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Simulation of Filter Media Using Simulation of Filter Media Using Simulation of Filter Media Using Simulation of Filter Media Using

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Page 1: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

Simulation of Filter Media UsingSimulation of Filter Media UsingSimulation of Filter Media UsingSimulation of Filter Media Using

Page 2: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

Simulation of Filter Media UsingSimulation of Filter Media UsingSimulation of Filter Media UsingSimulation of Filter Media Using

Dr. Stefan Rief

Dr. Andreas Wiegmann

Fraunhofer-Institut

Techno- und Wirtschaftsmathematik, Kaiserslautern

9999thththth Symposium Symposium Symposium Symposium Textile FiltersTextile FiltersTextile FiltersTextile Filters

SSSSäääächsischeschsischeschsischeschsisches TextilforschungsinstitutTextilforschungsinstitutTextilforschungsinstitutTextilforschungsinstitut e.Ve.Ve.Ve.V....

04th – 05th March 2008, Chemnitz

Page 3: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

Seite 3

Outline

1. Virtual Material Design

2. Structure Generation

• Nonwoven, Woven, Membranes, Agglomerates, Sinter Materials

3. Simulation

• Fuel Cells: Bubble Point of a Gas Diffusion Layer

• Pleated Oil Filters: Pressure Drop

• Paper Dewatering: Optimum Felt

• Diesel Particulate Filters: Design Study

4. Summary

Page 4: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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1. Virtual Material Design

Performance requirements reached?

Computation of media properties on the micro scale

Determine / Vary structure parameters

Computation of media properties on the macro scale

Virtual Design Virtual Design Virtual Design Virtual Design CycleCycleCycleCycle

Page 5: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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2. Virtual Structure Generation

Multilayer Virtual NonwovenMultilayer Virtual NonwovenMultilayer Virtual NonwovenMultilayer Virtual Nonwoven

• Stochastic generation of the structure with

guaranteed adjustable properties, e.g.

– Distribution of fiber diameters and cross

sections

– Fiber orientation

– Porosity

– Layer thickness

– …

• Stacking of layers with different parameters

• Use of highly flexible voxel meshes

Page 6: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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2. Virtual Structure Generation

Virtual Nonwoven with Binder MaterialVirtual Nonwoven with Binder MaterialVirtual Nonwoven with Binder MaterialVirtual Nonwoven with Binder Material

• Randomly generated nonwoven

• Morphological operations create the binder

material

• Amount of binder is an input parameter

• Binder appears as new material with individually

assignable properties -> important, e.g. for

elasticity computations

Page 7: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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2. Virtual Structure Generation

Virtual WireVirtual WireVirtual WireVirtual Wire----ClothClothClothCloth

• Structure is completely deterministic

• Wire-cloth to support a nonwoven in oil

filter applications

Virtual Plain Weave Virtual Plain Weave Virtual Plain Weave Virtual Plain Weave

• Mixture of deterministic generation and

randomness

Page 8: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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2. Virtual Structure Generation

MembraneMembraneMembraneMembrane AgglomerateAgglomerateAgglomerateAgglomerate

Page 9: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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2. Virtual Structure Generation

Virtual Sinter StructureVirtual Sinter StructureVirtual Sinter StructureVirtual Sinter Structure

• Stochastic generation based on

– Packings of spheres

– Morphological operations (to generate

sinter necks)

• Packings of spheres selected to match the initial

grain size distribution of the sinter process

• Approach was applied in an industrial project

when no tomographies were available due to

– Difficult preprocessing of samples

– Too coarse resolution

Page 10: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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2. Virtual Structure Generation

Quality Measures for Virtual StructuresQuality Measures for Virtual StructuresQuality Measures for Virtual StructuresQuality Measures for Virtual Structures

• “The Eye”

• Porosity, specific surface area

• Chord length distribution

• Pore size analysis

• Flow properties, e.g. effective permeability or

flow resistivity

• Bubble point, capillary pressure curves

• Filtration properties

• Acoustic properties

Comparison of Effective Flow Properties

0

0,5

1

1,5

2

2,5

200 400 600 800 1000 1200 1400 1600 1800 2000 2200 2400 2600 2800 3000 3200

Pressure Drop [Pa]

Ve

loc

ity

[m

/s]

Simulation

Experiment

Page 11: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

Seite 11

3. Simulation of Structural Properties

Simulation ExamplesSimulation ExamplesSimulation ExamplesSimulation Examples

• Fuel cells: Bubble Point computation of the gas diffusion layer

• Oil filters: Simulation of the structure dependent pressure drop

• Paper machine: Paper dewatering

• Diesel particulate filters: Design study

Page 12: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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Wetting phase reservoir

Non-wetting phase reservoir

Closed

Bubble point!

