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Self localization of an autonomous robot: Using an EKF to merge odometry and vision based landmarks

Title
Self localization of an autonomous robot: Using an EKF to merge odometry and vision based landmarks
Type
Article in International Conference Proceedings Book
Year
2005
Authors
Armando Jorge Sousa
(Author)
FEUP
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Paulo Gomes da Costa
(Author)
FEUP
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Adriano Carvalho
(Author)
FEUP
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Conference proceedings International
Pages: 227-233
10th IEEE International Conference on Emerging Technologies and Factory Automation
Catania, ITALY, SEP 19-22, 2005
Other information
Authenticus ID: P-000-5ND
Abstract (EN): Localization is essential to modern autonomous robots in order to enable effective completion of complex tasks over possibly large distances in low structured environments. In this paper, a Extended Kalman Filter is used in order to implement self-localization. This is done by merging odometry and localization information, when available. The used landmarks are colored poles that can be recognized while the robot moves around performing normal tasks. This paper models measurements with very different characteristics in distance and angle to markers and shows results of the self-localization method. Results of simulations and real robot tests are shown.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 7
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