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Nonlinear parameter estimation in a model of airway mechanics/pulmonary circulation and gas exchange.

机译:气道力学/肺循环和气体交换模型中的非线性参数估计。

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摘要

A mathematical model of external respiration integrating component models of airway/lung mechanics, pulmonary circulation and gas exchange is presented. The airway system was lumped into: (1) a conducting zone consisting of a rigid compartment in series with a collapsible segment; and (2) a respiratory zone representing respiratory bronchioles and alveolar sacs. Ventilation of the alveolar space was simulated by driving the airway mechanics model with measured intrapleural pressure waveforms obtained experimentally from human subjects in a clinical Pulmonary Function Laboratory (PFL). Pulmonary circulation was described using a lumped tubular compartment with the variation in capillary blood volume being dependent on the surrounding alveolar pressure and the blood flow rates determined by the applied intrapleural pressure and alveolar volume. Gas exchange was described using a one-dimensional spatially distributed model with transport of gas species between air in the alveoli and blood in the pulmonary capillaries driven by the species partial pressure gradient across the alveolar-capillary barrier. The effects of fluctuation in airflow upon the gas composition in the partitioned airway compartments, as well as within the pulmonary capillary, were simulated under conditions of tidal breathing, panting, and forced-vital capacity maneuvers. Results from the model were compared against experimental data obtained in the PFL from normal subjects, and demonstrate the ability of the model in producing reasonable least-squares fits to data using model parameters obtained from a parameter estimation algorithm. The identified model parameters provide a compact description of airway and lung mechanics for an individual subject and may prove useful in assessing pulmonary function and gas exchange abnormalities.
机译:提出了一种综合呼吸道/肺力学,肺循环和气体交换的外部呼吸的数学模型。气道系统分为:(1)传导区,该传导区由与可折叠段串联的刚性隔室组成; (2)代表呼吸细支气管和肺泡囊的呼吸区。在临床肺功能实验室(PFL)中,通过从人类受试者实验获得的测量的胸膜内压力波形来驱动气道力学模型,从而模拟肺泡腔的通气。使用集总的管状隔室描述了肺循环,毛细管血容量的变化取决于周围的肺泡压力以及由所施加的胸膜内压力和肺泡容积确定的血液流速。使用一维空间分布模型描述了气体交换,其中气体物种在肺泡中的空气与肺毛细血管中的血液之间的迁移是由穿过肺泡-毛细血管屏障的物种分压梯度驱动的。在潮气呼吸,喘气和强制肺活量操作的条件下,模拟了气流波动对分隔气道隔室以及肺毛细血管内气体成分的影响。将模型的结果与从正常受试者的PFL中获得的实验数据进行比较,并证明该模型能够使用从参数估计算法中获得的模型参数生成与数据合理的最小二乘拟合。所识别的模型参数为单个受试者提供了气道和肺部力学的紧凑描述,并且可能被证明可用于评估肺功能和气体交换异常。

著录项

  • 作者

    Liu, Christina Huang.;

  • 作者单位

    Rice University.;

  • 授予单位 Rice University.;
  • 学科 Engineering Biomedical.;Biophysics Medical.
  • 学位 Ph.D.
  • 年度 1997
  • 页码 150 p.
  • 总页数 150
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 生物医学工程;生物物理学;
  • 关键词

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