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

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 language	English
Title of host publication	International Conference on Atomic and Molecular Pulsed Lasers XII
Publisher	SPIE
Volume	9810
ISBN (Electronic)	9781510600515
DOIs	https://doi.org/10.1117/12.2225575
Publication status	Published - 2015
Externally published	Yes
Event	International Conference on Atomic and Molecular Pulsed Lasers XII - Tomsk, Russian Federation Duration: 13 Sep 2015 → 18 Sep 2015

Conference

Conference	International Conference on Atomic and Molecular Pulsed Lasers XII
Country	Russian Federation
City	Tomsk
Period	13.9.15 → 18.9.15

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

Access to Document

10.1117/12.2225575

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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 proceeding › Conference 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

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keywords = "Canonical Correlation Analysis, Exhaled air, Principal Component Analysis, pulmonary diseases",

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AU - Borisov, A. V.

AU - Shapovalov, A. V.

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Y1 - 2015

N2 - 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.

AB - 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.

KW - Canonical Correlation Analysis

KW - Exhaled air

KW - Principal Component Analysis

KW - pulmonary diseases

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