Stable impulsive zone model predictive control for type 1 diabetic patients based on a long-term model

Gonzalez Alejandro H.; Rivadeneira Pablo S.; Ferramosca Antonio; Magdelaine Nicolas; Moog Claude H.

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Stable impulsive zone model predictive control for type 1 diabetic patients based on a long-term model

机译：基于长期模型的1型糖尿病患者的稳定冲动区模型预测控制

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In this work, the problem of regulating blood glucose (glycemia) in type I diabetic patients is studied by means of an impulsive zone model predictive control (iZMPC), which bases its predictions on a novel long-term glucose-insulin model. Taking advantage of the impulsive version of the model-which features real-life properties of diabetes patients that some other popular models do not-the given control guarantees the stability under moderate-to-severe plant-model mismatch and disturbances. Long-term scenarios-including meals and physiological parameter variations-are simulated and the results are satisfactory as every hyperglycemic and hypoglycemic episodes are suitably controlled.

机译：在这项工作中，通过脉冲区模型预测控制（IZMPC）研究了I型糖尿病患者血糖（糖血症）的问题，其基于其对新型长期葡萄糖 - 胰岛素模型的预测。利用模型的冲动版本 - 这具有糖尿病患者的现实生活特性，其他一些流行的模型不提供给定的控制保证中度至严重的植物模型失配和干扰下的稳定性。模拟长期情景 - 包括膳食和生理学参数变异 - 随着每种高血糖和低血糖发作的适当控制，结果令人满意。

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来源
《Optimal Control Applications and Methods》 |2020年第6期|共22页
作者
Gonzalez Alejandro H.; Rivadeneira Pablo S.; Ferramosca Antonio; Magdelaine Nicolas; Moog Claude H.;
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作者单位

Univ Nacl Litoral UNL Inst Technol Dev Chem Ind INTEC CONICET Guemes 3450 RA-3000 Santa Fe Argentina;

Univ Nacl Colombia Fac Minas Grp GITA Medellin Colombia;

Univ Tecnol Nacl UTN CONICET Fac Reg Reconquista Santa Fe Argentina;

UMR CNRS 6004 LS2N Nantes France;

UMR CNRS 6004 LS2N Nantes France;

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原文格式 PDF
正文语种 eng
中图分类应用数学;
关键词
impulsive control systems; type I diabetes model; zone model predictive control;

机译：脉冲控制系统;I型糖尿病模型;区域模型预测控制;

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专利

1. Stable impulsive zone model predictive control for type 1 diabetic patients based on a long-term model [J] . Gonzalez Alejandro H., Rivadeneira Pablo S., Ferramosca Antonio, Optimal Control Applications and Methods . 2020,第6期

机译：基于长期模型的1型糖尿病患者的稳定冲动区模型预测控制
2. Extremum Seeking Control Based Zone Adaptation for Zone Model Predictive Control in Type 1 Diabetes * * This work is supported by the National Institutes of Health Grants DP3DK094331, DP3DK104057 and UC4DK108483. [J] . Zhixing Cao, Eyal Dassau, Ravi Gondhalekar, IFAC PapersOnLine . 2017,第1期

机译：基于极端寻求控制的区域适应性用于1型糖尿病区域模型预测控制 * * 这项工作得到了美国国家研究所的支持健康补助金DP3DK094331，DP3DK104057和UC4DK108483。
3. A Stepwise Approach toward Closed-Loop Blood Glucose Control for Intensive Care Unit Patients: Results from a Feasibility Study in Type 1 Diabetic Subjects Using Vascular Microdialysis with Infrared Spectrometry and a Model Predictive Control Algorithm [J] . Franz Feichtner, Julia K. Mader, Roland Schaller, Journal of Diabetes Science and Technology . 2011,第4期

机译：重症监护病房患者闭环血糖控制的逐步方法：使用血管微透析和红外光谱法及模型预测控制算法对1型糖尿病受试者进行可行性研究的结果
4. Impulsive Zone MPC for Type I Diabetic Patients based on a long-term model [C] . Alejandro H. Gonzalez, Pablo S. Rivadeneira, Antonio Ferramosca, IFAC World Congress . 2018

机译：基于长期模型的I型糖尿病患者的脉冲区MPC
5. ARMarkov model-based predictive control: Design and stable tuning. [D] . Kamrunnahar, Mst. 2001

机译：基于ARMarkov模型的预测控制：设计和稳定调整。
6. A Stepwise Approach toward Closed-Loop Blood Glucose Control for Intensive Care Unit Patients: Results from a Feasibility Study in Type 1 Diabetic Subjects Using Vascular Micro dialysis with Infrared Spectrometry and a Model Predictive Control Algorithm [O] . Franz Feichtner, Julia K Mader, Roland Schaller, 2011

机译：重症监护病房患者闭环血糖控制的逐步方法：使用血管微透析结合红外光谱法和模型预测控制算法对1型糖尿病受试者进行可行性研究的结果
7. Stable impulsive zone model predictive control for type 1 diabetic patients based on a long‐term model [O] . Alejandro H. González, Pablo S. Rivadeneira, Antonio Ferramosca, 2020

机译：基于长期模型的1型糖尿病患者的稳定冲动区模型预测控制

Stable impulsive zone model predictive control for type 1 diabetic patients based on a long-term model

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