PMID: 8963374Dec 1, 1995Paper

Adaptive controllers for intelligent monitoring

Artificial Intelligence in Medicine
R BellazziG De Nicolao

Abstract

The project we describe here is aimed at assisting out-patients affected by Insulin Dependent Diabetes Mellitus. Our approach exploits the usual scheme of diabetic patients management, based on (i) a periodic evaluation of patients' metabolic control performed by the physician, and (ii) patient-tailored tables for self-adjustments of insulin dosages. Following this scheme we have defined a system built on a two-level architecture. The High Level Module exploits both medical knowledge and clinical information in order to assess an insulin protocol, defined in terms of insulin timing, type, and total amount. The High Level Module exchanges information with the Low Level Module in order to define the control actions to be taken at the low level, as well as to periodically evaluate protocol adequacy on the basis of patient data. The goal of the Low Level Module, whose characteristics can be adaptively modified by the High Level Module, is to suggest the next insulin dosage, depending on the actual blood glucose measurement and a certain pre-defined insulin delivery protocol. The Level Control Module is based on an adaptive controller, consisting of a Fuzzy Set Controller and an ARX (Autoregressive eXogenous input) Model. The scheme...Continue Reading

References

Oct 1, 1992·IEEE Transactions on Bio-medical Engineering·H YingL C Sheppard
May 1, 1992·Journal of Biomedical Engineering·E D Lehmann, T Deutsch
Apr 1, 1992·IEEE Transactions on Bio-medical Engineering·J F MartinN T Smith
Jan 1, 1991·IEEE Transactions on Bio-medical Engineering·M E Fisher
Aug 1, 1990·Computers and Biomedical Research, an International Journal·M P BergerP L Miller
Jul 1, 1990·Computer Methods and Programs in Biomedicine·J BeyerG Schulz
Jul 1, 1990·Computer Methods and Programs in Biomedicine·D R Worthington
Jul 1, 1990·Computer Methods and Programs in Biomedicine·G ZahlmannW Bruns
Jul 1, 1990·Computer Methods and Programs in Biomedicine·R HovorkaP H Sönksen
Jul 1, 1990·IEEE Transactions on Bio-medical Engineering·G A PajunenR Shankar
Jun 1, 1989·Computer Methods and Programs in Biomedicine·T DeutschC D Williams
Aug 1, 1987·IEEE Transactions on Bio-medical Engineering·U FischerE J Freyse
Jan 1, 1987·Computers in Biology and Medicine·R K MillardC Prys-Roberts
Nov 1, 1985·Diabetes Care·A SchiffrinA M Albisser
Jan 1, 1994·Computer Methods and Programs in Biomedicine·E D LehmannP H Sönksen
Apr 1, 1993·Medical Informatics = Médecine Et Informatique·E D LehmannP H Sonksen
Sep 30, 1993·The New England Journal of Medicine·UNKNOWN Diabetes Control and Complications Trial Research GroupC Siebert

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Citations

Jul 1, 1996·Artificial Intelligence in Medicine·A Riva, R Bellazzi
Aug 13, 1998·Computer Methods and Programs in Biomedicine·R BellazziM Stefanelli
Aug 13, 1998·Computer Methods and Programs in Biomedicine·E D Lehmann, T Deutsch
Jan 13, 2001·Artificial Intelligence in Medicine·M MahfoufD A Linkens
Mar 13, 1999·International Journal of Medical Informatics·S MontaniM Stefanelli
Oct 13, 2007·Diabetes Technology & Therapeutics·Daniel A FinanDale E Seborg
Apr 7, 2009·Diabetes Technology & Therapeutics·Meriyan Eren-OrukluDonald Smith
Sep 14, 2000·Journal of the American Medical Informatics Association : JAMIA·I S Kohane
Nov 22, 2008·Mathematical Biosciences·F Ståhl, R Johansson
Nov 1, 2006·IEEE Transactions on Bio-medical Engineering·D U Campos-DelgadoA Gordillo-Moscoso
Dec 24, 2014·Artificial Intelligence in Medicine·Zitao Liu, Milos Hauskrecht
Feb 24, 2001·IEEE Engineering in Medicine and Biology Magazine : the Quarterly Magazine of the Engineering in Medicine & Biology Society·R BellazziC Cobelli
Oct 1, 1996·Medical Informatics = Médecine Et Informatique·T DeutschP H Sönksen
Oct 1, 1995·Medical Informatics = Médecine Et Informatique·E D Lehmann, T Deutsch
Oct 1, 1995·Medical Informatics = Médecine Et Informatique·E D Lehmann, T Deutsch
Jan 10, 2012·Journal of Diabetes Science and Technology·Giordano LanzolaRiccardo Bellazzi
Oct 19, 2010·Industrial & Engineering Chemistry Research·Daniel A FinanDale E Seborg

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