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Geometric Adaptive Control in Type 1 Diabetes

机译:1型糖尿病的几何自适应控制

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In geometric control model based methods, it is well known that if a nonlinear system has its relative degree equal to the number of states in the neighborhood of a point of equilibrium, thus it is possible to perform a coordinate transformation and a state feedback that transforms the nonlinear system into a linear and controllable one. Stabilization of this system is possible by a simple linear control technique. This method is based on the exact cancellation of nonlinear terms. If the parameters are either time-varying or there is uncertainty in the nonlinear terms of the model, then cancellation would not be longer accurate. The modification of the control method with adaptive parameters, makes asymptotically exact the cancellation of the nonlinear terms and maintains the efficiency of the transformation. This paper presents a nonlinear adaptive control method based on exact linearization techniques applied to the automation of blood glucose regulation in Type-1 diabetes. Using continuous blood glucose monitoring as the input, the method provides the insulin infusion function as the output. Since the insulin infusion calculated drives blood glucose to normal levels, the method mimics the healthy pancreas function and it could be applied in artificial pancreas to control blood glucose in type 1 diabetic patients.
机译:在基于几何控制模型的方法中,众所周知的是,如果非线性系统的相对度等于平衡点附近的状态数,则可以执行坐标变换和变换后的状态反馈将非线性系统变成线性和可控的系统。通过简单的线性控制技术可以稳定该系统。该方法基于非线性项的精确抵消。如果参数随时间变化或模型的非线性项存在不确定性,则取消将不再准确。用自适应参数对控制方法进行修改,可以渐近精确地消除非线性项,并保持变换的效率。本文提出了一种基于精确线性化技术的非线性自适应控制方法,该方法适用于1型糖尿病的血糖调节自动化。使用连续血糖监测作为输入,该方法提供胰岛素输注功能作为输出。由于计算出的胰岛素输注可使血糖达到正常水平,因此该方法模仿了健康的胰腺功能,可用于人工胰腺中以控制1型糖尿病患者的血糖。

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