Literature DB >> 14728223

Weaning infants with respiratory syncytial virus from mechanical ventilation through a fuzzy-logic controller.

S Olliver1, G M Davis, G E Hatzakis.   

Abstract

We have previously developed a fuzzy logic controller for weaning adults with chronic obstructive pulmonary disease using pressure support ventilation (PSV). We used the core of our fuzzy logic-based weaning platform and further developed parametrizable components for weaning newborns of differing body size and disease-state. The controller was validated on neonates recovering from congenital heart disease (CHD) while receiving synchronous intermittent mandatory ventilation (SIMV). We wished to compare the efficacy of this controller versus the bedside weaning protocol in children with respiratory syncytial virus pneumonitis/bronchiolitis (RSV) in the pediatric intensive care unit (PICU). The fuzzy controller evaluated the "current" and "trend" weaning status of the newborn to quantitatively determine the change in the SIMV integrated ventilatory setting. For the "current" status it used heart rate (HR), respiratory rate (RR), tidal volume (VT) and oxygen saturation (SaO2), while for the "trend" status the differences of deltaRR/ deltat, deltaHR/ deltat, and deltaSaO2/ deltat recorded between two subsequent time points were utilized. The enumerated vital signs were fuzzified and then probability levels of occurrence were assigned. Individualized "golden" goals for SaO2 were set for each newborn. We retrospectively assessed the charts of 19 newborns, 113+/-128 days old, 5,546+/-2,321 gr body weight, weaning for 99+/-46 days, at 2-hour intervals. The SIMV levels proposed by the fuzzy controller were matched to those levels actually applied. In 60% of the time both values coincided. For the remaining 40%, the controller was more aggressive suggesting lower values of SIMV than the applied ones. The Area under the SIMV curves over time was 1,969+/-1,044 for the applied vs 1,886+/-978 for the suggested levels, respectively. The fuzzy controller adjusted for body size and disease-pattern can approximate the actual weaning course of newborns with RSV.

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Year:  2003        PMID: 14728223      PMCID: PMC1480356     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  20 in total

1.  Predicting success in weaning from mechanical ventilation.

Authors:  M Meade; G Guyatt; D Cook; L Griffith; T Sinuff; C Kergl; J Mancebo; A Esteban; S Epstein
Journal:  Chest       Date:  2001-12       Impact factor: 9.410

Review 2.  Knowledge-based systems for automatic ventilatory management.

Authors:  M Dojat; L Brochard
Journal:  Respir Care Clin N Am       Date:  2001-09

3.  Predicting extubation failure: is it in (on) the cards?

Authors:  S K Epstein
Journal:  Chest       Date:  2001-10       Impact factor: 9.410

4.  Evolution in the utilization of the mechanical ventilation in the critical care unit.

Authors:  F Frutos; I Alìa; A Esteban; A Anzueto
Journal:  Minerva Anestesiol       Date:  2001-04       Impact factor: 3.051

5.  Fuzzy logic controller for weaning neonates from mechanical ventilation.

Authors:  G E Hatzakis; G M Davis
Journal:  Proc AMIA Symp       Date:  2002

6.  A comparison of two methods to perform a breathing trial before extubation in pediatric intensive care patients.

Authors:  J A Farias; A Retta; I Alía; F Olazarri; A Esteban; A Golubicki; D Allende; O Maliarchuk; C Peltzer; M E Ratto; R Zalazar; M Garea; E G Moreno
Journal:  Intensive Care Med       Date:  2001-10       Impact factor: 17.440

7.  Lack of influence of gender on outcomes of mechanically ventilated medical ICU patients.

Authors:  S K Epstein; V Vuong
Journal:  Chest       Date:  1999-09       Impact factor: 9.410

8.  Efficacy of computerized decision support for mechanical ventilation: results of a prospective multi-center randomized trial.

Authors:  T D East; L K Heermann; R L Bradshaw; A Lugo; R M Sailors; L Ershler; C J Wallace; A H Morris; B McKinley; A Marquez; A Tonnesen; L Parmley; W Shoemaker; P Meade; P Thaut; T Hill; M Young; J Baughman; M Olterman; V Gooder; B Quinn; W Summer; V Valentine; J Carlson; K Steinberg
Journal:  Proc AMIA Symp       Date:  1999

9.  Fuzzy logic and mechanical ventilation.

Authors:  J H Bates; G E Hatzakis; R Olivenstein
Journal:  Respir Care Clin N Am       Date:  2001-09

10.  Risk of respiratory syncytial virus infection for infants from low-income families in relationship to age, sex, ethnic group, and maternal antibody level.

Authors:  W P Glezen; A Paredes; J E Allison; L H Taber; A L Frank
Journal:  J Pediatr       Date:  1981-05       Impact factor: 4.406

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  2 in total

1.  Closed loop mechanical ventilation.

Authors:  Marc Wysocki; Philippe Jouvet; Samir Jaber
Journal:  J Clin Monit Comput       Date:  2013-04-07       Impact factor: 2.502

2.  Development and implementation of explicit computerized protocols for mechanical ventilation in children.

Authors:  Philippe Jouvet; Patrice Hernert; Marc Wysocki
Journal:  Ann Intensive Care       Date:  2011-12-21       Impact factor: 6.925

  2 in total

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