基于正输入观测器的1型糖尿病血糖调节控制器设计:一种回溯方法

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Mohamadreza Homayounzade
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引用次数: 2

摘要

在实践中,有许多物理系统只能有正输入,例如生理系统。大多数传统的控制方法不能保证主系统输入为正。针对1型糖尿病(T1DM)静脉葡萄糖耐量试验模型,设计了一种基于正输入观测器的控制器。基于扩展Bergman最小模型(EBMM),采用回溯(BS)方法设计了人工胰腺(AP)系统的反馈控制器。EBMM代表T1DM的血糖浓度(BGC)、胰岛素浓度和血浆水平,以及服药期间由于膳食摄入或通过体育锻炼燃烧糖而引起的胰岛素紊乱。使用观测器估计胰岛素浓度和血浆水平,并将这些估计作为反馈应用于控制器。利用李雅普诺夫定理证明了基于观测器的控制器的渐近稳定性。此外,还证明了系统在存在不确定参数和外部干扰产生的不确定性时是有界输入-有界输出(BIBO)稳定的。在实际情况下,我们只考虑BGC可用于测量,并且考虑了患者之间和患者内部系统参数的可变性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Positive input observer-based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach

Positive input observer-based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach

In practice, there are many physical systems that can have only positive inputs, such as physiological systems. Most conventional control methods cannot ensure that the main system input is positive. A positive input observer-based controller is designed for an intravenous glucose tolerance test model of type 1 diabetes mellitus (T1DM). The backstepping (BS) approach is employed to design the feedback controller for artificial pancreas (AP) systems, based on the Extended Bergman's Minimal Model (EBMM). The EBMM represents the T1DM in terms of the blood glucose concentration (BGC), insulin concentration, and plasma level and the disturbance of insulin during medication due to either meal intake or burning sugar by doing some physical exercise. The insulin concentration and plasma level are estimated using observers, and these estimations are applied as feedback to the controller. The asymptotic stability of the observer-based controller is proved using the Lyapunov theorem. Moreover, it is proved that the system is bounded input-bounded output (BIBO) stable in the presence of uncertainties generated by uncertain parameters and external disturbance. For realistic situations, we consider only the BGC to be available for measurement and additionally inter-and intra-patient variability of system parameters is considered.

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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