Title :
Mobile robot navigation using the range-weighted Hough transform
Author :
Forsberg, Johan ; Larsson, Ulf ; Wernersson, Åke
Author_Institution :
Robotics & Autom., Lund Inst. of Technol., Sweden
fDate :
3/1/1995 12:00:00 AM
Abstract :
Accurate navigation of a mobile robot in cluttered rooms using a range-measuring laser as a sensor has been achieved. To extract the directions and distances to the walls of the room the range-weighted Hough transform is used. The following experimental results are emphasized: The robot extracts the walls of the surrounding room from the range measurements. The distances between parallel walls are estimated with a standard deviation smaller than 1 cm. It is possible to navigate the robot along any preselected trajectory in the room. One special case is navigation through an open door detected by the laser. The accuracy of the passage is 1 cm at a speed of 0.5 m/s. The trajectory is perpendicular to the wall within 0.5 degrees in angle. When navigating through corridors, the accuracy is better than 1 cm at 0.8 m/s-the maximum speed of the robot. Odometric data and laser measurements are combined using the extended Kalman filter. The size of the cluttered rectangular room and the position and orientation (pose) of the robot are estimated during motion. The extraction and the resulting navigation are very robust against both spurious measurements in the laser measurements and disturbing objects
Keywords :
Hough transforms; Kalman filters; computerised navigation; laser ranging; mobile robots; path planning; cluttered rooms; extended Kalman filter; laser measurements; mobile robot navigation; odometric data; open door; orientation estimation; pose estimation; position estimation; preselected trajectory; range weighted Hough transform; range-measuring laser; Area measurement; Dead reckoning; Laser beams; Mobile robots; Radio navigation; Robot sensing systems; Robotics and automation; Sensor systems; Testing; Ultrasonic variables measurement;
Journal_Title :
Robotics & Automation Magazine, IEEE