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

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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Publication Details

Journal
Infinite Science GmbH
Published
2025-12-17
DOI
https://doi.org/10.18416/automed.2026.2525
Primary Topic
Neonatal Respiratory Health Research
Type
article
Field-Weighted Citation Impact
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article

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

Valerie Pfannschmidt, Lorenz Michael, Marian Walter, Mark Schoberer et al.
Infinite Science GmbH
Neonatal Respiratory Health Research
article

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

Valerie Pfannschmidt, Lorenz Michael, Marian Walter, Mark Schoberer, S. Leonhardt, André Stollenwerk
article en

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.

Infinite Science GmbH
Adolescent Health Clinic (US), Child, Adolescent and Family Mental Health (CA), Embedded Systems (United States) (US), RWTH Aachen University (DE)
Good health and well-being
Openalex Percentile: Top 23%
Neonatal Respiratory Health Research
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Evaluation of a two-compartment CO2 gas exchange model for neonates in preterm lamb data — Valerie Pfannschmidt, Lorenz Michael, et al. · Infinite Science GmbH (2025) | TGRS Research Map | TGRS