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Continuous blood pressure monitoring using low-cost motion sensors on AR/VR headsets

Published: 27 June 2022 Publication History

Abstract

The Augmented reality/Virtual reality (AR/VR) industry has ushered in a period of rapid development. The next decade leaves a massive imagination for AR/VR in terms of end product form, software, content, applications, and user increment. The AR & VR technology offers a gazillion of possibilities for smart healthcare. In this poster, we develop an innovative continuous blood pressure (CBP) estimation system leveraging the built-in motion sensors of AR/VR headsets for users. We design a deep learning-based PPG construction scheme using the motion sensor-based cardiac signal and estimate the continuous blood pressure using the regression model. Our experimental results show that our system can continuously estimate both systolic blood pressure (SBP) and diastolic blood pressure (DBP) with a mean error of less than 4 mmHg and 0.9 mmHg respectively within a day.

References

[1]
Ahmad Dagamseh, Qasem Qananwah, Hiam Al Quran, and Khalid Shaker Ibrahim. 2021. Towards a portable-noninvasive blood pressure monitoring system utilizing the photoplethysmogram signal. Biomedical Optics Express 12, 12 (2021), 7732--7751.
[2]
Gerard E Grossman, R John Leigh, Larry A Abel, Douglas J Lanska, and SE Thurston. 1988. Frequency and velocity of rotational head perturbations during locomotion. Experimental brain research 70, 3 (1988), 470--476.
[3]
Gašper Slapničar, Nejc Mlakar, and Mitja Luštrek. 2019. Blood pressure estimation from photoplethysmogram using a spectro-temporal deep neural network. Sensors 19, 15 (2019), 3420.

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  1. Continuous blood pressure monitoring using low-cost motion sensors on AR/VR headsets

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    cover image ACM Conferences
    MobiSys '22: Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services
    June 2022
    668 pages
    ISBN:9781450391856
    DOI:10.1145/3498361
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    New York, NY, United States

    Publication History

    Published: 27 June 2022

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    Author Tags

    1. AR/VR headsets
    2. continuous blood pressure monitoring

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    Overall Acceptance Rate 274 of 1,679 submissions, 16%

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