A habituating blood glucose control strategy for the critically ill

被引:4
|
作者
Sun, Jing [1 ]
Cameron, Fraser [1 ]
Bequette, B. Wayne [1 ]
机构
[1] Rensselaer Polytech Inst, Dept Chem & Biol Engn, Troy, NY 12180 USA
关键词
Habituating control; Model predictive control; Blood glucose control; Intensive care unit; INTENSIVE-CARE-UNIT; MODEL-PREDICTIVE CONTROL; GLYCEMIC CONTROL; INSULIN SENSITIVITY; HYPERGLYCEMIA; PROTOCOL; THERAPY;
D O I
10.1016/j.jprocont.2012.07.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the intensive care unit patients benefit from being fed and from having well controlled glucose levels. Insulin and glucose infusion serves as manipulated inputs to regulate blood glucose, while glucose infusion serves as a sole nutritional input. In this paper, a model predictive control strategy, based on simultaneously manipulating glucose and insulin infusion, is developed to improve blood glucose regulation in intensive care unit patients. In the short term, glucose infusion is used for tighter glucose control, particularly for disturbance rejection, while, in the long-term (24 h period), glucose infusion is used to meet nutritional needs. The "habituating control" algorithm is proposed and tested against a model predictive control (MPC) strategy that only manipulates insulin. The simulation results indicate that the Habituating MPC strategy outperforms the single input-single output MPC by providing faster setpoint tracking and tighter glucose control for a patient population, and producing less glucose variability while rejecting disturbances in insulin infusion and insulin sensitivity. (c) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1411 / 1421
页数:11
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