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Optics and Spectroscopy, 2024 Volume 132, Issue 11, Pages 1157–1159 (Mi os1495)

International Physics Conference.St. Petersburg, October 21-25, 2024, St. Petersburg
Precision optical measurements and metrology

Application of multidimensional statistical analysis methods in optical biomedical diagnostics

M. S. Mazinga, M. Yu. Zanevskayaab, A. Yu. Zaitcevaa

a Institute for Analytical Instrumentation, Russian Academy of Sciences, St. Petersburg, Russia
b St. Petersburg State Academy of Aerospace Equipment Construction, St. Petersburg, Russia

Abstract: A new methodological approach has been developed for constructing multifunctional biomedical diagnostic devices for assessing the critical state of the human body, the state of shock. A wearable hardware-software complex for medical monitoring of the functional state of the human cardiovascular system based on optical-electronic sensors and analysis of the resulting multidimensional array of heterogeneous physiological data using methods of multidimensional statistical analysis and machine learning was investigated. The relationships between the spectral response of biological tissues and the functional state of a person, in particular the state of shock, are mathematically substantiated.

Keywords: spectrophotometry, optical biomedical diagnostics, multivariate statistical analysis, principal component method.

Received: 03.05.2024
Revised: 06.06.2024
Accepted: 30.10.2024

DOI: 10.61011/OS.2024.11.59504.6614-24



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