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Article
Multiple-input subject-specific modeling of plasma glucose concentration for feedforward control
Industrial and Engineering Chemistry Research
  • Kaylee Renee Kotz, Iowa State University
  • Ali Cinar, Illinois Institute of Technology
  • Yong Mei, Iowa State University
  • Amy Roggendorf, Iowa State University
  • Elizabeth Littlejohn, University of Chicago Medicine
  • Laurie Quinn, University of Illinois at Chicago
  • Derrick K. Rollins, Sr., Iowa State University
Document Type
Article
Publication Date
1-1-2014
DOI
10.1021/ie404119b
Abstract

The ability to accurately develop subject-specific, input causation models, for blood glucose concentration (BGC) for large input sets can have a significant impact on tightening control for insulin dependent diabetes. More specifically, for Type 1 diabetics (T1Ds), it can lead to an effective artificial pancreas (i.e., an automatic control system that delivers exogenous insulin) under extreme changes in critical disturbances. These disturbances include food consumption, activity variations, and physiological stress changes. Thus, this paper presents a free-living, outpatient, multiple-input, modeling method for BGC with strong causation attributes that is stable and guards against overfitting to provide an e ffective modeling approach for feedforward control (FFC). This approach is a Wiener block-oriented methodology, which has unique attributes for meeting critical requirements for effective, long-term, FFC.

Comments

Reprinted (adapted) with permission from Industrial and Engineering Chemistry Research 53 (2104): 18216, doi: 10.1021/ie404119b. Copyright 2014 American Chemical Society.

Copyright Owner
American Chemical Society
Language
en
File Format
application/pdf
Citation Information
Kaylee Renee Kotz, Ali Cinar, Yong Mei, Amy Roggendorf, et al.. "Multiple-input subject-specific modeling of plasma glucose concentration for feedforward control" Industrial and Engineering Chemistry Research Vol. 53 Iss. 47 (2014) p. 18216 - 18225
Available at: http://works.bepress.com/derrickk_rollins/10/