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