Gallina, Alberto and Krenn, Rainer and Scharringhausen, Marco and Uhl, Tadeusz and Schäfer, Bernd (2014) Parameter Identification of a Planetary Rover Wheel–Soil Contact Model via a Bayesian Approach. Journal of Field Robotics, 31 (1), pp. 161-175. Wiley. doi: 10.1002/rob.21480. ISSN 1556-4959.
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Abstract
Soft soil contact models developed for planetary exploration rovers play an important role in the study of rover mobility. Nowadays, most of the existing contact models are based on Bekker theory which requires the evaluation of several soil parameters usually measured via bevameter tests. However, substantial di�erences existing between the plate-soil contact scenario and the wheel-soil contact scenario, along with large variability associated with the bevameter experiments, give rise to large uncertainty in the choice of the model parameter values. In this paper a Bayesian procedure is proposed to deal e�ectively with the presence of uncertainty. In the proposed approach model parameters are random variables with prior distributions derived from bevameter measurements. The prior distributions are then enhanced to posterior distributions through single wheel test data. At the end the procedure identi�es a set of possible model parameter con�gurations that result in high experimentalnumerical matching.
Item URL in elib: | https://elib.dlr.de/104615/ | ||||||||||||||||||||||||
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Document Type: | Article | ||||||||||||||||||||||||
Title: | Parameter Identification of a Planetary Rover Wheel–Soil Contact Model via a Bayesian Approach | ||||||||||||||||||||||||
Authors: |
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Date: | January 2014 | ||||||||||||||||||||||||
Journal or Publication Title: | Journal of Field Robotics | ||||||||||||||||||||||||
Refereed publication: | Yes | ||||||||||||||||||||||||
Open Access: | Yes | ||||||||||||||||||||||||
Gold Open Access: | No | ||||||||||||||||||||||||
In SCOPUS: | Yes | ||||||||||||||||||||||||
In ISI Web of Science: | Yes | ||||||||||||||||||||||||
Volume: | 31 | ||||||||||||||||||||||||
DOI: | 10.1002/rob.21480 | ||||||||||||||||||||||||
Page Range: | pp. 161-175 | ||||||||||||||||||||||||
Publisher: | Wiley | ||||||||||||||||||||||||
ISSN: | 1556-4959 | ||||||||||||||||||||||||
Status: | Published | ||||||||||||||||||||||||
Keywords: | Wheel-soil interaction, parameter estimation, soil parameters | ||||||||||||||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||
HGF - Program: | Space | ||||||||||||||||||||||||
HGF - Program Themes: | Space System Technology | ||||||||||||||||||||||||
DLR - Research area: | Raumfahrt | ||||||||||||||||||||||||
DLR - Program: | R SY - Space System Technology | ||||||||||||||||||||||||
DLR - Research theme (Project): | R - Robotische Exploration (old) | ||||||||||||||||||||||||
Location: | Bremen , Oberpfaffenhofen | ||||||||||||||||||||||||
Institutes and Institutions: | Institute of System Dynamics and Control > Space System Dynamics Institute of Space Systems > Explorationssysteme | ||||||||||||||||||||||||
Deposited By: | Scharringhausen, Marco | ||||||||||||||||||||||||
Deposited On: | 09 Jun 2016 11:04 | ||||||||||||||||||||||||
Last Modified: | 06 Sep 2019 15:20 |
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