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Real-Time Error Control for Surgical Simulation

Authors: Bui, Huu Phuoc; Tomar, Satyendra; Courtecuisse, Hadrien; Cotin, Stéphane; Bordas, Stéphane;

Real-Time Error Control for Surgical Simulation

Abstract

Objective: To present the first real-time a posteriori error-driven adaptive finite element approach for real-time simulation and to demonstrate the method on a needle insertion problem. Methods: We use corotational elasticity and a frictional needle/tissue interaction model. The problem is solved using finite elements within SOFA. The refinement strategy relies upon a hexahedron-based finite element method, combined with a posteriori error estimation driven local $h$-refinement, for simulating soft tissue deformation. Results: We control the local and global error level in the mechanical fields (e.g. displacement or stresses) during the simulation. We show the convergence of the algorithm on academic examples, and demonstrate its practical usability on a percutaneous procedure involving needle insertion in a liver. For the latter case, we compare the force displacement curves obtained from the proposed adaptive algorithm with that obtained from a uniform refinement approach. Conclusions: Error control guarantees that a tolerable error level is not exceeded during the simulations. Local mesh refinement accelerates simulations. Significance: Our work provides a first step to discriminate between discretization error and modeling error by providing a robust quantification of discretization error during simulations.

12 pages, 16 figures, change of the title, submitted to IEEE TBME

Countries
Luxembourg, France, Slovenia
Keywords

FOS: Computer and information sciences, Finite element method, [SDV.MHEP.CHI] Life Sciences [q-bio]/Human health and pathology/Surgery, FEM Finite Element Model, finite element method, Finite Element Analysis, [INFO] Computer Science [cs], : Multidisciplinaire, généralités & autres [C99] [Ingénierie, informatique & technologie], Computational Engineering, Finance, and Science (cs.CE), info:eu-repo/classification/udc/004, FOS: Mathematics, real-time error estimates, real-time error estimate, Humans, Computer Simulation, Mathematics - Numerical Analysis, Computer Science - Computational Engineering, Finance, and Science, [INFO.INFO-BI] Computer Science [cs]/Bioinformatics [q-bio.QM], : Multidisciplinary, general & others [C99] [Engineering, computing & technology], A poste-riori error estimate, [PHYS.MECA.BIOM] Physics [physics]/Mechanics [physics]/Biomechanics [physics.med-ph], Numerical Analysis (math.NA), adaptive refinement, [SDV] Life Sciences [q-bio], Needle insertion, Liver, Needles, Surgical Procedures, Operative, Adaptive refinement, [INFO.INFO-MO] Computer Science [cs]/Modeling and Simulation, Real-time simulations, constraint-based interaction, Algorithms

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
48
Top 10%
Top 10%
Top 10%
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hybrid
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