Optimal Motion Planning for Differentially Flat Systems Using Bernstein Approximation

被引:37
作者
Cichella, Venanzio [1 ]
Kaminer, Isaac [2 ]
Walton, Claire [2 ]
Hovakimyan, Naira [1 ]
机构
[1] Univ Illinois, Dept Mech Sci & Engn, Urbana, IL 61801 USA
[2] Naval Postgrad Sch, Dept Mech & Aerosp Engn, Monterey, CA 93940 USA
来源
IEEE CONTROL SYSTEMS LETTERS | 2018年 / 2卷 / 01期
关键词
Optimal motion planning; autonomous vehicles; Bezier curves; Bernstein polynomial; discrete approximation;
D O I
10.1109/LCSYS.2017.2778313
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This letter presents a computational framework to efficiently generate feasible and optimal trajectories for differentially flat autonomous vehicle systems. We formulate the optimal motion planning problem as a continuous-time optimal control problem, and approximate it by a discrete-time formulation using Bernstein polynomials. These polynomials allow for efficient computation of various constraints along the entire trajectory, and are particularly convenient for generating trajectories for safe operation of multiple vehicles in complex environments. The advantages of the proposed method are investigated through theoretical analysis and numerical examples.
引用
收藏
页码:181 / 186
页数:6
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