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DOI: 10.14569/IJACSA.2023.01409106
PDF

Non-contact Respiratory Rate Monitoring Based on the Principal Component Analysis

Author 1: Hoda El Boussaki
Author 2: Rachid Latif
Author 3: Amine Saddik
Author 4: Zakaria El Khadiri
Author 5: Hicham El Boujaoui

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 14 Issue 9, 2023.

  • Abstract and Keywords
  • How to Cite this Article
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Abstract: Assessing respiratory rate is a critical determinant of one’s health status. The proposed approach relies on principal component analysis (PCA) for the continuous monitoring of breathing rate using an RGB camera. This method employs re-mote plethysmography, a video-based technique enabling contact-less tracking of blood volume fluctuations by detecting variations in pixel intensity on the skin. These pixels encompass the red, blue, and green channels, whose values, post-PCA dimensionality reduction, encode the signal containing vital information about the breathing rate. To assess the method’s performance, it was tested on a group of seven volunteers, including individuals of both genders. The results reveal a Mean Absolute Deviation of 0.714 BPM and a Root Mean Square Error of 2.035 BPM when comparing the experimental measurements to the actual readings.

Keywords: RGB; breathing rate; non-contact; principal component analysis; plethysmography

Hoda El Boussaki, Rachid Latif, Amine Saddik, Zakaria El Khadiri and Hicham El Boujaoui, “Non-contact Respiratory Rate Monitoring Based on the Principal Component Analysis” International Journal of Advanced Computer Science and Applications(IJACSA), 14(9), 2023. http://dx.doi.org/10.14569/IJACSA.2023.01409106

@article{Boussaki2023,
title = {Non-contact Respiratory Rate Monitoring Based on the Principal Component Analysis},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2023.01409106},
url = {http://dx.doi.org/10.14569/IJACSA.2023.01409106},
year = {2023},
publisher = {The Science and Information Organization},
volume = {14},
number = {9},
author = {Hoda El Boussaki and Rachid Latif and Amine Saddik and Zakaria El Khadiri and Hicham El Boujaoui}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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