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

Author:

Belli Italo1ORCID,Sorrentino Ines12ORCID,Dussoni Simeone3ORCID,Milani Gianluca1ORCID,Rapetti Lorenzo12ORCID,Tirupachuri Yeshasvi1ORCID,Valli Enrico1ORCID,Vanteddu Punith Reddy1ORCID,Maggiali Marco3ORCID,Pucci Daniele1ORCID

Affiliation:

1. Artificial and Mechanical Intelligence Research Line, Istituto Italiano di Tecnologia (IIT), Center for Robotics and Intelligent Systems, 16163 Genova, Italy

2. Machine Learning and Optimisation, The University of Manchester, Manchester M13 9PL, UK

3. iCub Tech Facility, Italiano di Tecnologia (IIT), Center for Robotics and Intelligent Systems, 16163 Genova, Italy

Abstract

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.

Funder

European Union’s Horizon 2020

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

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