Nonlinear dynamics of the patient’s response to drug effect during general anesthesia
Autor(a) principal: | |
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Data de Publicação: | 2014 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10400.22/6923 |
Resumo: | In today’s healthcare paradigm, optimal sedation during anesthesia plays an important role both in patient welfare and in the socio-economic context. For the closed-loop control of general anesthesia, two drugs have proven to have stable, rapid onset times: propofol and remifentanil. These drugs are related to their effect in the bispectral index, a measure of EEG signal. In this paper wavelet time–frequency analysis is used to extract useful information from the clinical signals, since they are time-varying and mark important changes in patient’s response to drug dose. Model based predictive control algorithms are employed to regulate the depth of sedation by manipulating these two drugs. The results of identification from real data and the simulation of the closed loop control performance suggest that the proposed approach can bring an improvement of 9% in overall robustness and may be suitable for clinical practice. |
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Nonlinear dynamics of the patient’s response to drug effect during general anesthesiaBispectral indexDepth of anesthesiaDrug deliveryIdentificationPredictive controlWavelet analysisIn today’s healthcare paradigm, optimal sedation during anesthesia plays an important role both in patient welfare and in the socio-economic context. For the closed-loop control of general anesthesia, two drugs have proven to have stable, rapid onset times: propofol and remifentanil. These drugs are related to their effect in the bispectral index, a measure of EEG signal. In this paper wavelet time–frequency analysis is used to extract useful information from the clinical signals, since they are time-varying and mark important changes in patient’s response to drug dose. Model based predictive control algorithms are employed to regulate the depth of sedation by manipulating these two drugs. The results of identification from real data and the simulation of the closed loop control performance suggest that the proposed approach can bring an improvement of 9% in overall robustness and may be suitable for clinical practice.ElsevierRepositório Científico do Instituto Politécnico do PortoMachado, J. A. TenreiroIonescu, ClaraKeyser, Robin DeDecruyenaere, JohanStruys, Michel M.R.F.2015-11-18T17:26:22Z20142014-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/6923eng10.1016/j.cnsns.2014.05.014info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-13T12:47:13Zoai:recipp.ipp.pt:10400.22/6923Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:27:20.514973Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Nonlinear dynamics of the patient’s response to drug effect during general anesthesia |
title |
Nonlinear dynamics of the patient’s response to drug effect during general anesthesia |
spellingShingle |
Nonlinear dynamics of the patient’s response to drug effect during general anesthesia Machado, J. A. Tenreiro Bispectral index Depth of anesthesia Drug delivery Identification Predictive control Wavelet analysis |
title_short |
Nonlinear dynamics of the patient’s response to drug effect during general anesthesia |
title_full |
Nonlinear dynamics of the patient’s response to drug effect during general anesthesia |
title_fullStr |
Nonlinear dynamics of the patient’s response to drug effect during general anesthesia |
title_full_unstemmed |
Nonlinear dynamics of the patient’s response to drug effect during general anesthesia |
title_sort |
Nonlinear dynamics of the patient’s response to drug effect during general anesthesia |
author |
Machado, J. A. Tenreiro |
author_facet |
Machado, J. A. Tenreiro Ionescu, Clara Keyser, Robin De Decruyenaere, Johan Struys, Michel M.R.F. |
author_role |
author |
author2 |
Ionescu, Clara Keyser, Robin De Decruyenaere, Johan Struys, Michel M.R.F. |
author2_role |
author author author author |
dc.contributor.none.fl_str_mv |
Repositório Científico do Instituto Politécnico do Porto |
dc.contributor.author.fl_str_mv |
Machado, J. A. Tenreiro Ionescu, Clara Keyser, Robin De Decruyenaere, Johan Struys, Michel M.R.F. |
dc.subject.por.fl_str_mv |
Bispectral index Depth of anesthesia Drug delivery Identification Predictive control Wavelet analysis |
topic |
Bispectral index Depth of anesthesia Drug delivery Identification Predictive control Wavelet analysis |
description |
In today’s healthcare paradigm, optimal sedation during anesthesia plays an important role both in patient welfare and in the socio-economic context. For the closed-loop control of general anesthesia, two drugs have proven to have stable, rapid onset times: propofol and remifentanil. These drugs are related to their effect in the bispectral index, a measure of EEG signal. In this paper wavelet time–frequency analysis is used to extract useful information from the clinical signals, since they are time-varying and mark important changes in patient’s response to drug dose. Model based predictive control algorithms are employed to regulate the depth of sedation by manipulating these two drugs. The results of identification from real data and the simulation of the closed loop control performance suggest that the proposed approach can bring an improvement of 9% in overall robustness and may be suitable for clinical practice. |
publishDate |
2014 |
dc.date.none.fl_str_mv |
2014 2014-01-01T00:00:00Z 2015-11-18T17:26:22Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10400.22/6923 |
url |
http://hdl.handle.net/10400.22/6923 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
10.1016/j.cnsns.2014.05.014 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Elsevier |
publisher.none.fl_str_mv |
Elsevier |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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1799131369171845120 |