Title :
Local path planning in image space for autonomous robot navigation in unstructured environments
Author :
Otte, Michael W. ; Richardson, Scott G. ; Mulligan, Jane ; Grudic, Gregory
Author_Institution :
Univ. of Colorado, Boulder
fDate :
Oct. 29 2007-Nov. 2 2007
Abstract :
An approach to stereo based local path planning in unstructured environments is presented. The approach differs from previous stereo based and image based planning systems (e.g. top-down occupancy grid planners, autonomous highway driving algorithms, and view-sequenced route representation), in that it uses specialized cost functions to find paths through an occupancy grid representation of the world directly in the image plane and forgoes a projection of cost information from the image plane down onto a top-down 2D Cartesian cost map. We discuss three cost metrics for path selection in image space. We present a basic image based planning system, discuss its susceptibility to rotational and translational oscillation, and present and implement two extensions to the basic system that overcome these limitations - a cylindrical based image system and a hierarchical planning system. All three systems are implemented in an autonomous robot and are tested against a standard top-down 2D Cartesian planning system on three outdoor courses of varying difficulty. We find that the basic image based planning system fails under certain conditions; however, the cylindrical based system is well suited to the task of local path planning and for use as a high resolution local planning component of a hierarchical planning system.
Keywords :
image representation; image resolution; mobile robots; navigation; path planning; robot vision; stereo image processing; autonomous robot navigation; grid representation; high resolution local planning component; image space path selection; local path planning; stereo image based planning system; top-down 2D Cartesian cost map; unstructured environment; Cost function; Intelligent robots; Layout; Mobile robots; Navigation; Orbital robotics; Path planning; Production facilities; Road transportation; Robot sensing systems;
Conference_Titel :
Intelligent Robots and Systems, 2007. IROS 2007. IEEE/RSJ International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-0912-9
Electronic_ISBN :
978-1-4244-0912-9
DOI :
10.1109/IROS.2007.4399343