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Reduced order modeling of blood perfusion in parametric multipatch liver lobules

  • Ahsan Ali Siddiqui (Corresponding author)
  • , Etienne Jessen
  • , Stein K.F. Stoter
  • , David Néron
  • , Dominik Schillinger

Research output: Contribution to journal › Article › Academic › peer-review

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Abstract

In this paper, we present a computationally efficient reduced order model for obtaining blood perfusion profiles within parametric functional units of the liver called ‘lobules’. We consider Darcy’s equation in two-dimensional hexagonal lobule domains with six flow inlets and one outlet, whose positions are parameterized to represent varying lobule geometries. To avoid the meshing effort for every new lobule domain, we map the parametric domain onto a single reference domain. By making use of the contra-variant Piola mapping, we represent solutions of the parametric domains in the reference domain. We then construct a reduced order model via proper orthogonal decomposition (POD). Additionally, we employ the discrete empirical interpolation method (DEIM) to treat the non-affine parameter dependence that appears due to the geometric mapping. For sampling random shapes and sizes of lobules, we generate Voronoi diagrams (VD) from Delaunay triangulations and use an energy minimization problem to control the packing of the lobule structures. To reduce the dimension of the parameterized problem, we exploit the mesh symmetry of the full lobule domain to split the full domain into six rotationally symmetric subdomains. We then use the same set of reduced order basis (ROB) functions within each subdomain for the construction of the reduced order model. We close our study by a thorough investigation of the accuracy and computational efficiency of the resulting reduced order model.

Original languageEnglish
Article number22
Number of pages28
JournalAdvanced Modeling and Simulation in Engineering Sciences
Volume11
Issue number1
DOIs
Publication statusPublished - Dec 2024

Keywords

  • Blood perfusion
  • Dimension reduction
  • Discrete empirical interpolation
  • Liver mechanics
  • Model order reduction
  • Proper orthogonal decomposition

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