TITEL
Mobile robot navigation using non-contact sensors
FöRFATTARE
Forsberg, Johan
DATUM
1998-10-19
INSTITUTION
Systemteknik / Robotik och automation
SAMMANFATTNING
This thesis concerns localization and control of mobile robots using range
measurements from optronic sensors, in particular scanning time-of-flight
lasers. The thesis covers the localization algorithms, on-line sensor
calibration and tele-operation for semi-autonomous control of mobile robots.
A real-world application of an autonomous mobile robot equipped with an arm
for surface finishing operations is also developed.
The Range Weighted Hough/Radon transform is introduced for robust detection
of walls and extraction of geometric parameters. Thus a robot can
automatically create a map of its environment and update it using an
extended Kalman filter. The required association of observations with the
map features uses a Bayesian classifier. New walls are added to the map as
they are observed and classified as new.
Navigation is performed with typical fluctuations of 1 cm and 1 degree
(standard deviation) at speeds of 0.5 m/s. The navigation is robust even in
cluttered environments and with several persons moving around.
Sheet-of-light range cameras have also been tested for mobile robot
navigation. A calibration algorithm for simultaneous calibration and
localization integrates the calibration into the localization system. The
only absolute reference needed by the calibration algorithm is the relative
motion of the robot. The resulting system performs calibration during normal
operation without lowering the localization performance.
The algorithms above were applied to two applications:
- A mobile robot capable of autonomously spray-plastering the walls and
ceiling of a room. The prototype was successfully tested at construction
sites.
- A semi-autonomous robot tele-operated using tele-commands. The tele-
commands include navigation along corridors, through open doors, following
walking persons and automatic map generation of the remote site.
ISSN 1402-1544 / ISRN LTU-DT--98/39--SE / NR 1998:39
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