Title :
Noise Models in Respiration
Author :
Ward, D.S. ; Jensen, J.I. ; Wiberg, D.M. ; Bellville, J.W.
Author_Institution :
Department of Anesthesia and Department of System Science, University of California, Los Angeles, CA 90024
Abstract :
The physiologically based fluctuations observed in experiments involving the human ventilatory response to inhaled carbon dioxide are incorporated in a number of stochastic models. Least squares is compared with maximum likelihood methods for different noise models. Multiple local maxima observed in the maximum likelihood technique motivate the development of a new method to detect the global maximum. Computation of parameter variances by a modification of the bootstrap method is developed as a check on the Cramer-Rao lower bound presently used.
Keywords :
Carbon dioxide; Fluctuations; Humans; Least squares approximation; Least squares methods; Maximum likelihood detection; Maximum likelihood estimation; Parameter estimation; Ventilation; White noise;
Conference_Titel :
American Control Conference, 1983
Conference_Location :
San Francisco, CA, USA