A MPC and genetic algorithm based approach for multiple UAVs cooperative search

被引:0
|
作者
Tian, J [1 ]
Zheng, YX
Zhu, HY
Shen, LC
机构
[1] Natl Univ Def Technol, Sch Mech Engn & Automat, Changsha, Peoples R China
[2] Natl Univ Def Technol, Sch Comp Sci, Changsha, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper focuses on the problem of cooperative search using a team of Unmanned Aerial vehicles (UAVs). The objective is to visit as many unknown area as possible, while avoiding collision. We present an approach which combines model predictive control(MPC) theory with genetic algorithm(CA) to solve this problem. First, the team of UAVs is modelled as a controlled system, and its next state is predicated by MPC theory. According to the predicted state, we then establish an optimization problem. By use of CA, we get the solution of the optimization problem and take it as the input of the controlled system. Simulation results demonstrate the feasibility of our algorithm.
引用
收藏
页码:399 / 404
页数:6
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