Title :
Vision-based mobile robot speed control using a probabilistic occupancy map
Author :
Negishi, Yoshiro ; Miura, Jun ; Shirai, Yoshiaki
Author_Institution :
Dept. of Comput.-Controlled Mech. Syst., Osaka Univ., Japan
fDate :
30 July-1 Aug. 2003
Abstract :
This paper describes a method of controlling robot speed using a probabilistic occupancy map. It is usually necessary for a robot to make sure that a target region is free before entering it. If the robot is not confident in the state (free or occupied) of the region, the robot has to make enough observations to be confident. If the distance to the region is long, the robot can expect to have enough observations until reaching it. If the distance is short, however, the robot may have to slow down to make enough observations. Based on this consideration, we develop a method for controlling robot speed by considering the state of a target region. The method is applied to our mobile robot with omnidirectional stereo and a laser range finder. The robot successfully moved around in an unknown environment by adaptively controlling its speed.
Keywords :
adaptive control; laser ranging; mobile robots; path planning; robot vision; stereo image processing; velocity control; heuristic path planner; laser range finder; map generation; mobile robot; omnidirectional stereo; probabilistic occupancy map; vision-based speed control; Computer vision; Control systems; Mechanical systems; Mobile robots; Optical control; Robot control; Safety; Sonar navigation; Uncertainty; Velocity control;
Conference_Titel :
Multisensor Fusion and Integration for Intelligent Systems, MFI2003. Proceedings of IEEE International Conference on
Print_ISBN :
0-7803-7987-X
DOI :
10.1109/MFI-2003.2003.1232601