Alessandro Borri;Filippo Cacace;Andrea De Gaetano;Marcello Pompa;Simona Panunzi
{"title":"Optimal Periodic Impulsive Strategies in Glycemic Control","authors":"Alessandro Borri;Filippo Cacace;Andrea De Gaetano;Marcello Pompa;Simona Panunzi","doi":"10.1109/TCST.2024.3398288","DOIUrl":null,"url":null,"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.","PeriodicalId":13103,"journal":{"name":"IEEE Transactions on Control Systems Technology","volume":"32 6","pages":"2062-2074"},"PeriodicalIF":4.9000,"publicationDate":"2024-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10533199","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Control Systems Technology","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10533199/","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0
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.
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.