TY - GEN
T1 - An empirical study of optimal motion planning
AU - Luo, Jingru
AU - Hauser, Kris
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2014/10/31
Y1 - 2014/10/31
N2 - This paper presents a systematic benchmarking comparison between optimal motion planners. Six planners representing the categories of sampling-based, grid-based, and trajectory optimization methods are compared on synthetic problems of varying dimensionality, number of homotopy classes, and width and length of narrow passages. Performance statistics are gathered on success and convergence rates, and performance variations with respect to geometric characteristics are analyzed. Based on this analysis, we recommend planners that are likely to perform well for certain problem classes, and make recommendations for future planning research.
AB - This paper presents a systematic benchmarking comparison between optimal motion planners. Six planners representing the categories of sampling-based, grid-based, and trajectory optimization methods are compared on synthetic problems of varying dimensionality, number of homotopy classes, and width and length of narrow passages. Performance statistics are gathered on success and convergence rates, and performance variations with respect to geometric characteristics are analyzed. Based on this analysis, we recommend planners that are likely to perform well for certain problem classes, and make recommendations for future planning research.
UR - http://www.scopus.com/inward/record.url?scp=84911495493&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84911495493&partnerID=8YFLogxK
U2 - 10.1109/IROS.2014.6942793
DO - 10.1109/IROS.2014.6942793
M3 - Conference contribution
AN - SCOPUS:84911495493
T3 - IEEE International Conference on Intelligent Robots and Systems
SP - 1761
EP - 1768
BT - IROS 2014 Conference Digest - IEEE/RSJ International Conference on Intelligent Robots and Systems
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2014 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2014
Y2 - 14 September 2014 through 18 September 2014
ER -