糖尿病患者胰岛素注射智能控制器的研制

A. P. Adedigba, A. R. Zubair, A. Aibinu, Steve A. Adeshina, Olumide Okubadejo, T. A. Folorunso
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引用次数: 0

摘要

糖尿病(DM)是一种葡萄糖-胰岛素调节系统的疾病,在这种疾病中,产生胰岛素的β细胞被破坏,从而无法产生胰岛素,使身体无法调节葡萄糖。糖尿病具有很高的社会经济成本,因为它需要长期监测和个人护理来预防或减少并发症。未控制或控制不良的糖尿病可导致微血管和大血管并发症的发生或发展。研究表明,适当甚至严格的血糖控制可以预防或延缓并发症的发生,并最终减少并发症的发生。胰岛素治疗是控制血糖的一种方法,但由于胰岛素治疗疼痛严重,导致患者不坚持胰岛素治疗的现象普遍存在。本文从控制工程的角度对胰岛素自动注射的研究进展进行了综述。回顾的技术基本上是闭环方法,包括PID控制器,模型预测控制器和使用机器学习方法的自适应控制器技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Towards the Development of Intelligent Insulin Injection Controller For Diabetic Patients
Diabetes Mellitus (DM) is a disease of the glucose-insulin regulatory system where the insulin producing beta-cells has been damaged thereby producing none to very little insulin leaving the body with no means of regulating glucose. DM has high socioeconomic costs because it needs long term monitoring and individual care to prevent or decrease complications. Uncontrolled or poorly controlled diabetes lead to evolution or development of microvascular and macrovascular complications. It has been shown that adequate or even tight glycaemic control can prevent or delay complications and finally can reduce these complications. One of this glycaemic control is insulin therapy, meanwhile, non-adherence to the therapy due to its sever pain is prevalent among patients. In this paper, a review of research efforts towards the development of automatic insulin injection from control engineering perspective is presented. The reviewed techniques are basically closed loop approach, which include PID controllers, Model Predictive Controllers and Adaptive Controller techniques using machine learning approaches.
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