0

Full Content is available to subscribers

Subscribe/Learn More  >

Model of Neonatal Infant Blood Oxygen Saturation

[+] Author Affiliations
Bradley Krone, Roger Fales

University of Missouri, Columbia, MO

Ramak Amjad

University of Missouri SOM, Columbia, MO

Paper No. DSCC2011-6182, pp. 509-516; 8 pages
doi:10.1115/DSCC2011-6182
From:
  • ASME 2011 Dynamic Systems and Control Conference and Bath/ASME Symposium on Fluid Power and Motion Control
  • ASME 2011 Dynamic Systems and Control Conference and Bath/ASME Symposium on Fluid Power and Motion Control, Volume 1
  • Arlington, Virginia, USA, October 31–November 2, 2011
  • Conference Sponsors: Dynamic Systems and Control Division
  • ISBN: 978-0-7918-5475-4
  • Copyright © 2011 by ASME

abstract

In this work, three different black box models were designed to model the blood oxygen saturation (SpO2 ) of a neonatal infant. The inputs into each of the models where fraction of inspired oxygen, heart rate, and respiratory rate. The three modeling types used were fuzzy logic, neural network, and a transfer function model. Each model was trained on a window of data. The models were tuned using a design of experiments and the optimum window size was found for each model. The models were tested to see how long the model adequately represents the future SpO2 . The best model was found to be the transfer function model which adequately modeled the future SpO2 for an average of 51.8 seconds.

Copyright © 2011 by ASME
Topics: Blood , Oxygen

Figures

Tables

Interactive Graphics

Video

Country-Specific Mortality and Growth Failure in Infancy and Yound Children and Association With Material Stature

Use interactive graphics and maps to view and sort country-specific infant and early dhildhood mortality and growth failure data and their association with maternal

NOTE:
Citing articles are presented as examples only. In non-demo SCM6 implementation, integration with CrossRef’s "Cited By" API will populate this tab (http://www.crossref.org/citedby.html).

Some tools below are only available to our subscribers or users with an online account.

Related Content

Customize your page view by dragging and repositioning the boxes below.

Related eBook Content
Topic Collections

Sorry! You do not have access to this content. For assistance or to subscribe, please contact us:

  • TELEPHONE: 1-800-843-2763 (Toll-free in the USA)
  • EMAIL: asmedigitalcollection@asme.org
Sign In