Whole-Body Contact Force Sensing From Motion Capture

Tu-Hoa Pham 1, 2 Adrien Bufort 2 Stéphane Caron 2 Abderrahmane Kheddar 2, 1
2 IDH - Interactive Digital Humans
LIRMM - Laboratoire d'Informatique de Robotique et de Microélectronique de Montpellier
Abstract : In this paper, we challenge the estimation of contact forces backed with ground-truth sensing in human whole-body interaction with the environment, from motion capture only. Our novel method makes it possible to get rid of cumbersome force sensors in monitoring multi-contact motion together with force data. This problem is very challenging. Indeed, while a given force distribution uniquely determines the resulting kinematics, the converse is generally not true in multi-contact. In such scenarios, physics-based optimization alone may only capture force distributions that are physically compatible with a given motion rather than the actual forces being applied. We address this indeterminacy by collecting a large-scale dataset on whole-body motion and contact forces humans apply in multi-contact scenarios. We then train recurrent neural networks on real human force distribution patterns and complement them with a second-order cone program ensuring the physical validity of the predictions. Extensive validation on challenging dynamic and multi-contact scenarios shows that the method we propose can outperform physical force sensing both in terms of accuracy and usability.
Type de document :
Communication dans un congrès
IEEE/SICE International Symposium on System Integration (SII 2016), Dec 2016, Sapporo, Japan. 2016, 〈10.1109/SII.2016.7843975〉
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Dernière modification le : samedi 25 novembre 2017 - 10:16:12

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Tu-Hoa Pham, Adrien Bufort, Stéphane Caron, Abderrahmane Kheddar. Whole-Body Contact Force Sensing From Motion Capture. IEEE/SICE International Symposium on System Integration (SII 2016), Dec 2016, Sapporo, Japan. 2016, 〈10.1109/SII.2016.7843975〉. 〈hal-01372531v2〉

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