Motion planning using adaptive random walks

被引:33
作者
Carpin, S [1 ]
Pillonetto, G
机构
[1] Int Univ Bremen, Sch Sci & Engn, D-28725 Bremen, Germany
[2] Univ Padua, Dept Informat Engn, I-35131 Padua, Italy
关键词
adaptive sampling; holonomic path planning; stochastic processes;
D O I
10.1109/TRO.2004.833790
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We propose a novel single-shot motion-planning algorithm based on adaptive random walks. The proposed algorithm turns out to be simple to implement, and the solution it produces can be easily and efficiently optimized. Furthermore, the algorithm can incorporate adaptive components, so the developer is not-required to specify all the parameters of the random distributions involved, and the algorithm itself can adapt to the environment it is moving in. Proofs of the theoretical soundness of the algorithm are provided, as well as implementation details. Numerical comparisons with well-known algorithms illustrate its effectiveness.
引用
收藏
页码:129 / 136
页数:8
相关论文
共 28 条
[11]   Path planning in expansive configuration spaces [J].
Hsu, D ;
Latombe, JC ;
Motwani, R .
INTERNATIONAL JOURNAL OF COMPUTATIONAL GEOMETRY & APPLICATIONS, 1999, 9 (4-5) :495-512
[12]   Analysis of probabilistic roadmaps for path planning [J].
Kavraki, LE ;
Kolountzakis, MN ;
Latombe, JC .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1998, 14 (01) :166-171
[13]   Probabilistic roadmaps for path planning in high-dimensional configuration spaces [J].
Kavraki, LE ;
Svestka, P ;
Latombe, JC ;
Overmars, MH .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1996, 12 (04) :566-580
[14]  
ksendal B., 1998, Stochastic Differential Equations: An Introduction with Applications, V6th, DOI [10.1007/978-3-662-03620-4, DOI 10.1007/978-3-662-03620-4]
[15]  
KUFNER JJ, 2001, P IEEE C ROB AUT SAN, P995
[16]  
Ladd A, 2002, 2002 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, P2120, DOI 10.1109/ROBOT.2002.1014853
[17]  
Larsen E., 1999, Tech. Rep. TR99-018
[18]  
Latombe J.-C., 1990, Robot Motion Planning
[19]   Motion planning: A journey of robots, molecules, digital actors, and other artifacts [J].
Latombe, JC .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 1999, 18 (11) :1119-1128
[20]  
LAVALLE SM, 2002, P WORKSH ALG FDN ROB, P59