DocumentCode :
3693265
Title :
Distributed Cerebral Blood Flow estimation using a spatiotemporal hemodynamic response model and a Kalman-like Filter approach
Author :
Zehor Belkhatir;Sarah Mechhoud;Taous-Meriem Laleg-Kirati
Author_Institution :
Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah university of science and technology, KSA, Saudi Arabia
fYear :
2015
fDate :
7/1/2015 12:00:00 AM
Firstpage :
1349
Lastpage :
1354
Abstract :
This paper discusses the estimation of distributed Cerebral Blood Flow (CBF) using spatiotemporal traveling wave model. We consider a damped wave partial differential equation that describes a physiological relationship between the blood mass density and the CBF. The spatiotemporal model is reduced to a finite dimensional system using a cubic b-spline continuous Galerkin method. A Kalman Filter with Unknown Inputs without Direct Feedthrough (KF-UI-WDF) is applied on the obtained reduced differential model to estimate the source term which is the CBF scaled by a factor. Numerical results showing the performances of the adopted estimator are provided.
Keywords :
"Mathematical model","Estimation","Brain modeling","Hemodynamics","Spatiotemporal phenomena","Blood","Splines (mathematics)"
Publisher :
ieee
Conference_Titel :
Control Conference (ECC), 2015 European
Type :
conf
DOI :
10.1109/ECC.2015.7330726
Filename :
7330726
Link To Document :
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