Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy
The separation of overlapping absorption spectra in the context of multichannel time-resolved absorption spectroscopy and chemical kinetics is a particular case in the general problem of splitting the observed data into several linear components. Here, principal and independent components analysis a...
| Autores: | , , , |
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| Tipo de recurso: | artículo |
| Estado: | Versión aceptada para publicación |
| Fecha de publicación: | 2004 |
| País: | España |
| Institución: | Consejo Superior de Investigaciones Científicas (CSIC) |
| Repositorio: | DIGITAL.CSIC. Repositorio Institucional del CSIC |
| OAI Identifier: | oai:digital.csic.es:10261/343459 |
| Acceso en línea: | http://hdl.handle.net/10261/343459 |
| Access Level: | acceso abierto |
| Palabra clave: | Multichannel time-resolved absorption spectroscopy Chemistry of ozone and iodine Overlapping molecular spectra Principal components analysis Independent components analysis |
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Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopyGómez Martín, Juan CarlosSpietz, PeterOrphal, JohannesBurrows, John P.Multichannel time-resolved absorption spectroscopyChemistry of ozone and iodineOverlapping molecular spectraPrincipal components analysisIndependent components analysisThe separation of overlapping absorption spectra in the context of multichannel time-resolved absorption spectroscopy and chemical kinetics is a particular case in the general problem of splitting the observed data into several linear components. Here, principal and independent components analysis are applied to kinetic data of iodine-ozone chemistry, which contains overlapping spectra of different absorbers. The objective of this work is to demonstrate a method which in spite of this overlap is able to extract separated time traces of such absorbers. These time traces are clearly a pre-requisite for any further accurate quantitative analysis. The statistical properties of data recordings obtained from flash photolysis of I-2 and O-3 have been studied to check if the requirements of the model are fulfilled. Results of separation in appropriate spectral windows displaying overlapped vibrational features are presented. Validation is made using prior information and conventional techniques. (C) 2003 Elsevier B.V. All rights reserved.This work was partially founded by the German Space Agency (contract 50EP9207 ‘SCHIAMACHY’ and project LVA 01/003), the European Union (contract EVK2-CT2001-00104 ‘THALOZ’) and the University and the State of Bremen.Peer reviewedElsevierGerman Centre for Air and Space TravelEuropean CommissionUniversity of Bremen202420242004info:eu-repo/semantics/articlehttp://purl.org/coar/resource_type/c_6501Postprintinfo:eu-repo/semantics/acceptedVersionhttp://hdl.handle.net/10261/343459reponame:DIGITAL.CSIC. Repositorio Institucional del CSICinstname:Consejo Superior de Investigaciones Científicas (CSIC)Ingléshttp://dx.doi.org/10.1016/j.saa.2004.01.004Noinfo:eu-repo/semantics/openAccessoai:digital.csic.es:10261/3434592026-05-22T06:33:51Z |
| dc.title.none.fl_str_mv |
Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy |
| title |
Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy |
| spellingShingle |
Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy Gómez Martín, Juan Carlos Multichannel time-resolved absorption spectroscopy Chemistry of ozone and iodine Overlapping molecular spectra Principal components analysis Independent components analysis |
| title_short |
Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy |
| title_full |
Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy |
| title_fullStr |
Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy |
| title_full_unstemmed |
Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy |
| title_sort |
Principal and independent components analysis of overlapping spectra in the context of multichannel time-resolved absorption spectroscopy |
| dc.creator.none.fl_str_mv |
Gómez Martín, Juan Carlos Spietz, Peter Orphal, Johannes Burrows, John P. |
| author |
Gómez Martín, Juan Carlos |
| author_facet |
Gómez Martín, Juan Carlos Spietz, Peter Orphal, Johannes Burrows, John P. |
| author_role |
author |
| author2 |
Spietz, Peter Orphal, Johannes Burrows, John P. |
| author2_role |
author author author |
| dc.contributor.none.fl_str_mv |
German Centre for Air and Space Travel European Commission University of Bremen |
| dc.subject.none.fl_str_mv |
Multichannel time-resolved absorption spectroscopy Chemistry of ozone and iodine Overlapping molecular spectra Principal components analysis Independent components analysis |
| topic |
Multichannel time-resolved absorption spectroscopy Chemistry of ozone and iodine Overlapping molecular spectra Principal components analysis Independent components analysis |
| description |
The separation of overlapping absorption spectra in the context of multichannel time-resolved absorption spectroscopy and chemical kinetics is a particular case in the general problem of splitting the observed data into several linear components. Here, principal and independent components analysis are applied to kinetic data of iodine-ozone chemistry, which contains overlapping spectra of different absorbers. The objective of this work is to demonstrate a method which in spite of this overlap is able to extract separated time traces of such absorbers. These time traces are clearly a pre-requisite for any further accurate quantitative analysis. The statistical properties of data recordings obtained from flash photolysis of I-2 and O-3 have been studied to check if the requirements of the model are fulfilled. Results of separation in appropriate spectral windows displaying overlapped vibrational features are presented. Validation is made using prior information and conventional techniques. (C) 2003 Elsevier B.V. All rights reserved. |
| publishDate |
2004 |
| dc.date.none.fl_str_mv |
2004 2024 2024 |
| dc.type.none.fl_str_mv |
info:eu-repo/semantics/article http://purl.org/coar/resource_type/c_6501 Postprint info:eu-repo/semantics/acceptedVersion |
| format |
article |
| status_str |
acceptedVersion |
| dc.identifier.none.fl_str_mv |
http://hdl.handle.net/10261/343459 |
| url |
http://hdl.handle.net/10261/343459 |
| dc.language.none.fl_str_mv |
Inglés |
| language_invalid_str_mv |
Inglés |
| dc.relation.none.fl_str_mv |
http://dx.doi.org/10.1016/j.saa.2004.01.004 No |
| dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess |
| eu_rights_str_mv |
openAccess |
| dc.publisher.none.fl_str_mv |
Elsevier |
| publisher.none.fl_str_mv |
Elsevier |
| dc.source.none.fl_str_mv |
reponame:DIGITAL.CSIC. Repositorio Institucional del CSIC instname:Consejo Superior de Investigaciones Científicas (CSIC) |
| instname_str |
Consejo Superior de Investigaciones Científicas (CSIC) |
| reponame_str |
DIGITAL.CSIC. Repositorio Institucional del CSIC |
| collection |
DIGITAL.CSIC. Repositorio Institucional del CSIC |
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1869417358741733376 |
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15.811543 |