Repository logo
 
Publication

Fuzzy logic model to describe anesthetic effect and muscular influence on EEG Cerebral State Index

2013Journal article Restricted access
Simple item page
dc.contributor.authorBrás, S.
dc.contributor.authorGouveia, S.
dc.contributor.authorRibeiro, L.
dc.contributor.authorFerreira, David A.
dc.contributor.authorAntunes, L.
dc.contributor.authorNunes, Catarina S.
dc.date.accessioned2023-05-25T15:11:23Z
dc.date.available2023-05-25T15:11:23Z
dc.date.issued2013
dc.description.abstractThe well-known Cerebral State Index (CSI) quantifies depth of anesthesia and is traditionally modeled with Hill equation and propofol effect-site concentration (Ce). This work brings out two novelties: introduction of electromyogram (EMG) and use of fuzzy logic models with ANFIS optimized parameters. The data were collected from dogs (n = 27) during routine surgery considering two propofol administration protocols: constant infusion (G1, n = 14) and bolus (G2, n = 13). The median modeling error of the fuzzy logic model with Ce and EMG was lower or similar than that of the Hill with Ce (p = 0.012-G1, p = 0.522-G2). Furthermore, there was no significant performance impact due to model structure alteration (p = 0.288-G1, p = 0.330-G2) and EMG introduction increased or maintained the performance (p = 0.036-G1, p = 0.798-G2). Therefore, the new model can achieve higher performance than Hill model, mostly due to EMG information and not due to changes in the model structure. In conclusion, the fuzzy models adequately describe CSI data with advantages over traditional Hill models.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationBrás, S., S. Gouveia, L. Ribeiro, D.A. Ferreira, L. Antunes, and C.S. Nunes (2013) "Fuzzy logic model to describe anesthetic effect and muscular influence on EEG Cerebral State Index," Research in Veterinary Science, 94(3):735–742.pt_PT
dc.identifier.doi10.1016/j.rvsc.2012.12.008pt_PT
dc.identifier.issn0034-5288
dc.identifier.urihttp://hdl.handle.net/10400.2/13855
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherElsevierpt_PT
dc.relationStrategic Project - UI 127 - 2011-2012
dc.relationStrategic Project - UI 144 - 2011-2012
dc.relationAUTOMAÇÃO EM ANESTESIA VETERINÁRIA: MODELAÇÃO E CONTROLO / AUTOMATION IN VETERINARY ANAESTHESIA: MODELLING AND CONTROL
dc.subjectDepth of anesthesiapt_PT
dc.subjectCSIpt_PT
dc.subjectEMGpt_PT
dc.subjectDogpt_PT
dc.subjectFuzzy logic modelpt_PT
dc.subjectHill equationpt_PT
dc.titleFuzzy logic model to describe anesthetic effect and muscular influence on EEG Cerebral State Indexpt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.awardTitleStrategic Project - UI 127 - 2011-2012
oaire.awardTitleStrategic Project - UI 144 - 2011-2012
oaire.awardTitleAUTOMAÇÃO EM ANESTESIA VETERINÁRIA: MODELAÇÃO E CONTROLO / AUTOMATION IN VETERINARY ANAESTHESIA: MODELLING AND CONTROL
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6820 - DCRRNI ID/PEst-C%2FEEI%2FUI0127%2F2011/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6820 - DCRRNI ID/PEst-C%2FMAT%2FUI0144%2F2011/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/FARH/SFRH%2FBD%2F29864%2F2006/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/3599-PPCDT/CMU-PT%2FCPS%2F0046%2F2008/PT
oaire.citation.endPage742pt_PT
oaire.citation.issue3pt_PT
oaire.citation.startPage735pt_PT
oaire.citation.titleResearch in Veterinary Sciencept_PT
oaire.citation.volume94pt_PT
oaire.fundingStream6820 - DCRRNI ID
oaire.fundingStream6820 - DCRRNI ID
oaire.fundingStreamFARH
oaire.fundingStream3599-PPCDT
person.familyNameDa Costa Nunes Duarte
person.givenNameCatarina Sofia
person.identifier.ciencia-id691F-CDC2-E26A
person.identifier.orcid0000-0002-8357-0994
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsrestrictedAccesspt_PT
rcaap.typearticlept_PT
relation.isAuthorOfPublicationcc3069ec-f930-455f-9226-b77e5d2dc14b
relation.isAuthorOfPublication.latestForDiscoverycc3069ec-f930-455f-9226-b77e5d2dc14b
relation.isProjectOfPublication863ded5e-a994-4228-bbf9-4aa546446609
relation.isProjectOfPublicationef6f9860-cc51-4f80-b6bc-a454641da802
relation.isProjectOfPublicatione1358503-b7d2-4b9d-9639-4d63d2502ec4
relation.isProjectOfPublicationf26edfa5-69da-49da-8918-c181f9255b6a
relation.isProjectOfPublication.latestForDiscovery863ded5e-a994-4228-bbf9-4aa546446609

Files

Original bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
Published_paper.pdf
Size:
751.37 KB
Format:
Adobe Portable Document Format
Download
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
1.97 KB
Format:
Item-specific license agreed upon to submission
Description:
Download

Collections

Matemática e Estatística | Artigos em revistas internacionais / Papers in international journals