the finite cell method: high order simulation of complex ... · • macroscopic mechanical...

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                                       Computation in Engineering  CSE 09     6/2009 The Finite Cell Method: High order simulation of complex structures without meshing E. Rank, A. Düster, D. Schillinger, Z. Yang  Fakultät für Bauingenieur- und Vermessungswesen Technische Universität München, Germany This work has partially been supported from the Excellence Initiative by the German Government,                        the German Science Foundation (DFG) and SIEMENS AG U. Rüde, N. Thürey, T. Pohl , S. Donath, D. Bartuschat, C. Körner Technische Fakultät der Universität Erlangen-Nürnberg, Germany

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Page 1: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

The Finite Cell Method: High order simulation of complex structures without meshing

E. Rank, A. Düster, D. Schillinger, Z. Yang

 Fakultät für Bauingenieur­ und Vermessungswesen

Technische Universität München, Germany

This work has partially been supported from the Excellence Initiative by the German Government,                        the German Science Foundation (DFG) and SIEMENS AG

U. Rüde, N. Thürey, T. Pohl , S. Donath, D. Bartuschat, C. Körner

Technische Fakultät der Universität Erlangen­Nürnberg, Germany

Page 2: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

From: Wikipedia

Metal foams

Page 3: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Goal: Virtual material designObtain mechanical properties from process parameters of foam generation

Step 1: Simulation of foam generation 

(Lattice Boltzmann Method)

Step 2: (Microscopic) structural simulation

 to obtain mechanical properties

(Finite Cell Method)

Page 4: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Overview

• Motivation

• Foam generation by the Lattice Boltzmann method

• High order finite cell method: Basic principles

• Accuracy considerations

• Aplication to porous structures

• Summary

Page 5: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

0=⋅∇ u‚

uPuutu ����

210

)( ∇+∇−=∇+∂∂ νρ

Partial differential equations (Navier–Stokes)

e.g. Finite Difference /Finite Volume equations

Discretization

Discrete model(LGCA or LBM)

Multi–scale analysis

Lattice­Boltzmann simulation

Page 6: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

The Boltzmann equation:

homogenous "fluid" discrete "particles"

),( ffQxf

tf =

∂∂+

∂∂

8Øξ

: time

: spatial coordinate

: particle velocity

: Probability to find a particle with    velocity      at time      and position   

: Collision operator

tx�

ξ�

f

Qξ�

t xH

Page 7: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

• Simulate multi–particle system behaviour throughartificial microworlds of particles residing on a computational lattice

• Approximate Boltzmann equation on a lattice with FD­method

continuum lattice

( ) ( ) ( ) ( )( ) ieq

iiiii Ftxftxftxftttexf +−−=−++ ,,1

,,

τδδ

Page 8: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Extension to free surface flowC. Körner,  M. Thies, T. Hofmann, N. Thürey, and U. Rüde: 

Journal of Statistical Physics, Vol 121, 2005

• Two phases: Gas and liquid

• Surface capturing method

• Volume of fluid approach

Page 9: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

C. Körner,  M. Thies, T. Hofmann, N. Thürey, and U. Rüde: 

Journal of Statistical Physics, Vol 121, 2005

Page 10: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Idea:

• ‚Virtual‘ material tests to predict macroscopic mechanical properties (e.g. tension and shear test)

Problem:• Mesh generation!

Our approach:• Finite Cell Method for 

mesh­free structural simulation

Page 11: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Overview

• Motivation

• Foam generation by the Lattice Boltzmann method

• High order finite cell method: Basic principles

• Accuracy considerations

• Aplication to porous structures

• Summary

Page 12: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Finite Cell Method (FCM): The basic formulation

exact solution: exact solution:

‘zero extension’:

+

Page 13: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Discontinuous integrand 

• High order integration schemes

• Sub­cell integration

• Local integration mesh

• A ‘cell’ is a finite element on the extended domain which needs yet not conform with the boundary of the original domain

• Discretization by finite element shape functions on ‘cells’

Page 14: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Overview

• Motivation

• Foam generation by the Lattice Boltzmann method

• High order finite cell method: Basic principles

• Accuracy considerations

• Aplication to porous structures

• Summary

Page 15: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Assumptions:

• The structure consists of (homogeneous or inhomogeneous) material with (uniformly or randomly) distributed voids on the microscale

• Singularities do not play a dominant role on the microscale

Question:

• What is, for a given desired energy norm error, the ratio of degrees of freedom between FCM and classical FEM (h­extension) ?

