An Extended Static and Dynamic Feedback-Feedforward Control Algorithm for Insulin Delivery in the Control of Blood Glucose Level

被引:6
|
作者
Rollins, Derrick K. [1 ,2 ]
Goeddel, Christina E. [1 ]
Matthews, Shana L. [3 ]
Mei, Yong [1 ]
Roggendorf, Amy [1 ]
Littlejohn, Elizabeth [4 ]
Quinn, Laurie [5 ]
Cinar, Ali [6 ]
机构
[1] Iowa State Univ, Dept Chem & Biol Engn, Ames, IA 50011 USA
[2] Iowa State Univ, Dept Stat, Ames, IA 50011 USA
[3] Iowa State Univ, Dept Comp Sci, Ames, IA 50011 USA
[4] Univ Chicago Med, Inst Endocrine Discovery & Clin Care, Chicago, IL 60637 USA
[5] Univ Illinois, Coll Nursing, Chicago, IL 60607 USA
[6] Illinois Inst Technol, Dept Chem & Biol Engn, Chicago, IL 60616 USA
基金
美国国家卫生研究院;
关键词
CLINICAL-EVALUATION; MODEL; PREDICTION; SYSTEM;
D O I
10.1021/ie505035r
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The potential for successful automatic control of blood glucose concentration (BGC) has entered a new era because of recent technological advancements in insulin pumps and blood glucose sensors. However, a critical advancement necessary for full automation and long-term use is a control algorithm that can effectively maintain tight control of BGC under extreme variation of important disturbances such as activity, stress, and food consumption. Because feedforward control (FFC) models disturbances directly, it has the potential to eliminate the effects of disturbances completely. A Wiener-type feedforward control law is limited to the inclusion of only input (i.e., modeled disturbances and the manipulated variable) dynamics. Using a semicoupled modeling network that includes pseudo-blood insulin concentration, this work presents a more phenomenological FFC law that includes input dynamics, blood insulin and blood glucose dynamics, and blood glucose levels. Modeling results on 15 adults with type 1 diabetes mellitus for the proposed method are nearly identical to Wiener modeling results.
引用
收藏
页码:6734 / 6748
页数:15
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