Title :
Fast Localization Algorithm for The Cleaning Robot By Using Self-Organization Map
Author :
Baek, Sanghoon ; Ahn, Suyong ; Oh, Se-young
Author_Institution :
Pohang Univ. of Sci. & Technol., Pohang
Abstract :
Recently, localization for mobile robot has been studied a lot. Up to now, most localization systems which are reliable and efficient are equipped with expensive sensors such as laser scanner and high performance CPU with fast computing. But, small and cost effective robot such as service robot for home cleaning cannot be equipped with costly sensor and CPU. This paper proposes localization method which can be implemented with low cost sensors and CPU while tracking robot´s pose quickly and correctly using Self-Organizing Map.
Keywords :
mobile robots; self-organising feature maps; sensors; service robots; fast localization algorithm; home cleaning robot; mobile robot; self-organization map; sensor; service robot; Cleaning; Computational intelligence; Costs; Mobile robots; Neurons; Robot sensing systems; Robotics and automation; Sensor systems; Service robots; USA Councils;
Conference_Titel :
Computational Intelligence in Robotics and Automation, 2007. CIRA 2007. International Symposium on
Conference_Location :
Jacksonville, FI
Print_ISBN :
1-4244-0790-7
Electronic_ISBN :
1-4244-0790-7
DOI :
10.1109/CIRA.2007.382884