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Progress & Challenges predicting Filtration and Separation Andreas Wiegmann Fraunhofer Institute for = Industrial Mathematics = Industrial Mathematics, Kaiserslautern 2011 Louisville, KY, USA 10 th May, 2011

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Page 1: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Progress & Challenges predictingFiltration and Separation

Andreas Wiegmann

Fraunhofer Institute for

= Industrial Mathematics = Industrial Mathematics,

Kaiserslautern

2011Louisville, KY,

USA10th May, 2011

Page 2: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Filtration and simulation occur on multiple scales

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 3: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Virtual design cycle of filter media

1. Choose initial structural parameters

2. Generate / modify structureOP

LIF

3. Solve CFD problem

4. Compute particle transport and d iti

TI

MI

FETI

Mdeposition

5. Compute filtration efficiency and pressure drop

ZATI

ME

6. Choose new structural parametersION

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 4: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Our simulations are all based on structures of little cubes

Advantages

• Saves grid generation times

• Compatible with computer tomography

• Straight forward structure generation• Straight forward structure generation

• Straight forward solver implementation

• Straight forward parallel computations

Disadvantages

• Resolved features require many grid cells• Resolved features require many grid cells

• Leads to very large scale computations

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 5: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Description of fluid motion: Stationary Stokes flow w/wo slip

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 6: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Flow Field Visualization

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 7: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Pressure Drop Visualization

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 8: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Pressure and Velocity in Clogging Simulation

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 9: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Filtration Effects I

A

A: direct interception

B: inertial impaction

A

A

BB

C: diffusional deposition

C CC

CC

E: sieving

F: cloggingF: clogging

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 10: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Filtration Effects II and modes of particle motion

D: electrostatic attraction

G: Slide

H: Bounce

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 11: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

When particles are larger than the grid cells

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 12: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

When particles are smaller than the grid cells

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 13: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Description of particle motion

Friction with fluid Electric attraction Diffusive motion

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 14: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Deposition effects = 0.05,

dF = 14,

v = 0.1m/s

Flow direction

Interception

InterceptionFlow direction

+ Impaction

Andreas Wiegmann

Interception

+ ImpactionFlow directionAndreas Wiegmann

Louisville, KY

10 May 2011

p

+ Diffusion

Page 15: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Nano Simulations

1.67cm/sec 10.0cm/sec

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 16: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Nano Simulations

• Deposition patterns and porosity depend on far field velocity, particle size distribution, etc.

Result:

• Find minimal porosity and permeabilityof the soot layers, smax and min

• Derivation by layers from single fiber highly resolved simulationshighly resolved simulations

Soot Layer Cut-Out

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 17: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Stationary Flow with unresolved particles: Stokes-Brinkmann eqs

Solid volume fraction in voxel is increased until smax is reached. Voxel becomes “collision solid” Voxel becomes collision-solid . Neighbor voxels svf starts increasing upon particle arrival

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 18: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Micro Simulations

Final state at 5.1 g / m^2

Darker gray means denser soot.denser soot.

Andreas Wiegmann

Filtration_Animation.mpg

Andreas Wiegmann

Louisville, KY

10 May 2011

Page 19: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Horizonal layers

50 75 100

125 150 350

Andreas Wiegmann

125 150 350

Andreas Wiegmann

Louisville, KY

10 May 2011

Page 20: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Cross Flow Filtration

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 21: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Weave Pleat Options

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011

Page 22: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Oil flow in pleats with support structure: velocity & pressure

• Velocity: 0.15 m/s

• Oil: density 850 kg/m³viscosity 0.17 m²/s

• Grid resolution 40 μm

• 50 x 70 x 380 cells

• Same pleat count

• Different in- and outflow channel widths

Narrow ChannelChannel

Thick WireWire

Andreas WiegmannThin

Andreas Wiegmann

Louisville, KY

10 May 2011

Wire

Page 23: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Conclusions

Challenges

• Meas rements

Progress

• 3d media and element models• Measurements

• deposition location

• electric charges

• 3d media and element models

• Navier-Stokes-Brinkman for gas and liquid

• Fast & low memory solvers• electric charges

• Requirements: cost, material, space, energy

• Computing power

• Fast & low memory solvers

• Prediction of pressure drop for Re < 100

• Low concentration particle transportComputing power

• Geometric resolution

• Geometry uncertain

Low concentration particle transport

• Predicition of filter efficiency

• Cake and porous media build-up

• Analytic expressions to be derived • Prediction of clogging and life time

• Filtration and separation simulation

Andreas Wiegmann

spread in Academic and Industrial R&D

Andreas Wiegmann

Louisville, KY

10 May 2011

Page 24: Progress & Challenges predicting Filtration and Separation · Weave Pleat Options Andreas Wiegmann Louisville, KY ... • Filtration in pleats and DPF honeycomb structures • Nanofibers

Outlook

Current “Hot” Simulation Topics:

• Multipass time step control (see my talk tomorrow)

• Re-entrainment of particles, pulse cleaning

• Coalescence

• Filtration in pleats and DPF honeycomb structures

• Nanofibers

• Electric charges

• Two phase flows in filters, rocks, diapers and fuel cells

Andreas WiegmannAndreas Wiegmann

Louisville, KY

10 May 2011