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Automated Positive End-Expiratory Pressure Titration during Mechanical Ventilation

机译:机械通风过程中自动化的正端呼气压力滴定

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摘要

Optimizing the positive end-expiratory pressure remains challenging for any clinician treating a patient with acute respiratory distress syndrome. This paper presents an approach to automate a PEEP titration maneuver and identify the best PEEP according to maximal compliance. The respiratory system was modeled by a single-compartment model, and parameters were estimated using multiple linear regression. A classifier identified the best PEEP using the scaled relative change in compliance between PEEP levels based on empirical data from previous manual PEEP titrations. An experimental system allows the in vivo testing of the automated PEEP titration, including additional safety measures. The complete system was tested in a single animal experiment and correctly identified the best PEEP. The introduced system is a step closer towards an automated, standardized PEEP optimization and closed-loop control of mechanical ventilation.
机译:优化阳性呼气压力仍然挑战,任何治疗急性呼吸窘迫综合征的患者。 本文介绍了一种自动化窥视滴定机动的方法,并根据最大顺应性识别最佳PEEP。 呼吸系统由单室模型建模,使用多元线性回归估计参数。 分类器在PEEP级别之间的符合性基于来自之前的手动PEP滴定的经验数据之间的符合性的符合性的符合性的相对变化,可以确定最佳PEEP。 实验系统允许体内测试自动窥视滴定,包括额外的安全措施。 在单个动物实验中测试完整的系统,并正确确定了最佳窥视。 介绍的系统是迈向自动化,标准化窥视优化和机械通气的闭环控制更接近的步骤。

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