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An adaptive controller for noisy pressure controlled ventilation

机译:噪声控制通风的自适应控制器

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摘要

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:人们对可变通风和压力控制通风(PCV)的使用越来越感兴趣。但是,将这些方法组合为“嘈杂的PCV”将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法的新控制系统,该方法会自动调整PCV期间的驱动压力模式,以实现所需的潮气量(VT)可变性模式。在数值模拟过程中对控制器进行了测试,在呼吸系统力学和机械通风设置中应用了阶跃变化。每次更改后,收敛(tc)到所需VT变异性模式所需的时间,以及t期间测得的VT模式和目标VT模式之间的分钟通气量(AMV)之差。被确定。新控制器的数值模拟结果为:1)tc <30个呼吸循环,除非低估了呼吸系统的表观弹性(E *)> 25%; 2)tc仅受E *影响最小; 3)未正确估计E *时,tc较大; 4)AMV的绝对值<22.2%。新的嘈杂的PCV控制器具有令人满意的性能,并且可能对机械通风实践很有用。

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