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Synapse
March 16, 20260 citationsOpen Access

Evaluation of a two-compartment CO2 gas exchange model for neonates in preterm lamb data

LMLorenz MichaelVPValerie PfannschmidtMWMarian Walter

Key Points

  • To evaluate the prediction accuracy of a two-compartment gas exchange model for neonates using preterm lamb data.
  • Utilized animal trial data from preterm lambs.
  • Estimated individual parameter sets within established physiological limits.
  • Assessed model performance against controller design requirements.
  • The two-compartment model showed high prediction accuracy.
  • Individual parameter estimation matched physiological bounds effectively.
  • Model efficiency supports potential application in mechanical ventilation therapy.

Abstract

Gas exchange models have the potential to individualize therapy for patients requiring mechanical ventilation and aid in its automation. This is especially true in neonates, who face an increased risk for respiratory complications and ventilator-induced lung injury. Low-order, low-complexity models are commonly used for controller design due to their computational efficiency. Controller performance is affected by the model’s prediction accuracy, necessitating thorough evaluation. This work evaluates the prediction accuracy of a two-compartment gas exchange model with animal trial data. Individual parameter sets have been estimated within physiological bounds.

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Cite This Study

Michael et al. (2025) studied this question.

synapsesocial.com/papers/69b79e538166e15b153ab738https://doi.org/10.18416/automed.2026.2525
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Capnometry for Physiological Closed-Loop Ventilation in Neonates: Estimating PaCO2 from etCO22024
  2. 2Simulation and Analysis of an Integrated Cardiopulmonary Gas Exchange Model Under Different Pathological Conditions2025 · 1 citations
  3. 3Individualized estimation of arterial carbon dioxide partial pressure using machine learning in children receiving mechanical ventilation2024 · 3 citations
  4. 4Mathematical modelling of intraoperative gas exchange in extracorporeal oxygenation2025
  5. 5Mathematical modeling of the respiratory system in swine with acute respiratory distress syndrome2026