Periodic event-based regulation of blood glucose for type-1 diabetic patients in the presence of unknown actuation delay and quantization in BGC measurement and infused insulin

IF 2.6 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS European Journal of Control Pub Date : 2025-01-02 DOI:10.1016/j.ejcon.2024.101173
Farzaneh Golestani, Mohammad Saleh Tavazoei
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Abstract

In this paper, a delay-independent observer-based truncated predictor output feedback controller is considered to overcome the problem of glucose regulation in the normoglycemic band in type-1 diabetes mellitus (T1DM) patients. The proposed controller confronts with various difficulties such as unannounced meal intakes (modeled as disturbances), sampled and quantized measured blood glucose concentration (BGC) level due to the mechanism of the continuous glucose measurement (CGM) device as a digital glucose sensor, quantized infused insulin as the output of the digital insulin infusion pump, and an unknown input delay in the automated delivery system. The automated delivery system with three fundamental elements CGM device (as a glucose sensor), a controller for calculation of the required infused insulin, and an insulin infusion pump provides a closed-loop glucose–insulin regulatory framework for T1DM patients in order to effectively regulate the BGC level and keep it in the normoglycemic band (i.e., 70-180 (mg/dl)). An observer is applied for the estimation of the unmeasured state variables of the system. Furthermore, a periodic event-triggered strategy is introduced to specify whether it is required to send the information of the CGM device (as the sensor) for the controller. Moreover, another periodic event-triggered strategy is proposed to determine whether it is needed to change the infusion rate of the insulin pump (as the actuator). Benefiting from these periodic event-triggered strategies, the communication and energy consumptions of the automated delivery system are reduced. A sufficient condition on the delay’s upper bound value is obtained in order to assure the local exponential stability (LES) of the glucose–insulin regulatory system. Design of the controller has been done based on the nonlinear Bergman minimal model (BMM) as a so-called model for control design purposes in T1DM patients. Also, the proposed approach is validated on 10 adult virtual patients (VPs) with a large-scale and multi-compartmental model that is the base of the UVA/PADOVA Type-1 Diabetes Simulator in the presence of the unannounced meal intakes.
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在 BGC 测量和输注胰岛素存在未知启动延迟和量化的情况下,为 1 型糖尿病患者提供基于周期事件的血糖调节功能
本文提出了一种基于延迟无关观测器的截断预测输出反馈控制器,以克服1型糖尿病(T1DM)患者在正常血糖带的血糖调节问题。由于连续葡萄糖测量(CGM)装置作为数字葡萄糖传感器的机制,定量输入的胰岛素作为数字胰岛素输注泵的输出,以及自动输送系统中未知的输入延迟,所提出的控制器面临各种困难,例如未通知的膳食摄入量(建模为干扰),采样和量化测量的血糖浓度(BGC)水平。由CGM装置(作为葡萄糖传感器)、用于计算所需胰岛素的控制器和胰岛素输注泵组成的自动化给药系统为T1DM患者提供了一个葡萄糖-胰岛素闭环调节框架,以有效调节BGC水平,使其保持在正常血糖水平范围(即70-180 (mg/dl))。采用观测器对系统的未测状态变量进行估计。此外,引入了周期性事件触发策略来指定是否需要将CGM设备(作为传感器)的信息发送给控制器。此外,提出了另一种周期性事件触发策略,以确定是否需要改变胰岛素泵(作为致动器)的输注速率。受益于这些周期性事件触发策略,自动化交付系统的通信和能源消耗减少了。为了保证葡萄糖-胰岛素调节系统的局部指数稳定性,得到了延迟上界值的一个充分条件。控制器的设计是基于非线性Bergman最小模型(BMM)进行的,这是T1DM患者控制设计的所谓模型。此外,提出的方法在10名成人虚拟患者(vp)上进行了大规模和多室模型的验证,该模型是UVA/PADOVA 1型糖尿病模拟器的基础,存在未宣布的膳食摄入量。
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来源期刊
European Journal of Control
European Journal of Control 工程技术-自动化与控制系统
CiteScore
5.80
自引率
5.90%
发文量
131
审稿时长
1 months
期刊介绍: The European Control Association (EUCA) has among its objectives to promote the development of the discipline. Apart from the European Control Conferences, the European Journal of Control is the Association''s main channel for the dissemination of important contributions in the field. The aim of the Journal is to publish high quality papers on the theory and practice of control and systems engineering. The scope of the Journal will be wide and cover all aspects of the discipline including methodologies, techniques and applications. Research in control and systems engineering is necessary to develop new concepts and tools which enhance our understanding and improve our ability to design and implement high performance control systems. Submitted papers should stress the practical motivations and relevance of their results. The design and implementation of a successful control system requires the use of a range of techniques: Modelling Robustness Analysis Identification Optimization Control Law Design Numerical analysis Fault Detection, and so on.
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