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On the position accuracy of mobile robot localization based on particle filters combined with scan matching.

Authors :
Rowekamper, Jorg
Sprunk, Christoph
Tipaldi, Gian Diego
Stachniss, Cyrill
Pfaff, Patrick
Burgard, Wolfram
Source :
2012 IEEE/RSJ International Conference on Intelligent Robots & Systems; 1/ 1/2012, p3158-3164, 7p
Publication Year :
2012

Abstract

Many applications in mobile robotics and especially industrial applications require that the robot has a precise estimate about its pose. In this paper, we analyze the accuracy of an integrated laser-based robot pose estimation and positioning system for mobile platforms. For our analysis, we used a highly accurate motion capture system to precisely determine the error in the robot's pose. We are able to show that by combining standard components such as Monte-Carlo localization, KLD sampling, and scan matching, an accuracy of a few millimeters at taught-in reference locations can be achieved. We believe that this is an important analysis for developers of robotic applications in which pose accuracy matters. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISBNs :
9781467317375
Database :
Complementary Index
Journal :
2012 IEEE/RSJ International Conference on Intelligent Robots & Systems
Publication Type :
Conference
Accession number :
86604084
Full Text :
https://doi.org/10.1109/IROS.2012.6385988