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 | |
| 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 |
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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
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
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TY - GEN
T1 - Determination of component concentrations in models of exhaled air samples using principal component analysis and canonical correlation analysis
AU - Kistenev, Yu V.
AU - Borisov, A. V.
AU - Shapovalov, A. V.
PY - 2015
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
UR - http://www.scopus.com/inward/record.url?scp=84958019956&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84958019956&partnerID=8YFLogxK
U2 - 10.1117/12.2225575
DO - 10.1117/12.2225575
M3 - Conference contribution
VL - 9810
BT - International Conference on Atomic and Molecular Pulsed Lasers XII
PB - SPIE
ER -