藏
页码:9 / 15
页数:7
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