Smoothed analysis of probabilistic roadmaps

被引:10
作者
Chaudhuri, Siddhartha [1 ]
Koltun, Vladlen [1 ]
机构
[1] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA
来源
COMPUTATIONAL GEOMETRY-THEORY AND APPLICATIONS | 2009年 / 42卷 / 08期
关键词
Motion planning; Probabilistic roadmap; Smoothed analysis; Locally orthogonal decomposition; SCHEME;
D O I
10.1016/j.comgeo.2008.10.005
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The probabilistic roadmap algorithm is a leading heuristic for robot motion planning. It is extremely efficient in practice, yet its worst case convergence time is unbounded as a function of the input's combinatorial complexity. We prove a smoothed polynomial upper bound on the number of samples required to produce an accurate probabilistic roadmap, and thus Oil the running time of the algorithm, in an environment of simplices. This sheds light on its widespread empirical Success. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:731 / 747
页数:17
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