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Quantifying discretization errors for soft tissue simulation in computer assisted surgery: A preliminary study

Type
Articles dans des revues avec comité de lecture
Author
DUPREZ, Michel
542019 Laboratoire Jacques-Louis Lions [LJLL (UMR_7598)]
BORDAS, Stéphane Pierre Alain
97637 Faculté des Sciences, de la Technologie et de la Communication [FSTC]
BUCKI, Marek
BUI, Huu Phuoc
45 Laboratoire de Mathématiques de Besançon (UMR 6623) [LMB]
CHOULY, Franz
50 Institut de Mathématiques de Bourgogne [Dijon] [IMB]
LLERAS, Vanessa
410122 Université de Montpellier [UM]
LOBOS, Claudio
255588 Departamento de Ingenieria Informatica [Santiago]
LOZINSKI, Alexei
45 Laboratoire de Mathématiques de Besançon (UMR 6623) [LMB]
ROHAN, Pierre-Yves
466360 Institut de Biomecanique Humaine Georges Charpak
TOMAR, Satyendra
97637 Faculté des Sciences, de la Technologie et de la Communication [FSTC]

URI
http://hdl.handle.net/10985/17105
DOI
10.1016/j.apm.2019.07.055
Date
2020
Journal
Applied Mathematical Modelling

Abstract

Errors in biomechanics simulations arise from modelling and discretization. Modelling errors are due to the choice of the mathematical model whilst discretization errors measure the impact of the choice of the numerical method on the accuracy of the approximated solution to this specific mathematical model. A major source of discretization errors is mesh generation from medical images, that remains one of the major bottlenecks in the development of reliable, accurate, automatic and efficient personalized, clinically-relevant Finite Element (FE) models in biomechanics. The impact of mesh quality and density on the accuracy of the FE solution can be quantified with a posteriori error estimates. Yet, to our knowledge, the relevance of such error estimates for practical biomechanics problems has seldom been addressed, see Bui et al. (2018). In this contribution, we propose an implementation of some a posteriori error estimates to quantify the discretization errors and to optimize the mesh. More precisely, we focus on error estimation for a user-defined quantity of interest with the Dual Weighted Residual (DWR) technique. We test its applicability and relevance in three situations, corresponding to experiments in silicone samples and computations for a tongue and an artery, using a simplified setting, i.e., plane linearized elasticity with contractility of the soft tissue modeled as a pre-stress. Our results demonstrate the feasibility of such methodology to estimate the actual solution errors and to reduce them economically through mesh refinement.

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