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Nonlinear Control Analysis of an ICU Model for Tight Glycaemic Control

机译:ICU模型的非线性控制分析紧缩血糖控制

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Intensive care is one of the most challenging areas of modern medicine. Maintenance of glucose levels in intensive care unit (ICU) patients via control of insulin inputs is an active research field. Accurate metabolic system models are a critical element of automatic control. Different ICU models appeared in the literature some of them already validated in clinical trials. The current paper analyzes and gives a nonlinear synthesis of a frequently used ICU metabolic system model's redefined version. The model has been already validated in clinical trials. Global control characteristics are determined using nonlinear analysis. Results of reachability and observability are explained regarding physiological meanings, and then exact linearization is computed. Finally, quasi affine linear parameter varying (qALPV) modeling methodology is applied and compared with results obtained by exact linearization. It is demonstrated that inside the chosen scheduling parameters' vertex the qAPLV model represents the nonlinear system itself without any approximation. Conclusions are drawn from this analysis for further robust nonlinear model based controller design.
机译:重症监护是现代医学最具挑战性的地区之一。通过控制胰岛素投入的重症监护单元(ICU)血糖水平的维护是一个活跃的研究领域。精确的代谢系统模型是自动控制的关键元素。不同的ICU模型出现在文献中,其中一些已经在临床试验中验证。目前的纸张分析并提供了常用的ICU代谢系统模型的重新定义版本的非线性合成。该模型已在临床试验中验证。使用非线性分析确定全局控制特性。对生理含义解释了可达性和可观察性的结果,然后计算精确的线性化。最后,应用准仿射线性参数变化(QALPV)建模方法,并与通过精确线性化获得的结果进行比较。据证明,在所选的调度参数的顶点内部QAPLV模型表示非线性系统本身而没有任何近似。从该进一步稳健的非线性模型的控制器设计中,从该分析中得出结论。

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