Title :
Navigability analysis of natural terrains with fuzzy elevation maps from ground-based 3D range scans
Author :
Martinez, Jose Luis ; Mandow, A. ; Reina, Antonio ; Cantador, Tomas J. ; Morales, Javier ; Garcia-Cerezo, Alfonso
Author_Institution :
Dipt. Ing. de Sist. y Autom., Univ. de Malaga, Malaga, Spain
Abstract :
Mobile robot navigation through natural terrains is a challenging issue with applications such as planetary exploration or search and rescue. This paper proposes navigability assessment of natural terrains scanned from ground-based 3D laser rangefinders. A continuous model of the terrain is obtained as a fuzzy elevation map (FEM). Based on this model, the proposed solution incorporates terrain navigability both in terms of uncertainties of the 3D input data and slope of the fuzzy surface. Moreover, the paper discusses the application of this method for local path planning. For this purpose, the Bug algorithm has been adapted to compute local paths on the navigable region of the FEM. The method has been applied to actual 3D point clouds on two different experimental sites.
Keywords :
finite element analysis; fuzzy control; laser ranging; mobile robots; path planning; 3D input data; 3D point clouds; FEM; Mobile robot navigation; fuzzy elevation maps; fuzzy surface; ground-based 3D laser rangefinders; ground-based 3D range scans; local path planning; natural terrains; navigability analysis; terrain navigability; Finite element analysis; Navigation; Path planning; Reliability; Robot sensing systems; Three-dimensional displays;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2013 IEEE/RSJ International Conference on
Conference_Location :
Tokyo
DOI :
10.1109/IROS.2013.6696559