DocumentCode :
2245165
Title :
Improved analysis of D*
Author :
Tovey, Craig ; Greenberg, Sam ; Koenig, Sven
Author_Institution :
Coll. of Comput., Georgia Inst. of Technol., Atlanta, GA, USA
Volume :
3
fYear :
2003
fDate :
14-19 Sept. 2003
Firstpage :
3371
Abstract :
D* is a planning method that always routes a robot in initially unknown terrain from its current location to a given goal location along a shortest presumed unblocked path. The robot moves along the path until it discovers new obstacles and then repeats the procedure. D* has been used on a large number of robots. It is therefore important to analyze the resulting travel distance. Previously, there has been only one analysis of D*, and it has two shortcomings. First, to prove the lower bound, it uses a physically unrealistic example graph which has distances that do not correspond to distances on a real map. We show that the lower bound is not smaller for grids, the kind of map-based graph on which D* is usually used. Second, there is a large gap between the upper and lower bounds on the travel distance. We considerably reduce this gap by decreasing the upper bound on arbitrary graphs, including grids. To summarize, we provide new, substantially tighter bounds on the travel distance of D* on grids, thus providing a realistic analysis for the way D* is actually used.
Keywords :
mobile robots; multi-robot systems; path planning; terrain mapping; arbitary graphs; lower bound; map based graph; mobile robots; multi-robot systems; obstacles; planning method; shortest presumed unblocked path; terrain mapping; tight bounds; travel distance; upper bound; Computer science; Educational institutions; Land vehicles; Mobile robots; Motion planning; Navigation; Path planning; Prototypes; Robot sensing systems; Technology planning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation, 2003. Proceedings. ICRA '03. IEEE International Conference on
ISSN :
1050-4729
Print_ISBN :
0-7803-7736-2
Type :
conf
DOI :
10.1109/ROBOT.2003.1242111
Filename :
1242111
Link To Document :
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