Adaptive tactile interaction transfer via digitally embroidered smart gloves

Human-machine interfaces for capturing, conveying, and sharing tactile information across time and space hold immense potential for healthcare, augmented and virtual reality, human-robot collaboration, and skill development. To realize this potential, such interfaces should be wearable, unobtrusive,...

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Main Authors: Luo, Yiyue, Liu, Chao, Lee, Young Joong, DelPreto, Joseph, Wu, Kui, Foshey, Michael, Rus, Daniela, Palacios, Tomás, Li, Yunzhu, Torralba, Antonio, Matusik, Wojciech
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:English
Published: Springer Science and Business Media LLC 2024
Online Access:https://hdl.handle.net/1721.1/157680
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author Luo, Yiyue
Liu, Chao
Lee, Young Joong
DelPreto, Joseph
Wu, Kui
Foshey, Michael
Rus, Daniela
Palacios, Tomás
Li, Yunzhu
Torralba, Antonio
Matusik, Wojciech
author2 Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
author_facet Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Luo, Yiyue
Liu, Chao
Lee, Young Joong
DelPreto, Joseph
Wu, Kui
Foshey, Michael
Rus, Daniela
Palacios, Tomás
Li, Yunzhu
Torralba, Antonio
Matusik, Wojciech
author_sort Luo, Yiyue
collection MIT
description Human-machine interfaces for capturing, conveying, and sharing tactile information across time and space hold immense potential for healthcare, augmented and virtual reality, human-robot collaboration, and skill development. To realize this potential, such interfaces should be wearable, unobtrusive, and scalable regarding both resolution and body coverage. Taking a step towards this vision, we present a textile-based wearable human-machine interface with integrated tactile sensors and vibrotactile haptic actuators that are digitally designed and rapidly fabricated. We leverage a digital embroidery machine to seamlessly embed piezoresistive force sensors and arrays of vibrotactile actuators into textiles in a customizable, scalable, and modular manner. We use this process to create gloves that can record, reproduce, and transfer tactile interactions. User studies investigate how people perceive the sensations reproduced by our gloves with integrated vibrotactile haptic actuators. To improve the effectiveness of tactile interaction transfer, we develop a machine-learning pipeline that adaptively models how each individual user reacts to haptic sensations and then optimizes haptic feedback parameters. Our interface showcases adaptive tactile interaction transfer through the implementation of three end-to-end systems: alleviating tactile occlusion, guiding people to perform physical skills, and enabling responsive robot teleoperation.
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spelling mit-1721.1/1576802024-12-23T06:24:10Z Adaptive tactile interaction transfer via digitally embroidered smart gloves Luo, Yiyue Liu, Chao Lee, Young Joong DelPreto, Joseph Wu, Kui Foshey, Michael Rus, Daniela Palacios, Tomás Li, Yunzhu Torralba, Antonio Matusik, Wojciech Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science Human-machine interfaces for capturing, conveying, and sharing tactile information across time and space hold immense potential for healthcare, augmented and virtual reality, human-robot collaboration, and skill development. To realize this potential, such interfaces should be wearable, unobtrusive, and scalable regarding both resolution and body coverage. Taking a step towards this vision, we present a textile-based wearable human-machine interface with integrated tactile sensors and vibrotactile haptic actuators that are digitally designed and rapidly fabricated. We leverage a digital embroidery machine to seamlessly embed piezoresistive force sensors and arrays of vibrotactile actuators into textiles in a customizable, scalable, and modular manner. We use this process to create gloves that can record, reproduce, and transfer tactile interactions. User studies investigate how people perceive the sensations reproduced by our gloves with integrated vibrotactile haptic actuators. To improve the effectiveness of tactile interaction transfer, we develop a machine-learning pipeline that adaptively models how each individual user reacts to haptic sensations and then optimizes haptic feedback parameters. Our interface showcases adaptive tactile interaction transfer through the implementation of three end-to-end systems: alleviating tactile occlusion, guiding people to perform physical skills, and enabling responsive robot teleoperation. 2024-11-26T15:46:51Z 2024-11-26T15:46:51Z 2024-01-29 2024-11-26T15:35:13Z Article http://purl.org/eprint/type/JournalArticle https://hdl.handle.net/1721.1/157680 Luo, Y., Liu, C., Lee, Y.J. et al. Adaptive tactile interaction transfer via digitally embroidered smart gloves. Nat Commun 15, 868 (2024). en 10.1038/s41467-024-45059-8 Nature Communications Creative Commons Attribution https://creativecommons.org/licenses/by/4.0/ application/pdf Springer Science and Business Media LLC Springer Nature
spellingShingle Luo, Yiyue
Liu, Chao
Lee, Young Joong
DelPreto, Joseph
Wu, Kui
Foshey, Michael
Rus, Daniela
Palacios, Tomás
Li, Yunzhu
Torralba, Antonio
Matusik, Wojciech
Adaptive tactile interaction transfer via digitally embroidered smart gloves
title Adaptive tactile interaction transfer via digitally embroidered smart gloves
title_full Adaptive tactile interaction transfer via digitally embroidered smart gloves
title_fullStr Adaptive tactile interaction transfer via digitally embroidered smart gloves
title_full_unstemmed Adaptive tactile interaction transfer via digitally embroidered smart gloves
title_short Adaptive tactile interaction transfer via digitally embroidered smart gloves
title_sort adaptive tactile interaction transfer via digitally embroidered smart gloves
url https://hdl.handle.net/1721.1/157680
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