Integral-based identification of a physiological insulin and glucose model on euglycaemic clamp and
System Identification, Volume # 14 | Part# 1
Authors
Thomas Lotz; J. Geoffrey Chase; Kirsten A. McAuley; Jessica Lin; Jason Wong; Chris E. Hann; Steen Andreassen
Identifier
10.3182/20060329-3-AU-2901.00070
Index Terms
medical systems,physiological models,system identification,insulin sensitivity,integrals
Abstract
Modelling can enhance the diagnosis and control of metabolic disorders. Clinical effectiveness demands physiological accuracy, patient specificity and identification with limited data. A two-compartment insulin kinetics model and associated insulin-glucose pharmacodynamics are presented. Similarities with C-peptide kinetics are used to simplify parameter identification. Critical patient specific parameters are identified using a novel convex, integral-based method. The model and methods are validated within physiological ranges using euglycaemic clamp (N=146) and IVGTT data. The mean absolute errors in the resulting glucose and insulin profiles are eG = 5.9% ± 6.6% SD and eI = 6.2% ± 6.4% SD for the clamps and area under glucose and insulin profiles deviated eAG = 1.6% and eAI = 6.7% during IVGTT.
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