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Modeling and Calibration of Pressure-Sensing Insoles via a New Plenum-Based Chamber

This paper proposes a novel method to reliably calibrate a pair of sensorized insoles utilizing an array of capacitive tactile pixels (taxels). A new calibration setup is introduced that is scalable and suitable for multiple kinds of wearable sensors and a procedure for the simultaneous calibration...

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Autores principales: Belli, Italo, Sorrentino, Ines, Dussoni, Simeone, Milani, Gianluca, Rapetti, Lorenzo, Tirupachuri, Yeshasvi, Valli, Enrico, Vanteddu, Punith Reddy, Maggiali, Marco, Pucci, Daniele
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10181679/
https://www.ncbi.nlm.nih.gov/pubmed/37177708
http://dx.doi.org/10.3390/s23094501
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author Belli, Italo
Sorrentino, Ines
Dussoni, Simeone
Milani, Gianluca
Rapetti, Lorenzo
Tirupachuri, Yeshasvi
Valli, Enrico
Vanteddu, Punith Reddy
Maggiali, Marco
Pucci, Daniele
author_facet Belli, Italo
Sorrentino, Ines
Dussoni, Simeone
Milani, Gianluca
Rapetti, Lorenzo
Tirupachuri, Yeshasvi
Valli, Enrico
Vanteddu, Punith Reddy
Maggiali, Marco
Pucci, Daniele
author_sort Belli, Italo
collection PubMed
description This paper proposes a novel method to reliably calibrate a pair of sensorized insoles utilizing an array of capacitive tactile pixels (taxels). A new calibration setup is introduced that is scalable and suitable for multiple kinds of wearable sensors and a procedure for the simultaneous calibration of each of the sensors in the insoles is presented. The calibration relies on a two-step optimization algorithm that, firstly, enables determination of a relevant set of mathematical models based on the instantaneous measurement of the taxels alone, and, then, expands these models to include the relevant portion of the time history of the system. By comparing the resulting models with our previous work on the same hardware, we demonstrate the effectiveness of the novel method both in terms of increased ability to cope with the non-linear characteristics of the sensors and increased pressure ranges achieved during the experiments performed.
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spelling pubmed-101816792023-05-13 Modeling and Calibration of Pressure-Sensing Insoles via a New Plenum-Based Chamber Belli, Italo Sorrentino, Ines Dussoni, Simeone Milani, Gianluca Rapetti, Lorenzo Tirupachuri, Yeshasvi Valli, Enrico Vanteddu, Punith Reddy Maggiali, Marco Pucci, Daniele Sensors (Basel) Article This paper proposes a novel method to reliably calibrate a pair of sensorized insoles utilizing an array of capacitive tactile pixels (taxels). A new calibration setup is introduced that is scalable and suitable for multiple kinds of wearable sensors and a procedure for the simultaneous calibration of each of the sensors in the insoles is presented. The calibration relies on a two-step optimization algorithm that, firstly, enables determination of a relevant set of mathematical models based on the instantaneous measurement of the taxels alone, and, then, expands these models to include the relevant portion of the time history of the system. By comparing the resulting models with our previous work on the same hardware, we demonstrate the effectiveness of the novel method both in terms of increased ability to cope with the non-linear characteristics of the sensors and increased pressure ranges achieved during the experiments performed. MDPI 2023-05-05 /pmc/articles/PMC10181679/ /pubmed/37177708 http://dx.doi.org/10.3390/s23094501 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Belli, Italo
Sorrentino, Ines
Dussoni, Simeone
Milani, Gianluca
Rapetti, Lorenzo
Tirupachuri, Yeshasvi
Valli, Enrico
Vanteddu, Punith Reddy
Maggiali, Marco
Pucci, Daniele
Modeling and Calibration of Pressure-Sensing Insoles via a New Plenum-Based Chamber
title Modeling and Calibration of Pressure-Sensing Insoles via a New Plenum-Based Chamber
title_full Modeling and Calibration of Pressure-Sensing Insoles via a New Plenum-Based Chamber
title_fullStr Modeling and Calibration of Pressure-Sensing Insoles via a New Plenum-Based Chamber
title_full_unstemmed Modeling and Calibration of Pressure-Sensing Insoles via a New Plenum-Based Chamber
title_short Modeling and Calibration of Pressure-Sensing Insoles via a New Plenum-Based Chamber
title_sort modeling and calibration of pressure-sensing insoles via a new plenum-based chamber
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10181679/
https://www.ncbi.nlm.nih.gov/pubmed/37177708
http://dx.doi.org/10.3390/s23094501
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