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Backstepping Sliding Mode Gaussian Insulin Injection Control for Blood Glucose Regulation in Type I Diabetes Patient

机译:Backstepping滑动模式高斯胰岛素注射控制I型糖尿病患者血糖调节

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摘要

New efforts have been made to build up prototypes of subcutaneous closed-loop systems for controlling blood glucose (BG) levels in type I diabetes mellitus (TIDM) patients with the development of clinically accurate continuous glucose monitors, automated microinsulin dispenser (MID), and control algorithms. There is an urgency to develop new control algorithm to determine the desired dose of insulin for maintaining normal BG levels. As a solution to the above issue, a novel backstepping sliding mode Gaussian controller (BSMGC) is proposed whose gains vary dynamically with respect to the error signal. A feedback control law is formulated by a hybrid approach based on BSMGC. A ninthorder linearized state-space model of a nonlinear TIDM patient with the MID is formulated for the design of the BSMGC. This controller is evaluated, and the results are compared with other recently published control techniques. The output responses clearly reveal the better performance of the proposed method to control the BG level within the range of normoglycaemia in terms of accuracy, robustness and handling uncertainties.
机译:已经制定了新的努力,建立了用于控制I型糖尿病(TIDM)患者的血糖(BG)患者的皮下闭环系统的原型,以开发临床准确的连续葡萄糖监测器,自动化微胰岛素分配器(中间)和控制算法。存在新的控制算法来确定用于维持正常BG水平的所需剂量的胰岛素。作为上述问题的解决方案,提出了一种新的BackStepping滑动模式高斯控制器(BSMGC),其增益相对于误差信号变化。通过基于BSMGC的混合方法制定反馈控制定律。为BSMGC的设计配制了具有MID的非线性TIDM患者的第九次线性化状态空间模型。评估该控制器,并将结果与​​最近公布的控制技术进行比较。输出响应清楚地揭示了在准确性,鲁棒性和处理不确定性方面控制常规扩张范围内的BG水平的提出的方法的更好性能。

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