Method of evolving junctions: A new approach to optimal path-planning in 2D environments with moving obstacles

被引:6
|
作者
Li, Wuchen [1 ]
Chow, Shui-Nee [1 ]
Egerstedt, Magnus [2 ]
Lu, Jun [1 ]
Zho, Haomin [1 ]
机构
[1] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA
[2] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
来源
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH | 2017年 / 36卷 / 04期
基金
美国国家科学基金会;
关键词
Path-planning; dynamic environment; optimal control; constraints; stochastic differential equations; ROBOTIC MANIPULATORS; MOTION; OPTIMIZATION;
D O I
10.1177/0278364917707252
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We propose a novel algorithm to find the global optimal path in 2D environments with moving obstacles, where the optimality is understood relative to a general convex continuous running cost. By leveraging the geometric structures of optimal solutions and using gradient flows, we convert the path-planning problem into a system of finite dimensional ordinary differential equations, whose dimensions change dynamically. Then a stochastic differential equation based optimization method, called intermittent diffusion, is employed to obtain the global optimal solution. We demonstrate, via numerical examples, that the new algorithm can solve the problem efficiently.
引用
收藏
页码:403 / 413
页数:11
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