DocumentCode :
1124086
Title :
Online terrain parameter estimation for wheeled mobile robots with application to planetary rovers
Author :
Iagnemma, Karl ; Kang, Shinwoo ; Shibly, Hassan ; Dubowsky, Steven
Author_Institution :
Dept. of Mech. Eng., Massachusetts Inst. of Technol., Cambridge, MA, USA
Volume :
20
Issue :
5
fYear :
2004
Firstpage :
921
Lastpage :
927
Abstract :
Future planetary exploration missions will require wheeled mobile robots ("rovers") to traverse very rough terrain with limited human supervision. Wheel-terrain interaction plays a critical role in rough-terrain mobility. In this paper, an online estimation method that identifies key terrain parameters using on-board robot sensors is presented. These parameters can be used for traversability prediction or in a traction control algorithm to improve robot mobility and to plan safe action plans for autonomous systems. Terrain parameters are also valuable indicators of planetary surface soil composition. The algorithm relies on a simplified form of classical terramechanics equations and uses a linear-least squares method to compute terrain parameters in real time. Simulation and experimental results show that the terrain estimation algorithm can accurately and efficiently identify key terrain parameters for various soil types.
Keywords :
least mean squares methods; mobile robots; parameter estimation; planetary rovers; linear-least squares method; onboard robot sensors; online terrain parameter estimation; planetary rovers; planetary surface soil composition; terramechanics equations; traction control algorithm; wheeled mobile robots; Computational modeling; Equations; Friction; Humans; Mechanical engineering; Mobile robots; Parameter estimation; Robot sensing systems; Soil; Wheels; Mobile robots; planetary rovers; rough terrain; wheel–terrain interaction;
fLanguage :
English
Journal_Title :
Robotics, IEEE Transactions on
Publisher :
ieee
ISSN :
1552-3098
Type :
jour
DOI :
10.1109/TRO.2004.829462
Filename :
1339393
Link To Document :
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