{"title":"1型糖尿病患者血糖调节动态的最优控制","authors":"I. Bolodurina, Yu.P. Ivanova, L. M. Antsiferova","doi":"10.14529/ctcr200415","DOIUrl":null,"url":null,"abstract":"The work is devoted to the problem of mathematical modeling and search for optimal control of the dynamics of the insulin-glucose balance in human blood, represented by a nonsmooth sys-tem of differential equations with a constant delay. Aim. This study is aimed at developing and numerically solving the problem of optimal control of the glycemic profile in patients with type 1 di-abetes mel¬litus by insulin therapy, based on the optimality conditions for nonsmooth systems with a constant delay in the phase variable. Methods. The general research technique of the problem under study is based on the mathematical theory of optimal control, the theory of numerical methods, the theory of differential equations with a nonsmooth right-hand side and with a lagging argument. When implementing the software package, the methods of object-oriented design are used. Results. In this study, on the basis of the initial dynamic model proposed by N.A. Shirokova, the problem of optimal control of the dynamics of glycemic regulation in patients with type 1 diabetes mellitus with a non¬smooth right side and a constant delay in the phase variable is constructed. On the basis of the necessary optimality condition obtained for the constructed optimal control problem, algorithmic and software tools have been developed, with the help of which optimal programs are obtained, and their meaningful interpretation is presented. Conclusion. The results obtained on the basis of the software implementation of numerical algorithms of the developed nonsmooth problem of optimal control of the insulin-glucose balance with a constant lag in the phase variables, make it possible to obtain the data that are necessary for monitoring the situation regarding the change in the glycemic profile, for predicting diabetes mellitus and choosing an effective treatment.","PeriodicalId":338904,"journal":{"name":"Bulletin of the South Ural State University. Ser. Computer Technologies, Automatic Control & Radioelectronics","volume":"130 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"OPTIMAL CONTROL OF GLYCEMIA REGULATION DYNAMICS IN PATIENTS WITH TYPE I DIABETES MELLITUS\",\"authors\":\"I. Bolodurina, Yu.P. Ivanova, L. M. Antsiferova\",\"doi\":\"10.14529/ctcr200415\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The work is devoted to the problem of mathematical modeling and search for optimal control of the dynamics of the insulin-glucose balance in human blood, represented by a nonsmooth sys-tem of differential equations with a constant delay. Aim. This study is aimed at developing and numerically solving the problem of optimal control of the glycemic profile in patients with type 1 di-abetes mel¬litus by insulin therapy, based on the optimality conditions for nonsmooth systems with a constant delay in the phase variable. Methods. The general research technique of the problem under study is based on the mathematical theory of optimal control, the theory of numerical methods, the theory of differential equations with a nonsmooth right-hand side and with a lagging argument. When implementing the software package, the methods of object-oriented design are used. Results. In this study, on the basis of the initial dynamic model proposed by N.A. Shirokova, the problem of optimal control of the dynamics of glycemic regulation in patients with type 1 diabetes mellitus with a non¬smooth right side and a constant delay in the phase variable is constructed. On the basis of the necessary optimality condition obtained for the constructed optimal control problem, algorithmic and software tools have been developed, with the help of which optimal programs are obtained, and their meaningful interpretation is presented. Conclusion. The results obtained on the basis of the software implementation of numerical algorithms of the developed nonsmooth problem of optimal control of the insulin-glucose balance with a constant lag in the phase variables, make it possible to obtain the data that are necessary for monitoring the situation regarding the change in the glycemic profile, for predicting diabetes mellitus and choosing an effective treatment.\",\"PeriodicalId\":338904,\"journal\":{\"name\":\"Bulletin of the South Ural State University. Ser. Computer Technologies, Automatic Control & Radioelectronics\",\"volume\":\"130 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Bulletin of the South Ural State University. Ser. 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引用次数: 1
摘要
该工作致力于数学建模和寻找人类血液中胰岛素-葡萄糖平衡动力学的最佳控制问题,由具有恒定延迟的非光滑微分方程系统表示。的目标。本研究旨在基于相位变量具有恒定延迟的非光滑系统的最优性条件,开发并数值解决胰岛素治疗对1型糖尿病患者血糖谱的最优控制问题。方法。所研究问题的一般研究方法是基于最优控制的数学理论、数值方法理论、非光滑右侧微分方程理论和滞后参数理论。在软件包的实现过程中,采用了面向对象的设计方法。结果。本研究在na . a . Shirokova提出的初始动力学模型的基础上,构造了右侧不光滑且相位变量为恒定延迟的1型糖尿病患者血糖调节动力学的最优控制问题。在得到所构造的最优控制问题的必要最优性条件的基础上,开发了求解最优控制问题的算法和软件工具,并给出了最优控制问题的有意义的解释。结论。所开发的具有恒定相位滞后的胰岛素-葡萄糖平衡最优控制的非光滑问题的数值算法的软件实现所获得的结果,可以获得监测血糖谱变化情况、预测糖尿病和选择有效治疗方法所必需的数据。
OPTIMAL CONTROL OF GLYCEMIA REGULATION DYNAMICS IN PATIENTS WITH TYPE I DIABETES MELLITUS
The work is devoted to the problem of mathematical modeling and search for optimal control of the dynamics of the insulin-glucose balance in human blood, represented by a nonsmooth sys-tem of differential equations with a constant delay. Aim. This study is aimed at developing and numerically solving the problem of optimal control of the glycemic profile in patients with type 1 di-abetes mel¬litus by insulin therapy, based on the optimality conditions for nonsmooth systems with a constant delay in the phase variable. Methods. The general research technique of the problem under study is based on the mathematical theory of optimal control, the theory of numerical methods, the theory of differential equations with a nonsmooth right-hand side and with a lagging argument. When implementing the software package, the methods of object-oriented design are used. Results. In this study, on the basis of the initial dynamic model proposed by N.A. Shirokova, the problem of optimal control of the dynamics of glycemic regulation in patients with type 1 diabetes mellitus with a non¬smooth right side and a constant delay in the phase variable is constructed. On the basis of the necessary optimality condition obtained for the constructed optimal control problem, algorithmic and software tools have been developed, with the help of which optimal programs are obtained, and their meaningful interpretation is presented. Conclusion. The results obtained on the basis of the software implementation of numerical algorithms of the developed nonsmooth problem of optimal control of the insulin-glucose balance with a constant lag in the phase variables, make it possible to obtain the data that are necessary for monitoring the situation regarding the change in the glycemic profile, for predicting diabetes mellitus and choosing an effective treatment.