Optimal Periodic Impulsive Strategies in Glycemic Control

IF 4.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Control Systems Technology Pub Date : 2024-03-16 DOI:10.1109/TCST.2024.3398288
Alessandro Borri;Filippo Cacace;Andrea De Gaetano;Marcello Pompa;Simona Panunzi
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Abstract

Type-1 (insulin-dependent) diabetes is a chronic disease characterized by persistent excessive concentration of glucose in blood due to lack or insufficient secretion of the insulin hormone, which needs to be administered exogenously, possibly with automatic control techniques. In this work, we present a novel approach to glucose regulation for patients with type-1 diabetes, based on optimal impulsive control strategies, in the framework of the so-called multiple daily injections (MDI). In more detail, the optimal (periodic) glucose trajectory is first computed offline in ideal conditions and is then optimally tracked in real-time, with reduced computational effort, based on sparse measurements, so that possible nonidealities can be properly accounted for. The theoretical framework is able to preserve the nonlinear and continuous-time nature of the glucose–insulin model while realistically managing quantization in the actuation and assuming sporadic output measurements, from which the state of the system is estimated online. A preclinical in silico validation campaign based on a different, extended model of the glucose–insulin system shows the effectiveness of the proposed approach.
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控制血糖的最佳周期性冲动策略
1 型(胰岛素依赖型)糖尿病是一种慢性疾病,其特点是由于胰岛素激素分泌缺乏或不足,导致血液中葡萄糖浓度持续过高,需要外源给药,也可能需要使用自动控制技术。在这项工作中,我们在所谓的每日多次注射(MDI)框架内,提出了一种基于最优冲动控制策略的 1 型糖尿病患者血糖调节新方法。更详细地说,首先在理想条件下离线计算最佳(周期性)血糖轨迹,然后在稀疏测量的基础上进行实时优化跟踪,以减少计算量,从而适当考虑可能出现的非理想情况。该理论框架能够保留葡萄糖-胰岛素模型的非线性和连续时间性质,同时对执行过程中的量化进行现实管理,并假设零星的输出测量,并根据这些测量结果对系统状态进行在线估计。基于不同的葡萄糖-胰岛素系统扩展模型的临床前硅验证活动表明了所建议方法的有效性。
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来源期刊
IEEE Transactions on Control Systems Technology
IEEE Transactions on Control Systems Technology 工程技术-工程:电子与电气
CiteScore
10.70
自引率
2.10%
发文量
218
审稿时长
6.7 months
期刊介绍: The IEEE Transactions on Control Systems Technology publishes high quality technical papers on technological advances in control engineering. The word technology is from the Greek technologia. The modern meaning is a scientific method to achieve a practical purpose. Control Systems Technology includes all aspects of control engineering needed to implement practical control systems, from analysis and design, through simulation and hardware. A primary purpose of the IEEE Transactions on Control Systems Technology is to have an archival publication which will bridge the gap between theory and practice. Papers are published in the IEEE Transactions on Control System Technology which disclose significant new knowledge, exploratory developments, or practical applications in all aspects of technology needed to implement control systems, from analysis and design through simulation, and hardware.
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