Abstract

Traditional pedobarography methods use direct force sensor placement in the shoe insole to record pressure patterns. One problem with such methods is that they tap only a few points on the flat sole under the foot and, therefore, do not account for the total ground reaction force. As a result, body weight tends to be under-estimated. This disadvantage has made it more difficult for pedobarography to be used to monitor many diseases, especially when their symptoms include body weight changes. In this paper, the problem of pedobarographic body weight measurement is addressed using a novel ergonomic shoe-integrated sensor array architecture based on concentrating the applied force via three-layered structures that we call Sandwiched Sensor Force Consolidators (SSFC). A shoe prototype is designed with the proposed sensors and shown to accurately measure body weight with an achievable relative accuracy greater than 99%, even in the presence of motion. The achieved relative accuracy is at least 4X better than the existing state of the art. The SSFC shoe prototype is built using readily available soccer shoes and piezoresistive FlexiForce sensors. To improve the wearability and comfort of the instrumented shoe, a semi-computational sensor design methodology is developed based on an equivalent-area concept that can accurately account for SSFC’s with arbitrary shapes. The search space of the optimal SSFC design is shown to be combinatorial, and a high-performance computing (HPC) framework based on OpenMP parallel programming is proposed to accelerate the design optimization process. An optimal sensor design speedup of up to 22X is shown to be achievable using the HPC implementation.

Highlights

  • Pedobarography is the art of measuring and analyzing pressure forces exercised by the foot on the ground during the walk cycle

  • The analysis of the measured waveforms shows that the problem of partial force collection that results from the force spreading is eliminated, and the measurements are very close to the applied ground reaction force (GRF)

  • The achieved weight estimation accuracy is higher than 99%

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Summary

Introduction

Pedobarography is the art of measuring and analyzing pressure forces exercised by the foot on the ground during the walk cycle. Wearable pedobarography is a highly promising research area whose results are expected to impact a range of healthcare applications such as gait biometrics, activity monitoring, weight estimation, prosthetics, physical therapy, Parkinson’s disease, neuro-motor disorders, obesity control, and sports medicine. For instance in its self-management plan for heart failure, the American Heart Association considers a sudden weight gain of more than 2–3 lbs in a 24-h period (or 5 lbs in a week) a medical alert in the call-your-physician-or-call-911 category [1]. Such recommendation is supported by medical studies

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