Nonlinear Optimal Control of Postprandial Blood Glucose Response for Patients With Type 2 Diabetes or Prediabetes by Meal Order

IF 2 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Andrey V. Savkin, Xiaotian Feng
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引用次数: 0

Abstract

Recent experimental studies show that changing meal order without reducing the food quantity or changing food type can significantly reduce postprandial glucose blood responses of individuals with type 2 diabetes and prediabetes. This paper proposes a relatively simple non-linear mathematical model describing the effect of meal order and timing on postprandial glucose response. The problem of optimal control of postprandial blood glucose response by meal order is stated and solved for the proposed non-linear model. The proposed model is successfully verified using recently published experimental data. Computer simulations with several realistic examples show the effectiveness of the proposed optimal control method.

Abstract Image

餐序对2型糖尿病或前驱糖尿病患者餐后血糖反应的非线性最优控制
最近的实验研究表明,在不减少食物数量或改变食物类型的情况下改变用餐顺序可以显著降低2型糖尿病和糖尿病前期患者餐后血糖血反应。本文提出了一个相对简单的非线性数学模型来描述进餐顺序和时间对餐后血糖反应的影响。针对所提出的非线性模型,阐述了餐后血糖反应的最优控制问题,并进行了求解。利用最近发表的实验数据成功地验证了所提出的模型。计算机仿真表明了所提出的最优控制方法的有效性。
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来源期刊
IET Control Theory and Applications
IET Control Theory and Applications 工程技术-工程:电子与电气
CiteScore
5.70
自引率
7.70%
发文量
167
审稿时长
5.1 months
期刊介绍: IET Control Theory & Applications is devoted to control systems in the broadest sense, covering new theoretical results and the applications of new and established control methods. Among the topics of interest are system modelling, identification and simulation, the analysis and design of control systems (including computer-aided design), and practical implementation. The scope encompasses technological, economic, physiological (biomedical) and other systems, including man-machine interfaces. Most of the papers published deal with original work from industrial and government laboratories and universities, but subject reviews and tutorial expositions of current methods are welcomed. Correspondence discussing published papers is also welcomed. Applications papers need not necessarily involve new theory. Papers which describe new realisations of established methods, or control techniques applied in a novel situation, or practical studies which compare various designs, would be of interest. Of particular value are theoretical papers which discuss the applicability of new work or applications which engender new theoretical applications.
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