Title :
Localization in changing environments by matching laser range scans
Author :
Bengtsson, Ola ; Baerveldt, Albert-Jan
Author_Institution :
Centre for Comput. Syst. Archit., Halmstad Univ., Sweden
fDate :
6/21/1905 12:00:00 AM
Abstract :
We present a novel scan matching algorithm, IDC-S, Iterative Dual Correspondence-Sector, that matches range scans. The algorithm is based on the known Iterative Dual Correspondence, IDC, algorithm which has shown good performance in real environments. The improvement is that IDC-S is able to deal with relatively large changes in the environment. It divides the scan in several sectors, detects and removes those sectors that are changed and matches the scans only using unchanged sectors. IDC-S and other variants of IDC are extensively simulated and evaluated. The simulations show that IDC-S is very robust and can locate in many different kind of environments. We also show that it is possible to effectively combine the existing IDC algorithms with IDC-S, thus obtaining an algorithm that performs very well both in rectilinear as well as nonrectilinear environments, even when changed as much as 65%
Keywords :
computerised navigation; image matching; iterative methods; laser ranging; mobile robots; position control; robot vision; IDC; IDC-S; Iterative Dual Correspondence-Sector; autonomous mobile robots; changing environments; laser range scan matching; nonrectilinear environments; real environments; rectilinear environment; robot localization; scan matching algorithm; unchanged sectors; Computer architecture; Costs; Dead reckoning; Error correction; Humans; Iterative algorithms; Legged locomotion; Mobile robots; Robustness; Working environment noise;
Conference_Titel :
Advanced Mobile Robots, 1999. (Eurobot '99) 1999 Third European Workshop on
Conference_Location :
Zurich
Print_ISBN :
0-7803-5672-1
DOI :
10.1109/EURBOT.1999.827637