Bubble Point Simulation by the Pore Morphology Bubble Point Simulation by the Pore Morphology Bubble Point Simulation by the Pore Morphology Bubble Point Simulation by the Pore Morphology

MethodMethodMethodMethod

• Young-Laplace equation:

• Pore filled by fluid, if

non-wetting fluid

wettingfluid

r

β

3. Simulation of Structural Properties

Page 13: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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Gas Diffusion Layer: Fluid Distribution at the Bubble Point

pc= 10.6 kPa

(r=10.5 µm)

3. Simulation of Structural Properties

Page 14: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Simulation of Pleated Oil FiltersSimulation of Pleated Oil FiltersSimulation of Pleated Oil FiltersSimulation of Pleated Oil Filters

• Navier-Stokes-Brinkmann equation

handles free and porous flow

• Permeability of the filter media is

computed by „micro CFD“

• Study of pressure drop dependence on

wire-cloth structure

Pressure

Page 15: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Modeling and Simulation of the Pressing Section of a Paper Machine

Paper machinePaper machinePaper machinePaper machine Press nipPress nipPress nipPress nip Press feltPress feltPress feltPress felt

Page 16: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Modeling and Simulation of the Pressing Section of a Paper Machine

TomographyTomographyTomographyTomographyGeoGeoGeoGeoDictDictDictDict provides input parameters for macro

simulations:

• Image processing (filters, cut-outs)

• Analysis of porosity distribution

• Computation of layer wise permeability

• Porosity and permeability variations under

virtual compression

• Pressure-saturation curves by pore

morphology method

Page 17: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Page 18: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Flow

Single Fiber Simulation

1. Choose initial structural parameters

2. Generate / modify structure

3. Solve CFD problem

4. Compute particle transport and deposition

5. Compute filtration efficiency and pressure drop

6. Choose new material parameters

OPTIMIZATION

Simulation of Filtration ProcessesSimulation of Filtration ProcessesSimulation of Filtration ProcessesSimulation of Filtration Processes

LIFETIME

Page 19: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Implemented Separation MechanismsImplemented Separation MechanismsImplemented Separation MechanismsImplemented Separation Mechanisms

A) Interception D) Sieving

B) Inertia E) Electrostatic effects

C) Brownian Motion

Page 20: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Particulate filter medium with fiber layer

Design Study of a Diesel Particulate FilterDesign Study of a Diesel Particulate FilterDesign Study of a Diesel Particulate FilterDesign Study of a Diesel Particulate Filter

• What is the effect of an additional fibrous layer on top of a sintered substrate ?

• Soot particles (~80nm) are much smaller than voxels (1µm) -> porous deposition model

• Navier-Stokes-Brinkmann model to handle free and porous flow

• Permeability and maximum degree of filling of porous voxels are determined by high resolution single fiber experiments

• Several hundreds of millions of particles are needed for a lifetime computation

Page 21: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Cut-Out of Soot LayerSingle Fiber Simulation

Page 22: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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3. Simulation of Structural Properties

Page 23: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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4. Summary (and more …)

---- FiberFiberFiberFiberGeoGeoGeoGeo,,,, SinterSinterSinterSinterGeoGeoGeoGeo, WeaveWeaveWeaveWeaveGeoGeoGeoGeo, GridGridGridGridGeoGeoGeoGeo, , , , PackPackPackPackGeoGeoGeoGeo (Structure generation)

---- ProcessProcessProcessProcessGeoGeoGeoGeo (3d image processing)

---- LayerLayerLayerLayerGeoGeoGeoGeo (building media stacks)

---- ImportImportImportImportGeoGeoGeoGeo (Tomography, STL, etc.)

---- ExportExportExportExportGeoGeoGeoGeo (Fluent, Abaqus)

---- FlowFlowFlowFlowDictDictDictDict (Flow properties)

---- ElastoElastoElastoElastoDictDictDictDict (Effective elasticity)

---- ThermoThermoThermoThermoDictDictDictDict (Heat conductivity)

---- DiffuDiffuDiffuDiffuDictDictDictDict (Effective diffusion)

---- FilterFilterFilterFilterDictDictDictDict (Filtration)

---- SatuSatuSatuSatuDictDictDictDict (Capillary pressure curves)

---- PoroPoroPoroPoroDictDictDictDict (Pore size analysis)

---- AcoustoAcoustoAcoustoAcoustoDictDictDictDict (acoustic absorption properties)

Page 24: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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GeoDict Development Teams

The FiberGeo TeamAndreas WiegmannKatja SchladitzJoachim Ohser

Hans-Karl HummelPetra Baumann

WeaveGeo & PleatGeoAndreas Wiegmann

The SinterGeo TeamKilian SchmidtNorman Ettrich

The ElastoDict TeamHeiko Andrä

Dimiter StoyanovAndreas Wiegmann

Vita RutkaDonatas Elvikis

GridGeo & PackGeoAndreas Wiegmann

FlowDict Lattice Boltzmann Team

Dirk KehrwaldPeter KleinDirk MertenKonrad SteinerIrina Ginzburg

Doris Reinel-Bitzer

FlowFlowFlowFlowDictDictDictDict EJ Solver TeamAndreas WiegmannLiping ChengAivars ZemitisDonatas ElvikisVita RutkaQing Zhang

The FilterDict TeamStefan RiefKilian SchmidtArnulf Latz

Andreas WiegmannChristian WagnerRolf Westerteiger

The SatuDict TeamJürgen BeckerVolker Schulz

Andreas WiegmannRolf Westerteiger

The RenderGeo TeamsCarsten LojewskiRolf WesterteigerMatthias Groß

The GeoDict TeamAndreas WiegmannJürgen BeckerKilian SchmidtHeiko Andrä

Ashok Kumar VaikuntamRolf WesterteigerChristian WagnerMohammed Alam

Jianping Shen

The PoroDict TeamAndreas WiegmannJürgen BeckerRolf Westerteiger

The PleatDict TeamAndreas Wiegmann

Oleg IlievStefan Rief

Page 25: Simulation of Filter Media Using - GeoDict...Techno-und Wirtschaftsmathematik, Kaiserslautern ... Hans-Karl Hummel Petra Baumann Weave Geo& PleatGeo Andreas Wiegmann The SinterGeoTeam

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Software for Generation, Simulation, Visualization:

www.geodict.comThank You Very Much for Your Attention !