A robot self-localization system based on omnidirectional color images

Citation
A. Rizzi et R. Cassinis, A robot self-localization system based on omnidirectional color images, ROBOT AUT S, 34(1), 2001, pp. 23-38
Citations number
22
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
ROBOTICS AND AUTONOMOUS SYSTEMS
ISSN journal
09218890 → ACNP
Volume
34
Issue
1
Year of publication
2001
Pages
23 - 38
Database
ISI
SICI code
0921-8890(20010131)34:1<23:ARSSBO>2.0.ZU;2-8
Abstract
A self-localization system for autonomous mobile robots is presented. This system estimates the robot position in previously learned environments, usi ng data provided solely by an omnidirectional visual perception subsystem c omposed of a camera and of a special conical reflecting surface. It perform s an optical pre-processing of the environment, allowing a compact represen tation of the collected data. These data are then fed to a learning subsyst em that associates the perceived image to an estimate of the actual robot p osition. Both neural networks and statistical methods have been tested and compared as learning subsystems. The system has been implemented and tested and results are presented. (C) 2001 Elsevier Science B.V. All rights reser ved.