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

dc.contributor.authorIonescu, Clara M.
dc.contributor.authorMachado, J. A. Tenreiro
dc.contributor.authorDe Keyser, Robin
dc.contributor.authorDecruyenaere, Johan
dc.contributor.authorStruys, Michel M.R.F.
dc.date.accessioned2015-01-27T12:48:29Z
dc.date.available2015-01-27T12:48:29Z
dc.date.issued2015
dc.description.abstractIn 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.por
dc.identifier.doi10.1016/j.cnsns.2014.05.014
dc.identifier.issn1007-5704
dc.identifier.urihttp://hdl.handle.net/10400.22/5487
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherElsevierpor
dc.relation.ispartofseriesCommunications in Nonlinear Science and Numerical Simulation;Vol. 20, Issue 3
dc.relation.publisherversionhttp://www.sciencedirect.com/science/article/pii/S1007570414002202por
dc.subjectBispectral indexpor
dc.subjectDepth of anesthesiapor
dc.subjectDrug deliverypor
dc.subjectIdentificationpor
dc.subjectPredictive controlpor
dc.subjectWavelet analysispor
dc.titleNonlinear dynamics of the patient’s response to drug effect during general anesthesiapor
dc.typejournal article
dspace.entity.typePublication
oaire.citation.endPage926por
oaire.citation.startPage914por
oaire.citation.titleCommunications in Nonlinear Science and Numerical Simulationpor
person.familyNameTenreiro Machado
person.givenNameJ. A.
person.identifier.ciencia-id7A18-4935-5B29
person.identifier.orcid0000-0003-4274-4879
person.identifier.ridM-2173-2013
person.identifier.scopus-author-id55989030100
rcaap.rightsclosedAccesspor
rcaap.typearticlepor
relation.isAuthorOfPublication82cd5c17-07b6-492b-b3e3-ecebdad1254f
relation.isAuthorOfPublication.latestForDiscovery82cd5c17-07b6-492b-b3e3-ecebdad1254f

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