Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS

Cerebral Autoregulation (CA) refers to the capability of the brain to maintain a more or less stable cerebral blood flow (CBF), despite the changes in blood perfusion. Monitoring this mechanism is of vital importance, especially in neonates, in order to prevent damage due to ischemia or hemorrhage....

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Tipo de recurso:
Fecha de publicación:
2013
Institución:
Universidad del Rosario
Repositorio:
Repositorio EdocUR - U. Rosario
Idioma:
eng
OAI Identifier:
oai:repository.urosario.edu.co:10336/28427
Acceso en línea:
https//doi 10.1109/EMBC.2013.6609930
https://repository.urosario.edu.co/handle/10336/28427
Palabra clave:
Monitoring
Coherence
Correlation
Pediatrics
Blood flow
Spectroscopy
Vectors
Rights
License
Restringido (Acceso a grupos específicos)
id EDOCUR2_bb341ed8a64298f70a602f533c52d0fa
oai_identifier_str oai:repository.urosario.edu.co:10336/28427
network_acronym_str EDOCUR2
network_name_str Repositorio EdocUR - U. Rosario
repository_id_str
spelling 1413951260038de6b05-427b-4843-8821-5161b28c7324-194f23f75-02c2-4bdf-be25-b1e6c9a34047-12020-08-28T15:48:10Z2020-08-28T15:48:10Z2013-07-03Cerebral Autoregulation (CA) refers to the capability of the brain to maintain a more or less stable cerebral blood flow (CBF), despite the changes in blood perfusion. Monitoring this mechanism is of vital importance, especially in neonates, in order to prevent damage due to ischemia or hemorrhage. In clinical practice near-infrared spectroscopy (NIRS) measurements are used as a surrogate measurement for CBF. However, NIRS signals are highly dependent on the variations in arterial oxygen saturation (SaO 2 ). Therefore, only segments with relatively constant SaO 2 are used for CA assessment; which limits the possibilities of the use of NIRS for online monitoring. In this paper we propose the use of subspace projections to subtract the influence of SaO 2 from NIRS measurements. Since this approach will be used in an online monitoring system, this preprocessing is carried out in a window-by-window framework. However, the use of subspace projections in consecutive segments produces discontinuities; we propose a methodology to reduce these effects. Obtained results indicate that the proposed method reduces the effect of discontinuities between consecutive segments. In addition, this methodology is able to subtract the influence of SaO 2 from NIRS measurements. This approach facilitates the introduction of NIRS for online CA assessment.application/pdfhttps//doi 10.1109/EMBC.2013.6609930ISSN: 1558-4615EISSN: 1094-687Xhttps://repository.urosario.edu.co/handle/10336/28427engEngineering in Medicine and Biology SocietyIEEE Engineering in Medicine and Biology SocietyIEEE Engineering in Medicine and Biology Society, ISSN: 1558-4615; EISSN: 1094-687X (2013)https://ieeexplore.ieee.org/abstract/document/6609930Restringido (Acceso a grupos específicos)http://purl.org/coar/access_right/c_16ecIEEE Engineering in Medicine and Biology Societyinstname:Universidad del Rosarioreponame:Repositorio Institucional EdocURMonitoringCoherenceCorrelationPediatricsBlood flowSpectroscopyVectorsPreprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRSPreprocesamiento mediante proyecciones subespaciales para la evaluación continua de la autorregulación cerebral mediante NIRSarticleArtículohttp://purl.org/coar/version/c_970fb48d4fbd8a85http://purl.org/coar/resource_type/c_6501Caicedo Dorado, AlexanderNaulaers, GVan Huffel10336/28427oai:repository.urosario.edu.co:10336/284272021-06-03 00:49:48.089https://repository.urosario.edu.coRepositorio institucional EdocURedocur@urosario.edu.co
dc.title.spa.fl_str_mv Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS
dc.title.TranslatedTitle.spa.fl_str_mv Preprocesamiento mediante proyecciones subespaciales para la evaluación continua de la autorregulación cerebral mediante NIRS
title Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS
spellingShingle Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS
Monitoring
Coherence
Correlation
Pediatrics
Blood flow
Spectroscopy
Vectors
title_short Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS
title_full Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS
title_fullStr Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS
title_full_unstemmed Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS
title_sort Preprocessing by means of subspace projections for continuous cerebral autoregulation assessment using NIRS
dc.subject.keyword.spa.fl_str_mv Monitoring
Coherence
Correlation
Pediatrics
Blood flow
Spectroscopy
Vectors
topic Monitoring
Coherence
Correlation
Pediatrics
Blood flow
Spectroscopy
Vectors
description Cerebral Autoregulation (CA) refers to the capability of the brain to maintain a more or less stable cerebral blood flow (CBF), despite the changes in blood perfusion. Monitoring this mechanism is of vital importance, especially in neonates, in order to prevent damage due to ischemia or hemorrhage. In clinical practice near-infrared spectroscopy (NIRS) measurements are used as a surrogate measurement for CBF. However, NIRS signals are highly dependent on the variations in arterial oxygen saturation (SaO 2 ). Therefore, only segments with relatively constant SaO 2 are used for CA assessment; which limits the possibilities of the use of NIRS for online monitoring. In this paper we propose the use of subspace projections to subtract the influence of SaO 2 from NIRS measurements. Since this approach will be used in an online monitoring system, this preprocessing is carried out in a window-by-window framework. However, the use of subspace projections in consecutive segments produces discontinuities; we propose a methodology to reduce these effects. Obtained results indicate that the proposed method reduces the effect of discontinuities between consecutive segments. In addition, this methodology is able to subtract the influence of SaO 2 from NIRS measurements. This approach facilitates the introduction of NIRS for online CA assessment.
publishDate 2013
dc.date.created.spa.fl_str_mv 2013-07-03
dc.date.accessioned.none.fl_str_mv 2020-08-28T15:48:10Z
dc.date.available.none.fl_str_mv 2020-08-28T15:48:10Z
dc.type.eng.fl_str_mv article
dc.type.coarversion.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.coar.fl_str_mv http://purl.org/coar/resource_type/c_6501
dc.type.spa.spa.fl_str_mv Artículo
dc.identifier.doi.none.fl_str_mv https//doi 10.1109/EMBC.2013.6609930
dc.identifier.issn.none.fl_str_mv ISSN: 1558-4615
EISSN: 1094-687X
dc.identifier.uri.none.fl_str_mv https://repository.urosario.edu.co/handle/10336/28427
url https//doi 10.1109/EMBC.2013.6609930
https://repository.urosario.edu.co/handle/10336/28427
identifier_str_mv ISSN: 1558-4615
EISSN: 1094-687X
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.citationTitle.none.fl_str_mv IEEE Engineering in Medicine and Biology Society
dc.relation.ispartof.spa.fl_str_mv IEEE Engineering in Medicine and Biology Society, ISSN: 1558-4615; EISSN: 1094-687X (2013)
dc.relation.uri.spa.fl_str_mv https://ieeexplore.ieee.org/abstract/document/6609930
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_16ec
dc.rights.acceso.spa.fl_str_mv Restringido (Acceso a grupos específicos)
rights_invalid_str_mv Restringido (Acceso a grupos específicos)
http://purl.org/coar/access_right/c_16ec
dc.format.mimetype.none.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Engineering in Medicine and Biology Society
dc.source.spa.fl_str_mv IEEE Engineering in Medicine and Biology Society
institution Universidad del Rosario
dc.source.instname.none.fl_str_mv instname:Universidad del Rosario
dc.source.reponame.none.fl_str_mv reponame:Repositorio Institucional EdocUR
repository.name.fl_str_mv Repositorio institucional EdocUR
repository.mail.fl_str_mv edocur@urosario.edu.co
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