Title :
A robot localization method based on evidence accumulation and multi-resolution
Author :
Marcello, R. ; Sorrenti, Domenico G. ; Marchese, Fabio M.
Author_Institution :
Politecnico di Milano, Italy
Abstract :
We present a mobile robot localization method for known 2D environments, which is an evidence accumulation method where the complexity is reduced by means of a multi-resolution scheme. The method is called multi-resolution evidence accumulation (MUREA). The added values of the work include: the capability of the system to accept both raw sensor data as well as independently generated localization estimates; the capability of the system to be both a global or local localization system, depending on the availability of a global estimate; and the capability of the system to give out an accurate estimate when required (e.g. before its regular completion), which could be called any-time localization. We elaborate and evaluate a strategy for travelling the search-space, which expands the pose current estimate alternating between subspaces. Real experiments, based on omnidirectional sensing in an indoor environment, are presented.
Keywords :
computerised navigation; mobile robots; position control; robot vision; 2D environments; MUREA; global localization; local localization; mobile robot; multiresolution evidence accumulation; omnidirectional image sensing; search-space; Data mining; Feature extraction; Indoor environments; Layout; Mobile robots; Real time systems; Robot localization; Robot sensing systems; Sensor phenomena and characterization; Sensor systems;
Conference_Titel :
Intelligent Robots and Systems, 2002. IEEE/RSJ International Conference on
Print_ISBN :
0-7803-7398-7
DOI :
10.1109/IRDS.2002.1041425