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: | , , , , |
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Format: | Tagungsbericht |
Sprache: | eng |
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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. |
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ISSN: | 1050-4729 2577-087X |
DOI: | 10.1109/ROBOT.2008.4543353 |