Adaptive Control of Artificial Pancreas Systems - A Review

被引:46
作者
Turksoy, Kamuran [1 ]
Cinar, Ali [1 ,2 ]
机构
[1] IIT, Dept Biomed Engn, Chicago, IL 60616 USA
[2] IIT, Dept Chem & Biol Engn, Chicago, IL 60616 USA
基金
美国国家卫生研究院;
关键词
Artificial pancreas; adaptive control; diabetes; closed-loop systems; BLOOD-GLUCOSE CONTROL; LOOP INSULIN DELIVERY; GENERALIZED PREDICTIVE CONTROL; GLYCEMIC CONTROL; MODEL; FEASIBILITY; SIMULATION; ADULTS; MEAL;
D O I
10.1260/2040-2295.5.1.1
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Artificial pancreas (AP) systems offer an important improvement in regulating blood glucose concentration for patients with type 1 diabetes, compared to current approaches. AP consists of sensors, control algorithms and an insulin pump. Different AP control algorithms such as proportional-integral-derivative, model-predictive control, adaptive control, and fuzzy logic control have been investigated in simulation and clinical studies in the past three decades. The variability over time and complexity of the dynamics of blood glucose concentration, unsteady disturbances such as meals, time-varying delays on measurements and insulin infusion, and noisy data from sensors create a challenging system to AP. Adaptive control is a powerful control technique that can deal with such challenges. In this paper, a review of adaptive control techniques for blood glucose regulation with an AP system is presented. The investigations and advances in technology produced impressive results, but there is still a need for a reliable AP system that is both commercially viable and appealing to patients with type 1 diabetes.
引用
收藏
页码:1 / 22
页数:22
相关论文
共 81 条
[1]   MODEL STUDIES OF BLOOD-GLUCOSE REGULATION [J].
ACKERMAN, E ;
GATEWOOD, LC ;
ROSEVEAR, JW ;
MOLNAR, GD .
BULLETIN OF MATHEMATICAL BIOPHYSICS, 1965, 27 :21-&
[2]  
[Anonymous], 1999, SYSTEM IDENTIFICATIO
[3]  
[Anonymous], 2006, INTRO STOCHASTIC CON
[4]  
Astrom K, 1980, C P CONTR THEOR APL
[5]   SELF TUNING REGULATORS [J].
ASTROM, KJ ;
WITTENMARK, B .
AUTOMATICA, 1973, 9 (02) :185-199
[7]   MD-Logic Artificial Pancreas System A pilot study in adults with type 1 diabetes [J].
Atlas, Eran ;
Nimri, Revital ;
Miller, Shahar ;
Grunberg, Eli A. ;
Phillip, Moshe .
DIABETES CARE, 2010, 33 (05) :1072-1076
[8]  
Bansal A, 2013, 6 INT C ADV TECHN TR
[9]  
Bequette B Wayne, 2005, Diabetes Technol Ther, V7, P28, DOI 10.1089/dia.2005.7.28
[10]  
Bequette B Wayne, 2010, J Diabetes Sci Technol, V4, P404