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Influence of gravitational offset removal on heart beat detection performance from android smartphone seismocardiograms

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Citations (Scopus)

Abstract

Seismocardiography (SCG) is a non-invasive method of analyzing and recording cardiovascular vibrations on the chest wall. Mobile devices offer the possibility to monitor cardiac activity. Accelerometers used in such analysis register gravitational offset because the effects of gravity on an object are indistinguishable from acceleration. Our aim is to investigate the influence of gravitational offset removal on heart beat detection from smartphone seismocardiograms. We registered SCG signals from two subjects (male and female) in supine position before and after enabling gravitational offset removal to analyze its influence on beat detection algorithm performance. Our algorithm consists of signal preprocessing, calculating analytical envelope and RMS envelope and peak finding. The influence of gravitational offset on heart beat detection is insignificant due to band-pass filtration. Offset removal slightly increased PPV for male subject and sensitivity for female subject. We observed beat detection quality improvement when using RMS envelope. The best performance was achieved using RMS envelope on signal from male subject. This study proves insignificant influence of gravitational offset on our heart beat detection algorithm. Very high performance on analyzed signals (Se = 0.990, PPV = 0.948 for all beats, Se = 1.000, PPV = 0.962 for the best case) encourages studies on another SCG data sets or experiment set-ups.

Original languageEnglish
Title of host publicationInformation Technology in Biomedicine - Proceedings 6th International Conference, ITIB’2018
EditorsEwa Pietka, Pawel Badura, Jacek Kawa, Wojciech Wieclawek
PublisherSpringer Verlag
Pages337-344
Number of pages8
ISBN (Print)9783319912103
DOIs
Publication statusPublished - 2019
Event6th International Conference on Information Technology in Biomedicine, ITIB 2018 - Kamien Slaski, Poland
Duration: 18 Jun 2018 → 20 Jun 2018

Publication series

NameAdvances in Intelligent Systems and Computing
Volume762
ISSN (Print)2194-5357

Conference

Conference6th International Conference on Information Technology in Biomedicine, ITIB 2018
Country/TerritoryPoland
CityKamien Slaski
Period18/06/18 → 20/06/18

Keywords

  • Gravitational offset
  • Heart beat dectection
  • Seismocardiography
  • Smartphone

ASJC Scopus subject areas

  • Control and Systems Engineering
  • General Computer Science

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