Analysis of pulmonary and hemodynamic parameters for the weaning process by using fuzzy logic based technology

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Özet

This study aims to achieve accurate weaning process which is very important for patient under mechanical ventilation. The developed weaning algorithm was designed on LabVIEW software and fuzzy system designer part of LabVIEW software was used during to develop that algorithm. The developed weaning algorithm has six input parameters which are maximum inspiratory pressure (MIP), tidal volume on spontaneous breathing (TVS), minute ventilation (VE), heart rate, respiration per minute (RPM) and body temperature. 20 clinical scenarios were generated by using Monte-Carlo simulations and Gaussian distribution method to evaluate performance of the developed algorithm. An expert clinician was involved to this process to evaluate the each generated clinic scenario to determine weaning probability for the each patient. Student t-test for p < 0.05 was used to show statistical difference between the developed algorithm and clinician’s evaluation. According to student t-test, there is no statistical difference for 98.2 % probability between the developed algorithm and the clinician’s evaluation of weaning probability. © Springer International Publishing Switzerland 2016.

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dc.contributor.authorKilic, Ugur
dc.contributor.authorGulluoglu, Mehmet Tahir
dc.contributor.authorGuler, Hasan
dc.contributor.authorKaya, Turgay
dc.contributor.editorG., Dregvaite
dc.contributor.editorR., Damasevicius
dc.date.accessioned2026-10-18T20:30:07.069420660Z
dc.date.available2026-10-18T20:30:07.069420660Z
dc.date.issued2016
dc.description.abstractThis study aims to achieve accurate weaning process which is very important for patient under mechanical ventilation. The developed weaning algorithm was designed on LabVIEW software and fuzzy system designer part of LabVIEW software was used during to develop that algorithm. The developed weaning algorithm has six input parameters which are maximum inspiratory pressure (MIP), tidal volume on spontaneous breathing (TVS), minute ventilation (VE), heart rate, respiration per minute (RPM) and body temperature. 20 clinical scenarios were generated by using Monte-Carlo simulations and Gaussian distribution method to evaluate performance of the developed algorithm. An expert clinician was involved to this process to evaluate the each generated clinic scenario to determine weaning probability for the each patient. Student t-test for p < 0.05 was used to show statistical difference between the developed algorithm and clinician’s evaluation. According to student t-test, there is no statistical difference for 98.2 % probability between the developed algorithm and the clinician’s evaluation of weaning probability. © Springer International Publishing Switzerland 2016.
dc.description.sponsorshipThis study is part of a project funded by FUBAP grant no. MF.13.21 and HUBAP grant no. 15130. The authors would like to thank Firat University Hospital-Anesthesia ICU doctors for their invaluable evaluations.
dc.identifier.doi10.1007/978-3-319-46254-7_10
dc.identifier.eissn1865-0937
dc.identifier.endpage131
dc.identifier.isbn978-331946253-0
dc.identifier.issn1865-0929
dc.identifier.scopus2-s2.0-84988842331
dc.identifier.startpage119
dc.identifier.urihttps://rdlopen.rawdatalibrary.net/r/ebyu/15305
dc.identifier.volume639
dc.identifier.wosWOS:000392266800010
dc.language.isoen
dc.publisherSpringer Verlag
dc.relation.ispartofCommunications in Computer and Information Science
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectFuzzy system
dc.subjectGaussion distribution
dc.subjectLabVIEW
dc.subjectMechanical ventilation
dc.subjectStudent t-test
dc.subjectWeaning
dc.subjectComputer programming languages
dc.subjectFuzzy systems
dc.subjectIntelligent systems
dc.subjectMonte Carlo methods
dc.subjectProbability
dc.subjectStudents
dc.subjectVentilation
dc.subjectStudent t tests
dc.subjectFuzzy logic
dc.titleAnalysis of pulmonary and hemodynamic parameters for the weaning process by using fuzzy logic based technology
dc.typeConference Object
dspace.entity.typePublication
rdl.citation.scopus1
rdl.citation.wos0
rdl.source.indexSCOPUS
rdl.source.indexWOS
rdl.wos.indexConference Proceedings Citation Index - Science (CPCI-S)