Determination of component concentrations in models of exhaled air samples using principal component analysis and canonical correlation analysis

Yu V. Kistenev, A. V. Borisov, A. V. Shapovalov

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

We consider the problem of finding concentrations of molecular gases in the models of exhaled air samples in terms of their absorption spectra. We introduce model spectra describing the exhaled air samples as linear combinations of the absorption spectra of individual molecular gases with given coefficients. The absorption spectra are calculated on the basis of the database HITRAN. The concentrations are determined using Principal Component Analysis and Canonical Correlation Analysis.

Original languageEnglish
Title of host publicationInternational Conference on Atomic and Molecular Pulsed Lasers XII
PublisherSPIE
Volume9810
ISBN (Electronic)9781510600515
DOIs
Publication statusPublished - 2015
Externally publishedYes
EventInternational Conference on Atomic and Molecular Pulsed Lasers XII - Tomsk, Russian Federation
Duration: 13 Sep 201518 Sep 2015

Conference

ConferenceInternational Conference on Atomic and Molecular Pulsed Lasers XII
CountryRussian Federation
CityTomsk
Period13.9.1518.9.15

Fingerprint

Canonical Correlation Analysis
Absorption Spectra
principal components analysis
Principal component analysis
Principal Component Analysis
Absorption spectra
molecular gases
absorption spectra
air
Air
Gases
Linear Combination
Model
Coefficient
coefficients
Gas

Keywords

  • Canonical Correlation Analysis
  • Exhaled air
  • Principal Component Analysis
  • pulmonary diseases

ASJC Scopus subject areas

  • Applied Mathematics
  • Computer Science Applications
  • Electrical and Electronic Engineering
  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics

Cite this

Kistenev, Y. V., Borisov, A. V., & Shapovalov, A. V. (2015). Determination of component concentrations in models of exhaled air samples using principal component analysis and canonical correlation analysis. In International Conference on Atomic and Molecular Pulsed Lasers XII (Vol. 9810). [98101Z] SPIE. https://doi.org/10.1117/12.2225575

Determination of component concentrations in models of exhaled air samples using principal component analysis and canonical correlation analysis. / Kistenev, Yu V.; Borisov, A. V.; Shapovalov, A. V.

International Conference on Atomic and Molecular Pulsed Lasers XII. Vol. 9810 SPIE, 2015. 98101Z.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Kistenev, YV, Borisov, AV & Shapovalov, AV 2015, Determination of component concentrations in models of exhaled air samples using principal component analysis and canonical correlation analysis. in International Conference on Atomic and Molecular Pulsed Lasers XII. vol. 9810, 98101Z, SPIE, International Conference on Atomic and Molecular Pulsed Lasers XII, Tomsk, Russian Federation, 13.9.15. https://doi.org/10.1117/12.2225575
Kistenev, Yu V. ; Borisov, A. V. ; Shapovalov, A. V. / Determination of component concentrations in models of exhaled air samples using principal component analysis and canonical correlation analysis. International Conference on Atomic and Molecular Pulsed Lasers XII. Vol. 9810 SPIE, 2015.
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