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一种具有明确目标函数的闭环机械通气控制器。

A closed-loop mechanical ventilation controller with explicit objective functions.

作者信息

Jandre Frederico C, Pino Alexandre V, Lacorte Ivanir, Neves João Henrique S, Giannella-Neto Antonio

机构信息

Biomedical Engineering Program/COPPE, Federal University of Rio de Janeiro, RJ 21945-970, Brazil.

出版信息

IEEE Trans Biomed Eng. 2004 May;51(5):823-31. doi: 10.1109/TBME.2004.826678.

Abstract

A closed-loop lung ventilation controller was designed, aiming to: 1) track a desired end-tidal CO2 pressure (Pet CO2), 2) find the positive end-expiratory pressure (PEEP) of minimum estimated respiratory system elastance (Ers,e), and 3) follow objective functions conjectured to reduce lung injury. After numerical simulations, tests were performed in six paralyzed piglets. Respiratory mechanics parameters were estimated by the recursive least squares (RLS) method. The controller incorporated a modified PI controller for Pet CO2 and a gradient descent method for PEEP. In each animal, three automated PEEP control runs were performed, as well as a manual PEEP titration of Ers,e and a multiple PetCO2 step change trial. Overall performance indexes were obtained from PEEP control, such as minimum Ers,e (37.0 +/- 4.5 cmH2O x L(-1)), time to reach the minimum Ers,e (235 +/- 182 s) and associated PEEP (6.5 +/- 1.0 cmH2O), and from Pet CO2 control, such as rise time (53 +/- 22 s), absolute overshoot/undershoot of PetCO2 (3 +/- 1 mmHg), and settling time (145 +/- 72 s). The resulting CO2 controller dynamics approximate physiological responses, and results from PEEP control were similar to those obtained by manual titration. Multiple dependencies linking the involved variables are discussed. The present controller can help to implement and evaluate objective functions that meet clinical goals.

摘要

设计了一种闭环肺通气控制器,旨在:1)跟踪期望的呼气末二氧化碳分压(Pet CO2);2)找到估计呼吸系统弹性(Ers,e)最小的呼气末正压(PEEP);3)遵循推测可减少肺损伤的目标函数。经过数值模拟后,对六只瘫痪仔猪进行了测试。通过递归最小二乘法(RLS)估计呼吸力学参数。该控制器包括用于Pet CO2的改进型PI控制器和用于PEEP的梯度下降法。在每只动物中,进行了三次自动PEEP控制运行,以及一次手动滴定Ers,e的PEEP滴定和一次PetCO2多步变化试验。从PEEP控制中获得了总体性能指标,如最小Ers,e(37.0 +/- 4.5 cmH2O x L(-1))、达到最小Ers,e的时间(235 +/- 182 s)和相关的PEEP(6.5 +/- 1.0 cmH2O),以及从Pet CO2控制中获得的性能指标,如上升时间(53 +/- 22 s)、PetCO2的绝对过冲/下冲(3 +/- 1 mmHg)和稳定时间(145 +/- 72 s)。所得的CO2控制器动态特性近似生理反应,PEEP控制的结果与手动滴定获得的结果相似。讨论了相关变量之间的多重依赖性。本控制器有助于实施和评估符合临床目标的目标函数。

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