The Effect of Change of Inspired Oxygen Fraction upon Peripheral Oxygen Saturation in Premature Infant: A Mathematical Model Enhancement
Identifikátory výsledku
Kód výsledku v IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21460%2F18%3A00326071" target="_blank" >RIV/68407700:21460/18:00326071 - isvavai.cz</a>
Výsledek na webu
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DOI - Digital Object Identifier
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Alternativní jazyky
Jazyk výsledku
angličtina
Název v původním jazyce
The Effect of Change of Inspired Oxygen Fraction upon Peripheral Oxygen Saturation in Premature Infant: A Mathematical Model Enhancement
Popis výsledku v původním jazyce
Premature infants often suffer from hypoxemia and require oxygen therapy to maintain normal blood oxygen level. Normoxemia is maintained by an adjustment of the fraction of oxygen (FiO2) in the inhaled gas mixture that is set manually or automatically based on peripheral oxygen saturation (SpO2) measured by pulse oximetry. Automatic closed-loop systems for control of oxygenation have many advantages; most importantly the longer time for that SpO2 is kept in the target area. A mathematical model of neonatal oxygen transport was proposed that could be a useful tool for design, validation, and comparison of the automatic control algorithms. In this work we enhanced the original model in two ways. First, a diffusion coefficient was introduced into the compartment that represents the alveolar-capillary membrane and the dynamic response of the overall model was improved. Comparing the SpO2 output of the model with clinical data, R-squared as high as 0.83 was reached. Second, the time delay of O2 delivery after a change of FiO2 during the nCPAP ventilation support was experimentally measured, allowing more realistic performance of the model when simulating closed-loop control of oxygenation.
Název v anglickém jazyce
The Effect of Change of Inspired Oxygen Fraction upon Peripheral Oxygen Saturation in Premature Infant: A Mathematical Model Enhancement
Popis výsledku anglicky
Premature infants often suffer from hypoxemia and require oxygen therapy to maintain normal blood oxygen level. Normoxemia is maintained by an adjustment of the fraction of oxygen (FiO2) in the inhaled gas mixture that is set manually or automatically based on peripheral oxygen saturation (SpO2) measured by pulse oximetry. Automatic closed-loop systems for control of oxygenation have many advantages; most importantly the longer time for that SpO2 is kept in the target area. A mathematical model of neonatal oxygen transport was proposed that could be a useful tool for design, validation, and comparison of the automatic control algorithms. In this work we enhanced the original model in two ways. First, a diffusion coefficient was introduced into the compartment that represents the alveolar-capillary membrane and the dynamic response of the overall model was improved. Comparing the SpO2 output of the model with clinical data, R-squared as high as 0.83 was reached. Second, the time delay of O2 delivery after a change of FiO2 during the nCPAP ventilation support was experimentally measured, allowing more realistic performance of the model when simulating closed-loop control of oxygenation.
Klasifikace
Druh
O - Ostatní výsledky
CEP obor
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OECD FORD obor
20601 - Medical engineering
Návaznosti výsledku
Projekt
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Návaznosti
S - Specificky vyzkum na vysokych skolach
Ostatní
Rok uplatnění
2018
Kód důvěrnosti údajů
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů