Abstract
A multi-technique approach to modelling artificially ventilated patients on the adult general intensive care unit (ICU) is proposed. Compartmental modelling techniques were used to describe the mechanical ventilator and the flexible hoses that connect it to the patient. 3D CFD techniques were used to model flow in the major airways and a Windkessel style balloon model was used to model the mechanical properties of the lungs. A multi-compartment model of the lung based on bifurcating tree structures representing the conducting airways and pulmonary circulation allowed lung disease to be modelled in terms of altered over(V, ) / over(Q, ) ratios within a lognormal distribution of values and it is from these that gas exchange was determined. A compartmental modelling tool, Bathfp, was used to integrate the different modelling techniques into a single model. The values of key parameters in the model could be obtained from measurements on patients in an ICU whilst a sensitivity analysis showed that the model was insensitive to the value of other parameters within it. Measured and modelled values for arterial blood gases and airflow parameters are compared for 46 ventilator settings obtained from 6 ventilator dependent patients. The results show correlation coefficients of 0.88 and 0.85 for the arterial partial pressures of the O2 and CO2, respectively (p 0.01) and of 0.99 and 0.96 for upper airway pressure and tidal volume, respectively (p 0.01). The difference between measured and modelled values was large in physiological terms, suggesting that some optimisation of the model is required. 2009 IPEM.
| Original language | English |
|---|---|
| Pages (from-to) | 1118-1133 |
| Number of pages | 16 |
| Journal | Medical Engineering & Physics |
| Volume | 31 |
| Issue number | 9 |
| Early online date | 20 Aug 2009 |
| DOIs | |
| Publication status | Published - Nov 2009 |
Keywords
- Blood
- Computational fluid dynamics
- Mathematical models
- Intensive care units
- Computational methods
- Biological organs
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