Identifying physical properties of deformable objects by using particle filters

This paper presents a new approach for estimating physical properties of deformable models from experimental measurements. In contrast to most previous work, we introduce a new method based on particle filters which identifies the different stiffness properties for spring-based models. This approach...

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Hauptverfasser: Burion, S., Conti, F., Petrovskaya, A., Baur, C., Khatib, O.
Format: Tagungsbericht
Sprache:eng
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Beschreibung
Zusammenfassung:This paper presents a new approach for estimating physical properties of deformable models from experimental measurements. In contrast to most previous work, we introduce a new method based on particle filters which identifies the different stiffness properties for spring-based models. This approach addresses some important limitations encountered with gradient descent techniques which often converge towards ill solutions or remain fixed in local minima conditions.
ISSN:1050-4729
2577-087X
DOI:10.1109/ROBOT.2008.4543353