Sequential parameter estimation for fluid-structure problems: Application to hemodynamics

被引:78
作者
Bertoglio, Cristobal [1 ]
Moireau, Philippe [1 ]
Gerbeau, Jean-Frederic [1 ]
机构
[1] INRIA Paris Rocquencourt, F-78153 Le Chesnay, France
关键词
inverse problem; fluid-structure interaction; reduced-order unscented Kalman filter; arterial stiffness estimation; DATA ASSIMILATION; KALMAN; FILTERS; STATE;
D O I
10.1002/cnm.1476
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present a robust and computationally efficient parameter estimation strategy for fluidstructure interaction problems. The method is based on a filtering algorithm restricted to the parameter space, known as the reduced-order unscented Kalman filter. It does not require any adjoint or tangent problems. In addition, it can easily be run in parallel, which is of great interest in fluidstructure problems where the computational cost of the forward simulation is already a challenge in itself. We illustrate our methodology with the estimation of the artery wall stiffness from the wall displacement measurements as they could be extracted from medical imaging in a three-dimensional idealized abdominal aortic aneurysm. We also show preliminary results about the estimation of the proximal Windkessel resistance, which is an important parameter for setting appropriate fluid boundary conditions. Copyright (c) 2011 John Wiley & Sons, Ltd.
引用
收藏
页码:434 / 455
页数:22
相关论文
共 34 条
[21]   An inverse technique to deduce the elasticity of a large artery [J].
Lagrée, PY .
EUROPEAN PHYSICAL JOURNAL-APPLIED PHYSICS, 2000, 9 (02) :153-163
[22]   INTRODUCTION TO OBSERVERS [J].
LUENBERGER, DG .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1971, AC16 (06) :596-+
[23]   External tissue support and fluid-structure simulation in blood flows [J].
Moireau, P. ;
Xiao, N. ;
Astorino, M. ;
Figueroa, C. A. ;
Chapelle, D. ;
Taylor, C. A. ;
Gerbeau, J-F .
BIOMECHANICS AND MODELING IN MECHANOBIOLOGY, 2012, 11 (1-2) :1-18
[24]  
Moireau P., ESAIM Control Optim Calc Var EDP Sci, DOI [DOI 10.1051/COCV/2011001, DOI 10.1051/C0CV/2011001]
[25]   Joint state and parameter estimation for distributed mechanical systems [J].
Moireau, Philippe ;
Chapelle, Dominique ;
Le Tallec, Patrick .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2008, 197 (6-8) :659-677
[26]   REDUCED-ORDER UNSCENTED KALMAN FILTERING WITH APPLICATION TO PARAMETER IDENTIFICATION IN LARGE-DIMENSIONAL SYSTEMS [J].
Moireau, Philippe ;
Chapelle, Dominique .
ESAIM-CONTROL OPTIMISATION AND CALCULUS OF VARIATIONS, 2011, 17 (02) :380-405
[27]   Filtering for distributed mechanical systems using position measurements: perspectives in medical imaging [J].
Moireau, Philippe ;
Chapelle, Dominique ;
Le Tallec, Patrick .
INVERSE PROBLEMS, 2009, 25 (03)
[28]   A VARIATIONAL APPROACH FOR ESTIMATING THE COMPLIANCE OF THE CARDIOVASCULAR TISSUE: AN INVERSE FLUID-STRUCTURE INTERACTION PROBLEM [J].
Perego, Mauro ;
Veneziani, Alessandro ;
Vergara, Christian .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2011, 33 (03) :1181-1211
[29]  
Pham DT, 1998, J MARINE SYST, V16, P323
[30]   Singular evolutive Kalman filters for data assimilation in oceanography [J].
Pham, DT ;
Verron, J ;
Gourdeau, L .
COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE II FASCICULE A-SCIENCES DE LA TERRE ET DES PLANETES, 1998, 326 (04) :255-260