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Optimal algorithms for improving pressure-sensitive mat centre of pressure measurements

Optimal algorithms for improving pressure-sensitive mat centre of pressure measurements
Optimal algorithms for improving pressure-sensitive mat centre of pressure measurements
The accurate measurement of human balance is required in numerous analysis and training applications. Force plates are frequently used but are too costly to be suitable for home-based systems such as balance training. A growing body of research and commercial products use Pressure-Sensitive Mats (PSMs) for balance measurement. Low-cost PSMs are constructed with a piezoresistive material and use copper tracks as conductors. However, these lack accuracy, as they often have a low resolution and suffer from noise, non-repeatable effects, and crosstalk. This paper proposes novel algorithms that enable the Centre of Pressure (CoP) to be computed using low-cost PSM designs with significantly higher accuracy than is currently achievable. A mathematical model of a general low-cost PSM was developed and used to select the design of the PSM (track width and placement) that maximises CoP accuracy. These yield new optimal PSM geometries that decrease the mean absolute CoP error from 17.37% to 5.47% for an 8 × 8 sensor layout. Then, knowledge of the footprint was used to further optimise accuracy, showing a decrease in absolute error from 17.37% to 3.93% for an 8 × 8 sensor layout. A third algorithm was derived using models of human movement to further reduce measurement error.
centre of pressure, optimisation, piezoresistive, pressure sensitive mat
1424-8220
Bincalar, Alexander Dawid
83db8900-eb92-4261-9d57-dab3a1657705
Freeman, Chris
ccdd1272-cdc7-43fb-a1bb-b1ef0bdf5815
schraefel, m.c.
ac304659-1692-47f6-b892-15113b8c929f
Bincalar, Alexander Dawid
83db8900-eb92-4261-9d57-dab3a1657705
Freeman, Chris
ccdd1272-cdc7-43fb-a1bb-b1ef0bdf5815
schraefel, m.c.
ac304659-1692-47f6-b892-15113b8c929f

Bincalar, Alexander Dawid, Freeman, Chris and schraefel, m.c. (2025) Optimal algorithms for improving pressure-sensitive mat centre of pressure measurements. Sensors, 25 (5), [1283]. (doi:10.3390/s25051283).

Record type: Article

Abstract

The accurate measurement of human balance is required in numerous analysis and training applications. Force plates are frequently used but are too costly to be suitable for home-based systems such as balance training. A growing body of research and commercial products use Pressure-Sensitive Mats (PSMs) for balance measurement. Low-cost PSMs are constructed with a piezoresistive material and use copper tracks as conductors. However, these lack accuracy, as they often have a low resolution and suffer from noise, non-repeatable effects, and crosstalk. This paper proposes novel algorithms that enable the Centre of Pressure (CoP) to be computed using low-cost PSM designs with significantly higher accuracy than is currently achievable. A mathematical model of a general low-cost PSM was developed and used to select the design of the PSM (track width and placement) that maximises CoP accuracy. These yield new optimal PSM geometries that decrease the mean absolute CoP error from 17.37% to 5.47% for an 8 × 8 sensor layout. Then, knowledge of the footprint was used to further optimise accuracy, showing a decrease in absolute error from 17.37% to 3.93% for an 8 × 8 sensor layout. A third algorithm was derived using models of human movement to further reduce measurement error.

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Submitted date: 13 December 2024
Accepted/In Press date: 17 February 2025
Published date: 20 February 2025
Keywords: centre of pressure, optimisation, piezoresistive, pressure sensitive mat

Identifiers

Local EPrints ID: 499548
URI: http://eprints.soton.ac.uk/id/eprint/499548
ISSN: 1424-8220
PURE UUID: 2f575ff9-aec2-4f6b-8021-855d09e8d688
ORCID for Chris Freeman: ORCID iD orcid.org/0000-0003-0305-9246
ORCID for m.c. schraefel: ORCID iD orcid.org/0000-0002-9061-7957

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Date deposited: 25 Mar 2025 18:09
Last modified: 26 Mar 2025 02:39

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Contributors

Author: Alexander Dawid Bincalar
Author: Chris Freeman ORCID iD
Author: m.c. schraefel ORCID iD

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