Collision-Free Model Predictive Trajectory Tracking Control for UAVs in Obstacle Environment

被引:17
|
作者
Huo, Da [1 ]
Dai, Li [1 ]
Chai, Runqi [1 ]
Xue, Ruochen [1 ]
Xia, Yuanqing [1 ]
机构
[1] Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
Trajectory; Heuristic algorithms; Trajectory tracking; Predictive models; Prediction algorithms; Optimization; Collision avoidance; model predictive control (MPC); trajectory tracking; unmanned aerial vehicles (UAVs); UNMANNED AERIAL VEHICLE; ROBUST; AVOIDANCE;
D O I
10.1109/TAES.2022.3221702
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
In this article, we propose a collision-free model predictive trajectory tracking control algorithm for unmanned aerial vehicles (UAVs) in environments with both static obstacles and dynamic obstacles. Collision avoidance is ensured by obtaining outer polyhedral approximations of each interval of the dynamic obstacles trajectories based on MINVO basis, and then, optimizing a plane to separate the polyhedra and the trajectory of the UAV. By incorporating the resulting computationally efficient collision-free constraints and divers physical constraints, a model predictive control optimization problem is formulated with a tailored terminal constraint set, which can be solved by a standard nonlinear programming solver. Moreover, the control theoretic properties are established, including recursive feasibility, the guarantee of collision avoidance, as well as closed-loop stability. Finally, the efficacy of the proposed algorithm is successfully evaluated by a simulation in a multiobstacle environment.
引用
收藏
页码:2920 / 2932
页数:13
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