Nonlinear dynamics of the patient’s response to drug effect during general anesthesia

Detalhes bibliográficos
Autor(a) principal: Machado, J. A. Tenreiro
Data de Publicação: 2014
Outros Autores: Ionescu, Clara, Keyser, Robin De, Decruyenaere, Johan, Struys, Michel M.R.F.
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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spelling 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
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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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