DocumentCode :
3157082
Title :
Traversability analysis for navigation of unmanned robots
Author :
Jin, Gang Gyoo ; Lee, Yun Hyung ; Lee, Hyun Sik ; So, Myung Ok
Author_Institution :
Div. of Comput., Korea Maritime Univ., Busan
fYear :
2008
fDate :
20-22 Aug. 2008
Firstpage :
1806
Lastpage :
1811
Abstract :
In this study, a framework for navigation of unmanned robots by combining information extraction from terrain maps with regional traversability and speed assessment is presented. The proposed method extracts the slope and roughness of a terrain patch along four heading directions and then uses them to evaluate the level of difficulty associated with the traversal. The slope is estimated through curved surface fitting incorporating the least squares method. The roughness is obtained using the fractal-based analysis together with another two RMS metrics. As navigation systems can cope with imprecision and uncertainty of input data, we modify and extend the Serajipsilas fuzzy-based measures to assess the traversability and speed of each patch for path planning. The proposed method is tested on both fractal and real terrains to verify its effectiveness.
Keywords :
curve fitting; fractals; fuzzy set theory; least squares approximations; mobile robots; path planning; surface fitting; Seraji fuzzy-based measure; curved surface fitting; fractal analysis; least square method; regional traversability analysis; speed assessment; terrain map information extraction; terrain patch; terrain roughness; terrain slope; unmanned robot navigation; Curve fitting; Data mining; Fractals; Least squares methods; Navigation; Robots; Rough surfaces; Surface fitting; Surface roughness; Velocity measurement; Fractal; Fuzzy system; Navigation speed; Roughness; Slope; Traversability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
SICE Annual Conference, 2008
Conference_Location :
Tokyo
Print_ISBN :
978-4-907764-30-2
Electronic_ISBN :
978-4-907764-29-6
Type :
conf
DOI :
10.1109/SICE.2008.4654956
Filename :
4654956
Link To Document :
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