A model reduction approach for the variational estimation of vascular compliance by solving an inverse fluid-structure interaction problem

被引:26
|
作者
Bertagna, Luca [1 ]
Veneziani, Alessandro [1 ]
机构
[1] Emory Univ, Dept Math & Comp Sci, Atlanta, GA 30322 USA
关键词
fluid-structure interaction; blood flow; model reduction; parameter estimation; PDE-CONSTRAINED OPTIMIZATION; POSTERIORI ERROR ESTIMATION; REDUCED BASIS APPROXIMATION; KRYLOV-SCHUR METHODS; PARAMETER-ESTIMATION; DATA ASSIMILATION; FRAMEWORK; EQUATIONS; DYNAMICS; FLOW;
D O I
10.1088/0266-5611/30/5/055006
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Scientific computing has progressively become an important tool for research in cardiovascular diseases. The role of quantitative analyses based on numerical simulations has moved from 'proofs of concept' to patient-specific investigations, thanks to a strong integration between imaging and computational tools. However, beyond individual geometries, numerical models require the knowledge of parameters that are barely retrieved from measurements, especially in vivo. For this reason, recently cardiovascular mathematics considered data assimilation procedures for extracting the knowledge of patient-specific parameters from measures and images. In this paper, we consider specifically the quantification of vascular compliance, i.e. the parameter quantifying the tendency of arterial walls to deform under blood stress. Following up a previous paper, where a variational data assimilation procedure was proposed, based on solving an inverse fluid-structure interaction problem, here we consider model reduction techniques based on a proper orthogonal decomposition approach to accomplish the solution of the inverse problem in a computationally efficient way.
引用
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页数:23
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