A fractional-order model for MINMOD Millennium

被引:23
作者
Cho, Yongjin [1 ]
Kim, Imbunm [1 ]
Sheen, Dongwoo [1 ,2 ]
机构
[1] Seoul Natl Univ, Dept Math, Seoul 151747, South Korea
[2] Seoul Natl Univ, Interdisciplinary Program Computat Sci & Technol, Seoul 151747, South Korea
关键词
Fractional derivative; Glucose-insulin; Diabetes; Minimal model; INSULIN SENSITIVITY; MINIMAL MODEL; GLUCOSE-TOLERANCE; BLOOD RHEOLOGY; DYNAMICS; EXERCISE; BRAIN; INDEX;
D O I
10.1016/j.mbs.2014.11.008
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
MINMOD Millennium has been widely used to estimate insulin sensitivity (S-1) in glucose-insulin dynamics. In order to explain the rheological behavior of glucose-insulin we attempt to modify MINMOD Millennium with fractional-order differentiation of order alpha epsilon (0,1]. We show that the new modified model has non-negative, bounded solutions and a stable equilibrium point. Quasi-optimal fractional orders and parameters are estimated by using a nonlinear weighted least-squares method, the Levenberg-Marquardt algorithm, and the fractional Adams-Bashforth-Moulton method for several subjects (normal subjects and type 2 diabetic patients). The numerical results confirm that S1 is significantly lower in diabetics than in non-diabetics. In addition, we explain the new factor (tau(1-alpha)) determining glucose tolerance and the relation between S-1 and tau(1-alpha). (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:36 / 45
页数:10
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