학술논문

An empirical model of end-tidal CO2 response to minute ventilation
Document Type
Conference
Source
2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE. :524-527 Aug, 2010
Subject
Bioengineering
Signal Processing and Analysis
Robotics and Control Systems
Communication, Networking and Broadcast Technologies
Computing and Processing
Ventilation
Analytical models
Transforms
Transfer functions
Lungs
Data models
Production
Language
ISSN
1094-687X
1558-4615
Abstract
This paper presents an empirical model of end-tidal CO 2 (P ET CO 2 ) response to minute ventilation (MV) for use in the closed-loop control of artificial respiration. An affine model structure consisting of a linear dynamic system followed by an affine transform is presented. It is proposed that this derives a low-order, high-fidelity representation of the respiratory process that can describe the positive and inversely proportional relationship between P ET CO 2 and MV. The efficacy of the model is evaluated using experimental respiratory data from 18 human subjects. The model performed well with a root-mean-squared error (RMSE) of 0.22+/−0.15mmHg and a coefficient of determination (r 2 ) of 0.81+/−0.18 (mean+/−SD) when a 2 nd -order rational transfer function was used as the linear component of the model. The physiologic implication of the model is analyzed by comparison with a traditional compartment model that is widely used in pharmacological modeling.