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An adaptive controller for noisy pressure controlled ventilation

机译:用于嘈杂的压力控制通气的自适应控制器

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There is a growing interest in the use of variable ventilation and pressure controlled ventilation (PCV). However, the combination of these approaches as "noisy PCV" would require a mechanical ventilation system that adapts to the respiratory system mechanics. In this work, we evaluated a new control system based on an adaptive least mean squares approach, which automatically tunes the pattern of the driving pressure during PCV to achieve a desired variability pattern of tidal volume (VT). The controller was tested during numerical simulations, applying step changes in respiratory system mechanics and in mechanical ventilation settings. The time needed to converge (tc) to the desired VT variability pattern after each change, and the difference in minute ventilation (AMV) between measured and target pattern of VT during t,. were determined. The numerical simulations of the new controller resulted in: 1) tc < 30 respiratory cycles, except when underestimation of the apparent elastance of the respiratory system (E*) was > 25 %; 2) tc only minimally influenced by E*; 3) larger tc when E* was not correctly estimated; 4) absolute value of AMV < 22.2 %. The new noisy PCV controller had a satisfactory performance and could prove interesting for mechanical ventilation practice.
机译:在使用可变通风和压力控制通风(PCV)时,存在越来越兴趣。然而,这些方法的组合为“嘈杂的PCV”需要一种适应呼吸系统力学的机械通风系统。在这项工作中,我们评估了一种基于自适应最小均方方块的新控制系统,其在PCV期间自动调谐驱动压力的图案,以实现潮气量(VT)的期望可变性模式。在数值模拟期间测试控制器,在呼吸系统力学和机械通风环境中应用步骤变化。在每次改变之后将(TC)收敛到所需的VT变异图案所需的时间,以及在T的测量和目标图案之间的测量和目标模式之间的微小通风(AMV)的差异。确定了。新控制器的数值模拟导致:1)TC <30呼吸周期,除非低估呼吸系统(E *)的表观弹性> 25%; 2)TC仅受E *的最小影响; 3)当E *未正确估计时,TC更大; 4)AMV的绝对值<22.2%。新的嘈杂PCV控制器具有令人满意的性能,并且可以证明对机械通气练习有趣。

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