DocumentCode :
2810775
Title :
Occupancy grid mapping: An empirical evaluation
Author :
Collins, Thomas ; Collins, J.J. ; Ryan, Conor
Author_Institution :
Univ. of Limerick, Limerick
fYear :
2007
fDate :
27-29 June 2007
Firstpage :
1
Lastpage :
6
Abstract :
In this paper a quantitative analysis of robotic mapping utilising the fields dominant paradigm, the occupancy grid, is presented. The aim of this work is to determine which approach to the robotic mapping problem imbues a mobile robot with the greatest ability to create an accurate representation of its operating environment. We accomplish this by analysing the performance of several established mapping techniques using identical test data. Through evaluating the maps generated by these paradigms using an extensible benchmarking suite that our group has developed we outline which paradigm yields the greatest representational ability.
Keywords :
knowledge representation; learning (artificial intelligence); mobile robots; navigation; machine learning; mobile robot; occupancy grid mapping; operating environment representation; robotic mapping; Grid computing; Information analysis; Information systems; Mobile robots; Performance analysis; Robot sensing systems; Sensor phenomena and characterization; Sonar detection; Testing; Uncertainty; Machine Learning; Mapping; Modeling and Simulation; Occupancy Grid; Robotics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control & Automation, 2007. MED '07. Mediterranean Conference on
Conference_Location :
Athens
Print_ISBN :
978-1-4244-1282-2
Electronic_ISBN :
978-1-4244-1282-2
Type :
conf
DOI :
10.1109/MED.2007.4433772
Filename :
4433772
Link To Document :
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