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A velocity tracking approach for the data assimilation problem in blood flow simulations
Author(s) -
Tiago J.,
Guerra T.,
Sequeira A.
Publication year - 2017
Publication title -
international journal for numerical methods in biomedical engineering
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.741
H-Index - 63
eISSN - 2040-7947
pISSN - 2040-7939
DOI - 10.1002/cnm.2856
Subject(s) - discretization , data assimilation , dirichlet distribution , computer science , boundary value problem , basis (linear algebra) , computational fluid dynamics , mathematical optimization , mathematics , algorithm , control theory (sociology) , control (management) , geometry , mathematical analysis , artificial intelligence , engineering , aerospace engineering , physics , meteorology
Several advances have been made in data assimilation techniques applied to blood flow modeling. Typically, idealized boundary conditions, only verified in straight parts of the vessel, are assumed. We present a general approach, on the basis of a Dirichlet boundary control problem, that may potentially be used in different parts of the arterial system. The relevance of this method appears when computational reconstructions of the 3D domains, prone to be considered sufficiently extended, are either not possible, or desirable, because of computational costs. On the basis of taking a fully unknown velocity profile as the control, the approach uses a discretize then optimize methodology to solve the control problem numerically. The methodology is applied to a realistic 3D geometry representing a brain aneurysm. The results show that this data assimilation approach may be preferable to a pressure control strategy and that it can significantly improve the accuracy associated to typical solutions obtained using idealized velocity profiles.