Analysis of pulmonary and hemodynamic parameters for the weaning process by using fuzzy logic based technology
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.
Anahtar Kelimeler
Tam Kayıt
| Alan | Değer | Dil |
|---|---|---|
| dc.contributor.author | Kilic, Ugur | |
| dc.contributor.author | Gulluoglu, Mehmet Tahir | |
| dc.contributor.author | Guler, Hasan | |
| dc.contributor.author | Kaya, Turgay | |
| dc.contributor.editor | G., Dregvaite | |
| dc.contributor.editor | R., Damasevicius | |
| dc.date.accessioned | 2026-10-18T20:30:07.069420660Z | |
| dc.date.available | 2026-10-18T20:30:07.069420660Z | |
| dc.date.issued | 2016 | |
| dc.description.abstract | 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. | |
| dc.description.sponsorship | This 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.doi | 10.1007/978-3-319-46254-7_10 | |
| dc.identifier.eissn | 1865-0937 | |
| dc.identifier.endpage | 131 | |
| dc.identifier.isbn | 978-331946253-0 | |
| dc.identifier.issn | 1865-0929 | |
| dc.identifier.scopus | 2-s2.0-84988842331 | |
| dc.identifier.startpage | 119 | |
| dc.identifier.uri | https://rdlopen.rawdatalibrary.net/r/ebyu/15305 | |
| dc.identifier.volume | 639 | |
| dc.identifier.wos | WOS:000392266800010 | |
| dc.language.iso | en | |
| dc.publisher | Springer Verlag | |
| dc.relation.ispartof | Communications in Computer and Information Science | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.subject | Fuzzy system | |
| dc.subject | Gaussion distribution | |
| dc.subject | LabVIEW | |
| dc.subject | Mechanical ventilation | |
| dc.subject | Student t-test | |
| dc.subject | Weaning | |
| dc.subject | Computer programming languages | |
| dc.subject | Fuzzy systems | |
| dc.subject | Intelligent systems | |
| dc.subject | Monte Carlo methods | |
| dc.subject | Probability | |
| dc.subject | Students | |
| dc.subject | Ventilation | |
| dc.subject | Student t tests | |
| dc.subject | Fuzzy logic | |
| dc.title | Analysis of pulmonary and hemodynamic parameters for the weaning process by using fuzzy logic based technology | |
| dc.type | Conference Object | |
| dspace.entity.type | Publication | |
| rdl.citation.scopus | 1 | |
| rdl.citation.wos | 0 | |
| rdl.source.index | SCOPUS | |
| rdl.source.index | WOS | |
| rdl.wos.index | Conference Proceedings Citation Index - Science (CPCI-S) |
