DocumentCode :
2917498
Title :
An empirical model of end-tidal CO2 response to minute ventilation
Author :
Hahn, Jin-Oh ; Shrawane, Prasad ; Dumont, Guy A. ; Ansermino, J. Mark
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada
fYear :
2010
fDate :
Aug. 31 2010-Sept. 4 2010
Firstpage :
524
Lastpage :
527
Abstract :
This paper presents an empirical model of end-tidal CO2 (PETCO2) 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 PETCO2 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 (r2) of 0.81+/-0.18 (mean+/-SD) when a 2nd-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.
Keywords :
affine transforms; carbon compounds; closed loop systems; medical control systems; pneumodynamics; ventilation; CO2; affine transform; artificial respiration; closed-loop control; empirical model; end-tidal CO2 response; linear dynamic system; low-order high-fidelity representation; minute ventilation; root-mean-squared error; second order rational transfer function; Analytical models; Data models; Lungs; Production; Transfer functions; Transforms; Ventilation; Algorithms; Carbon Dioxide; Child; Databases, Factual; Humans; Least-Squares Analysis; Models, Biological; Respiration, Artificial; Tidal Volume;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4123-5
Type :
conf
DOI :
10.1109/IEMBS.2010.5626059
Filename :
5626059
Link To Document :
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