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Navigating a Mobile Robot by a Traversability Field Histogram.
- Source :
- IEEE Transactions on Systems, Man & Cybernetics: Part B; Apr2007, Vol. 37 Issue 2, p361-372, 12p
- Publication Year :
- 2007
-
Abstract
- This paper presents an autonomous terrain navigation system for a mobile robot. The system employs a two-dimensional laser range finder (LRF) for terrain mapping. A so-called ‘traversability field histogram’ (TFH) method is proposed to guide the robot. The TFH method first transforms a local terrain map surrounding the robot's momentary position into a traversability map by extracting the slope and roughness of a terrain patch through least-squares plane fitting. It then computes a so-called ‘polar traversability index’ (PTI) that represents the overall difficulty of traveling along the corresponding direction. The PTIs are represented in a form of histogram. Based on this histogram, the velocity and steering commands of the robot are determined. The concept of a virtual valley and an exit condition are proposed and used to direct the robot such that it can reach the target with a finite-length path. The algorithm is verified by simulation and experimental results. [ABSTRACT FROM AUTHOR]
- Subjects :
- MOBILE robots
CARTOGRAPHY
ROBOTICS
MACHINE theory
ARTIFICIAL intelligence
Subjects
Details
- Language :
- English
- ISSN :
- 10834419
- Volume :
- 37
- Issue :
- 2
- Database :
- Complementary Index
- Journal :
- IEEE Transactions on Systems, Man & Cybernetics: Part B
- Publication Type :
- Academic Journal
- Accession number :
- 24559576
- Full Text :
- https://doi.org/10.1109/TSMCB.2006.883870