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

Аннотация

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.

Язык оригинала	Английский
Название основной публикации	International Conference on Atomic and Molecular Pulsed Lasers XII
Издатель	SPIE
Том	9810
ISBN (электронное издание)	9781510600515
DOI	https://doi.org/10.1117/12.2225575
Состояние	Опубликовано - 2015
Опубликовано для внешнего пользования	Да
Событие	International Conference on Atomic and Molecular Pulsed Lasers XII - Tomsk, Российская Федерация Продолжительность: 13 сен 2015 → 18 сен 2015

Конференция

Конференция	International Conference on Atomic and Molecular Pulsed Lasers XII
Страна	Российская Федерация
Город	Tomsk
Период	13.9.15 → 18.9.15

ASJC Scopus subject areas

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

Доступ к документу

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. Том 9810 SPIE, 2015. 98101Z.

Результат исследований: Материалы для книги/типы отчетов › Материалы для конференции

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. в International Conference on Atomic and Molecular Pulsed Lasers XII. том. 9810, 98101Z, SPIE, International Conference on Atomic and Molecular Pulsed Lasers XII, Tomsk, Российская Федерация, 13.9.15. https://doi.org/10.1117/12.2225575

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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.",

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

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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

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