DocumentCode
3258523
Title
Nonlinear modelling of renal blood flow of kidneys
Author
Wang, Alan Tzu-Yuan ; Swain, Akshya K. ; Guild, Sarah-Jane
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of Auckland, Auckland, New Zealand
fYear
2009
fDate
23-26 Jan. 2009
Firstpage
1
Lastpage
6
Abstract
The present study proposes a novel method of modelling the response of the renal blood flow (RBF) of rabbit kidneys to sympathetic nerve activity using polynomial nonlinear autoregressive with exogenous input (NARMAX) model. The nonlinear models were mapped into frequency domain using harmonic probing technique to get linear and nonlinear frequency response functions which are invariant descriptor of the system. The nonlinear model has been shown to be effective in accurately representing RBF dynamics compared to linear models. The effectiveness of the proposed modelling methodology is demonstrated by fitting models to different sets of RBF data collected from several rabbits during infusion of vasoconstrictors and vasodilators that decrease and increase RBF respectively. Frequency domain analysis of the fitted models convincingly demonstrate that similarities exist in the renal dynamics amongst different rabbits and that these are not altered by infusion of vasoconstrictors or vasodilators.
Keywords
autoregressive processes; cardiovascular system; haemodynamics; kidney; neurophysiology; physiological models; polynomial approximation; frequency domain analysis; harmonic probing; kidneys; nonlinear frequency response functions; nonlinear modelling; polynomial nonlinear autoregressive with exogenous input; renal blood flow; sympathetic nerve activity; vasoconstrictors; vasodilators; Blood flow; Blood pressure; Frequency domain analysis; Hypertension; Least squares methods; Nonlinear systems; Polynomials; Predictive models; Pressure control; Rabbits;
fLanguage
English
Publisher
ieee
Conference_Titel
TENCON 2009 - 2009 IEEE Region 10 Conference
Conference_Location
Singapore
Print_ISBN
978-1-4244-4546-2
Electronic_ISBN
978-1-4244-4547-9
Type
conf
DOI
10.1109/TENCON.2009.5396165
Filename
5396165
Link To Document