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Contactless Respiration Variability Detection and Accuracy Test Using UWB Radar

  • Muhammad Farooq
  • , Hira Hameed
  • , Ahmad Taha
  • , Muhammad Imran
  • , Qammer H. Abbasi
  • , Hassan Tahir Abbas
  • University of Glasgow

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Scopus citations

Abstract

This paper investigates the potential of radar technology for precise and non-intrusive detection of respiration rate variability. UWB radar, with its ultra-short pulses and extensive bandwidth, offers significant advantages in capturing subtle chest wall movements associated with respiration. It possesses the unique ability to penetrate clothing and physical barriers, making it an excellent candidate for remote physiological monitoring. This ultra-wideband radar system ensures the extraction of accurate respiration waveforms, and deep learning models, including VGG16, Inception V3, and ResNet50, are employed to evaluate respiration rate variability. Remarkably, VGG16 attains outstanding accuracy in results. This study advances the field of radar-based respiration monitoring, emphasizing the importance of robust signal processing and deep learning techniques. It showcases the potential of UWB radar for non-contact respiration monitoring, with applications spanning healthcare and in-home environments, promising to revolutionize the assessment of well-being and health.

Original languageEnglish
Title of host publication18th European Conference on Antennas and Propagation, EuCAP 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9788831299091
DOIs
StatePublished - 2024
Externally publishedYes
Event18th European Conference on Antennas and Propagation, EuCAP 2024 - Glasgow, United Kingdom
Duration: 17 Mar 202422 Mar 2024

Publication series

Name18th European Conference on Antennas and Propagation, EuCAP 2024

Conference

Conference18th European Conference on Antennas and Propagation, EuCAP 2024
Country/TerritoryUnited Kingdom
CityGlasgow
Period17/03/2422/03/24

Keywords

  • contactless sensing
  • deep learning
  • respiration rate detection
  • ultra-wideband radar
  • vitals detection

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