DocumentCode
1426610
Title
Constructing the generalized local Voronoi diagram from laser range scanner data
Author
Mahkovic, Rajko ; Slivnik, Tomaz
Author_Institution
Fac. of Comput. & Inf. Sci., Ljubljana Univ., Slovenia
Volume
30
Issue
6
fYear
2000
fDate
11/1/2000 12:00:00 AM
Firstpage
710
Lastpage
719
Abstract
We consider the problem of building local free space representation by a circular-base robot, operating in an unknown bounded planar environment populated by obstacles of arbitrary shape. In the unknown environment, the robot depends on its sensors; in our case, this is the laser range scanner. A new structure is represented, termed the generalized local Voronoi diagram (GLVD), constructed directly from sensory data, obtained from an observation of the local environment, that is from the visible region, GLVD is obtained by deleting some edges from the ordinary Voronoi diagram, which is generated by the measured scanned points from the visible region. Crucial for the acquisition of the GLVD is the clusterization of the scanned points. Clusterization means grouping of the scanned points into distinct clusters, each having a specific property, e.g., for a particular point in the cluster, the nearest neighboring point should not lie further than a prescribed distance away. The relevant part of GLVD, the portion of GLVD which is in accordance with the generalized Voronoi diagram of the environment, is determined. Eventual differences between these two structures are discussed and experimental results are presented. With the superposition of several GLVDs we show that this structure can be used to construct a global map of the environment, for which the position and the orientation of the robot is needed
Keywords
computational geometry; laser ranging; mobile robots; path planning; circular-base robot; clusterization; generalized local Voronoi diagram; global map; laser range scanner data; local free space representation; unknown bounded planar environment; unknown environment; Buildings; Mobile robots; Navigation; Orbital robotics; Robot kinematics; Robot sensing systems; Robotics and automation; Sensor systems; Shape; Sonar;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher
ieee
ISSN
1083-4427
Type
jour
DOI
10.1109/3468.895894
Filename
895894
Link To Document