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Action Augmentation of Tactile Perception for Soft-Body Palpation

Medical palpation is a diagnostic technique in which physicians use the sense of touch to manipulate the soft human tissue. This can be done to enable the diagnosis of possibly life-threatening conditions, such as cancer. Palpation is still poorly understood because of the complex interaction dynami...

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Autores principales: Scimeca, Luca, Hughes, Josie, Maiolino, Perla, He, Liang, Nanayakkara, Thrishantha, Iida, Fumiya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Mary Ann Liebert, Inc., publishers 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9347261/
https://www.ncbi.nlm.nih.gov/pubmed/34432994
http://dx.doi.org/10.1089/soro.2020.0129
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author Scimeca, Luca
Hughes, Josie
Maiolino, Perla
He, Liang
Nanayakkara, Thrishantha
Iida, Fumiya
author_facet Scimeca, Luca
Hughes, Josie
Maiolino, Perla
He, Liang
Nanayakkara, Thrishantha
Iida, Fumiya
author_sort Scimeca, Luca
collection PubMed
description Medical palpation is a diagnostic technique in which physicians use the sense of touch to manipulate the soft human tissue. This can be done to enable the diagnosis of possibly life-threatening conditions, such as cancer. Palpation is still poorly understood because of the complex interaction dynamics between the practitioners' hands and the soft human body. To understand this complex of soft body interactions, we explore robotic palpation for the purpose of diagnosing the presence of abnormal inclusions, or tumors. Using a Bayesian framework for training and classification, we show that the exploration of soft bodies requires complex, multi-axis, palpation trajectories. We also find that this probabilistic approach is capable of rapidly searching the large action space of the robot. This work progresses “robotic” palpation, and it provides frameworks for understanding and exploiting soft body interactions.
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spelling pubmed-93472612022-08-04 Action Augmentation of Tactile Perception for Soft-Body Palpation Scimeca, Luca Hughes, Josie Maiolino, Perla He, Liang Nanayakkara, Thrishantha Iida, Fumiya Soft Robot Original Articles Medical palpation is a diagnostic technique in which physicians use the sense of touch to manipulate the soft human tissue. This can be done to enable the diagnosis of possibly life-threatening conditions, such as cancer. Palpation is still poorly understood because of the complex interaction dynamics between the practitioners' hands and the soft human body. To understand this complex of soft body interactions, we explore robotic palpation for the purpose of diagnosing the presence of abnormal inclusions, or tumors. Using a Bayesian framework for training and classification, we show that the exploration of soft bodies requires complex, multi-axis, palpation trajectories. We also find that this probabilistic approach is capable of rapidly searching the large action space of the robot. This work progresses “robotic” palpation, and it provides frameworks for understanding and exploiting soft body interactions. Mary Ann Liebert, Inc., publishers 2022-04-01 2022-04-19 /pmc/articles/PMC9347261/ /pubmed/34432994 http://dx.doi.org/10.1089/soro.2020.0129 Text en © Luca Scimeca et al. 2022; Published by Mary Ann Liebert, Inc. https://creativecommons.org/licenses/by/4.0/This Open Access article is distributed under the terms of the Creative Commons License [CC-BY] (http://creativecommons.org/licenses/by/4.0 (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Scimeca, Luca
Hughes, Josie
Maiolino, Perla
He, Liang
Nanayakkara, Thrishantha
Iida, Fumiya
Action Augmentation of Tactile Perception for Soft-Body Palpation
title Action Augmentation of Tactile Perception for Soft-Body Palpation
title_full Action Augmentation of Tactile Perception for Soft-Body Palpation
title_fullStr Action Augmentation of Tactile Perception for Soft-Body Palpation
title_full_unstemmed Action Augmentation of Tactile Perception for Soft-Body Palpation
title_short Action Augmentation of Tactile Perception for Soft-Body Palpation
title_sort action augmentation of tactile perception for soft-body palpation
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9347261/
https://www.ncbi.nlm.nih.gov/pubmed/34432994
http://dx.doi.org/10.1089/soro.2020.0129
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