Title :
A Fusion Algorithm for Building Maps in Confined Environments for Mobile Robots
Author :
Liu, Guoliang ; Hao, Wanjun ; Yan, Shizuo ; Sun, Zengqi ; Qiang, Wenyi
Author_Institution :
Dept. of Control Sci. & Eng., Harbin Inst. of Technol.
Abstract :
Some problems associated with building map in confined environments for mobile robots are studied in this work. The uncertainties arising from specular reflection of ultrasonic sensors cannot make mobile robots recognize their surrounding environments correctly when mobile robots navigate in a confined environment. If the environment is known and unchanged, its map can be built with ultrasonic sensors in advance before navigation is performed. This map can provide reliable information about the environment when mobile robots work. A multi-layer fusion algorithm is proposed for building the map in advance. For the situation that the environment is unknown or variable, an adaptive ultrasonic sensor model is applied to build map dynamically. The experiment results indicate that the above fusion algorithms improve the performance of ultrasonic sensors
Keywords :
mobile robots; sensor fusion; ultrasonic transducers; adaptive ultrasonic sensor model; building map; confined environment; fusion algorithm; mobile robots; multilayer fusion; ultrasonic sensors; Ash; Heuristic algorithms; Mobile robots; Navigation; Optical reflection; Robot sensing systems; Sensor fusion; Sensor phenomena and characterization; Systems engineering and theory; Uncertainty; Confined Environment; Information Fusion; Map; Mobile Robot; Ultrasonic Sensor;
Conference_Titel :
Computational Engineering in Systems Applications, IMACS Multiconference on
Conference_Location :
Beijing
Print_ISBN :
7-302-13922-9
Electronic_ISBN :
7-900718-14-1
DOI :
10.1109/CESA.2006.4281788