{"title":"Robust regulation of blood glucose for Type-1 diabetes using insulin infusion limiter-based feedback control via artificial Pancreas","authors":"Sajida Manzoor , Muhammad Rehan , Ijaz Ahmed","doi":"10.1016/j.matcom.2025.03.020","DOIUrl":null,"url":null,"abstract":"<div><div>This paper studies the feedback control of blood glucose concentration in Type-1 diabetes patients (T1DPs) through an artificial Pancreas via the glucose monitoring and insulin pump. For an artificial Pancreas, insulin infusion through a pump has been adapted by respecting the desired insulin infusion range for a patient. The insulin range has been incorporated by considering the lower and upper limits on the insulin infusion rate, which are maintained for a patient through the application of an asymmetric saturation nonlinearity (rate limiter). By incorporating the infusion rate range, the Bergman’s model of T1DPs via the saturated insulin input has been revised for attaining an improved model. To deal with the asymmetric saturation nonlinearity for positive systems, arising due to specific consideration of diabetes patients model, analytical investigations in terms of an inequality and signal transformation have been revealed. To control the glucose level and to keep the delivery of insulin within prescribed limits, a local feedback control strategy by application of the proposed analytical investigation of the nonlinearity has been provided. The proposed automatic control approach is more safe for a T1DP than the existing methods due to consideration of the desired insulin rate limits and positive input. In addition, a robust regulation strategy against variation in the glucose level, caused by the food intake, has also been provided in terms of linear matrix inequalities. The attained results can be applied for manufacturing a better device for the purpose of blood glucose regulation in T1DPs. A comparative simulation study to demonstrate the superiority of the proposed scheme has been provided at the end.</div></div>","PeriodicalId":49856,"journal":{"name":"Mathematics and Computers in Simulation","volume":"235 ","pages":"Pages 1-15"},"PeriodicalIF":4.4000,"publicationDate":"2025-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Mathematics and Computers in Simulation","FirstCategoryId":"100","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0378475425000941","RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0
Abstract
This paper studies the feedback control of blood glucose concentration in Type-1 diabetes patients (T1DPs) through an artificial Pancreas via the glucose monitoring and insulin pump. For an artificial Pancreas, insulin infusion through a pump has been adapted by respecting the desired insulin infusion range for a patient. The insulin range has been incorporated by considering the lower and upper limits on the insulin infusion rate, which are maintained for a patient through the application of an asymmetric saturation nonlinearity (rate limiter). By incorporating the infusion rate range, the Bergman’s model of T1DPs via the saturated insulin input has been revised for attaining an improved model. To deal with the asymmetric saturation nonlinearity for positive systems, arising due to specific consideration of diabetes patients model, analytical investigations in terms of an inequality and signal transformation have been revealed. To control the glucose level and to keep the delivery of insulin within prescribed limits, a local feedback control strategy by application of the proposed analytical investigation of the nonlinearity has been provided. The proposed automatic control approach is more safe for a T1DP than the existing methods due to consideration of the desired insulin rate limits and positive input. In addition, a robust regulation strategy against variation in the glucose level, caused by the food intake, has also been provided in terms of linear matrix inequalities. The attained results can be applied for manufacturing a better device for the purpose of blood glucose regulation in T1DPs. A comparative simulation study to demonstrate the superiority of the proposed scheme has been provided at the end.
期刊介绍:
The aim of the journal is to provide an international forum for the dissemination of up-to-date information in the fields of the mathematics and computers, in particular (but not exclusively) as they apply to the dynamics of systems, their simulation and scientific computation in general. Published material ranges from short, concise research papers to more general tutorial articles.
Mathematics and Computers in Simulation, published monthly, is the official organ of IMACS, the International Association for Mathematics and Computers in Simulation (Formerly AICA). This Association, founded in 1955 and legally incorporated in 1956 is a member of FIACC (the Five International Associations Coordinating Committee), together with IFIP, IFAV, IFORS and IMEKO.
Topics covered by the journal include mathematical tools in:
•The foundations of systems modelling
•Numerical analysis and the development of algorithms for simulation
They also include considerations about computer hardware for simulation and about special software and compilers.
The journal also publishes articles concerned with specific applications of modelling and simulation in science and engineering, with relevant applied mathematics, the general philosophy of systems simulation, and their impact on disciplinary and interdisciplinary research.
The journal includes a Book Review section -- and a "News on IMACS" section that contains a Calendar of future Conferences/Events and other information about the Association.