Page 16: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Model problem for investigating the energy error per unit pore

Page 17: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

h­extension

1% by 100000 dof

6% by 3000 dof3% by 12000 dof

Page 18: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Finite Cell Method: 4 cells, p­extension

1% by 500 dof

Page 19: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

von Mises stress along the cut­lines

Page 20: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Finite Cell method Reference Solution (p­FEM)

von Mises contours

Page 21: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Tensile plate with many inclusions

Finite element mesh Finite cell mesh

Page 22: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Tensile plate with many inclusions

Error in von Mises stresses nowhere larger than 1% 

Page 23: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Overview

• Motivation

• Foam generation by the Lattice Boltzmann method

• High order finite cell method: Basic principles

• Accuracy considerations

• Aplication to porous structures

• Summary

Page 24: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

A 3D­example: X­ray MicroCT examination of human bone

Baruffaldi, Perilli, Bn_326, from: The BEL Repository, http: //www.techno.ior.it/VRLABInstituti Ortopedici Rizzoli, Bologna, Italy

Human bone biopsy, taken from the femoral neck

Geometry:

Page 25: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

190 x 176 x 71 voxel

Voxel model

Page 26: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

2412 hexahedrals (cells)

Finite Cells

Page 27: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

190 x 176 x 71 voxel

Voxel model

Page 28: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Reference solution based on the FEM (Abaqus, Netgen)

Netgen (Schöberl, www.hpfem.jku.at/netgen)

23,450 – 2,129,547

quadratic tetrahedral (10­noded) elements

Page 29: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Mesh generator: Netgen (Schöberl, www.hpfem.jku.at/netgen)23,450 – 2,129,547 tets

*Intel® Xeon® E5405 (2,00 GHz, 1.333 MHz, 2 x 6 MB, Quad­Core)

FCM: 2412 cells

Page 30: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

From:

C. Körner,  M. Thies, T. Hofmann, N. Thürey, and U. Rüde: 

Journal of Statistical Physics, Vol 121, 2005

Foam generation with LBM

Page 31: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Uniaxial tension test

Page 32: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Structural analysis with FCM

Page 33: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Strain Energy as measure for Young‘s modulus 

Computational effort for p=6:

• 770 sec on Intel quadcore­processor workstation

• No time for meshing

Page 34: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Summary• Macroscopic mechanical properties of porous media, e.g. foam like 

structures are determined by their microscopic geometric structure

• The Lattice Boltzmann Method with free surface flow allows simulation of the formation of  the microscopic structure of metal foams

• With the High order Finite Cell Method geometrically complex structures can be simulated without meshing

Future work• More investigations to verification and validation necessary

• Extension of the method to obtain nonlinear material properties 

• Combination with stochastic analysis

Page 35: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Page 36: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

Macroscopicquantities

Particle distribution functions

Discrete model

(ensemble­averaging)

 Multiple­relaxation­time lattice­Boltzmann equation

Page 37: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

linear elastic material behaviour assumed

Finite Cells

190 x 176 x 71 voxel

Page 38: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

A 3D­example: X­ray MicroCT examination of human bone

Baruffaldi, Perilli, Bn_326, from: The BEL Repository, http: //www.techno.ior.it/VRLABInstituti Ortopedici Rizzoli, Bologna, Italy

Human bone biopsy, taken from the femoral neck

Geometry:

Page 39: The Finite Cell Method: High order simulation of complex ... · • Macroscopic mechanical properties of porous media, e.g. foam like structures are determined by their microscopic

                                       

Computation in Engineering  

CSE 09     

6/2009

• Embedded domain method

• Fictitious domain method

• Meshfree/meshless methods

• Level set methods

in general for low order approximations, only.

Also similarities to

• Extended/enhanced finite element methods

• Generalized finite element methods

• Unfitted discontinuous Galerkin method

Some related methods