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Multiphase Interactions: Which, When, Why, How? Ravindra Aglave, Ph.D Director, Chemical Process Industry

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Page 1: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Multiphase Interactions: Which,

When, Why, How?Ravindra Aglave, Ph.D

Director, Chemical Process Industry

Page 2: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Classification of Multiphase Flows

Examples: Free Surface Flow using Volume of Fluid

• Choice & Importance of Phase Interactions

• Mesh Size Influence

• Mesh Type Influence

Examples: Eulerian Multiphase

• Mesh and Turbulence

Examples: Lagrangian Models

Future advancements / Other models

Outline

Page 3: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Multiphase Interactions

Liquid

Solids

Solid

Gas

Liquid

L-L

S-SG-L S-L

G-S

G-L-S

L-L-G

Suspended solids, erosion

Blast furnace

L-L Extractors,Hydro-cyclones

Separators

• Stirred vessel,• Bubble column

(EMP) • Offshore &

Marine (VOF)

• Coating (VOF)• Icing, SCR (fluid

film)• Windshield

(DMP)

Stirred vessel,Bubble Column,Pipeline flows

Cyclones,Fluidized bed

Page 4: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Mixing of rubber in Banbury mixer

No Slip

Full Slip

Partial Slip

Page 5: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

d = 2.7 mm v= 4.551 m/s.

Surface: waxed

Contact angle advancing = 105°

Contact angle receding = 95°

σ = 0.073 N/m

We = ρu2D/σ = 263 (convective/surface)

At wall: 6 µm

Time step: 0.2 µs

Coating

S. Sikalo and E. Ganic , Phenomena of droplet-surface interactions, Experimental Thermal and Fluid Science, 2006

Page 6: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Gas – Liquid Dispersed Flow in Stirred Vessel:

Geometric Setup

Property Value

Rushton impellers 4

Blades per impeller 6

Blade height 0.14m

Blade length 0.17m

Bottom clearance Cb 1.12m

Impeller distance Ci 1.45m

Impeller diameter 0.7m

Liquid level H 6.55m

Liquid volume 22m3

Tank diameter T 2.09m

Baffles 4

Vrabel, P. et al. (2000), Chem. Eng. Sci. 55

Page 7: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Drag! (D)

Buoyancy! (B)

Turbulent Dispersion!

Lift (LF)?

Wall Lubrication (WLF)?

Virtual Mass (VM)?

Influence of Phase Interaction

Buoyancy

Drag

VM

WLF

uf

LF

Page 8: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Overview of the Drag Force Models

The options are qualified by the main application areas:

(A) air bubbles in water systems only.

(B) bubbles

(M) fluid-fluid mixtures in separation applications.

(P) solid particles at high concentration.

(S) spherical particles at moderate concentration - including small droplets or bubbles

Linearized Standard

• Constant

• Field Function

• Gidaspow (P)

• Syamlal O’Brien (P)

• Symmetric Drag

Coefficient (M)

• Constant

• Field Function

• Schiller-Naumann (S)

• Hamard and Rybczynski (S)

• Tomiyama (B)

• Bozzano-Dente (B)

• Wang Curve Fit (A)

Page 9: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Bubble Regime Air / Water Bubble Size (d)

Non-dimensional Size Bubble Behaviors Suggested DragCorrection Method

Small spherical < 2.75 mm Eo < 1 Hindering Richardson Zaki

Small ellipsoidal ~ 5 mm Eo ~ 3.3 HinderingDeforming

Lockett Kirkpatrick

Intermediate size ~ 7-10 mm Eo ~ 6.6-13.4 Hindering:0-15% void fractionSwarming:15-30% void fraction

Simonnet

Large spherical-cap in churn-turbulent flow

~ 11-14 mm We(drift velocity) ~ 8 BreakupCoalescenceSwarming

Volume Fraction Exponent

Drag Correction Methods

Page 10: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Flow Pattern – Water & Gas Holdup

No Aeration Aerated

Page 11: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Results are almost mesh independent even with coarsest mesh (243k cells)

Mesh Independency (Polyhedral Mesh)

Page 12: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Monodisperse bubble size (1, 2

and 3mm)

450k polyhedral cells

S-gamma model incl. coalescence

&breakup (log.-normal distribution:

1e-4mm < BS < 10mm)

Influence of Bubble Size

Page 13: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Polyhedral cells need more time

per iteration

Convergence is much faster

Influence of Cell Type on Simulation Time

0

50

100

150

200

250

300

Hex600k

Tet650k

Poly453k

Hex1.3M

Tet2.0M

t /

ite

rati

on

[s]

0

500

1000

1500

2000

Hex600k

Tet650k

Poly453k

Hex1.3M

Tet2.0M

Tota

l CP

U T

ime

[h

]BUT

Virtual mass, lift force & wall lubrication force of negligible importance in

stirred vessel simulations

Page 14: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Drage Force: Tomiyama

Lift Force: Tomiyama

Turb. Disp. Force

Bubble Induced Turbulence (Troshko&Hassan)

Virtual Mass Force

Bubble Column

Diaz et al. (2008), Chem. Eng. J. 139, 363-379

Ziegenhein (2013), CIT, accepted manuscript

Page 15: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Air Buffer or Degassing?

With Large Scale Interface Capturing

Page 16: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Acting flow-forces

– Pressure-gradient

– Drag & lift,

– Added & virtual mass

– Turbulent dispersion

– Gravity

Algebraic Reynolds stress model

Linear/quadratic eddy-viscosity models

LES/DES filtering

Liquid-Liquid: Water Oil Separation

Water-Oil:

1.5 m

flow-split(0.1)

min = 1.02 kg/s

1% VF oil

flow-split(0.9)

14M trimmed cells

Page 17: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

80 μmD = 40 μm 100 μm60 μm

oil volume-fraction

0

vf

0.0

5

pressure

0

p (

bar

) -1

.5

oil-water journey

oil

wa

ter

Fully-coupled transient Eulerian-Eulerian calculations for different droplet-sizes (D)

Eulerian – Eulerian Flow Field

Page 18: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

One-way steady-state Eulerian-Lagrangian calculations for different droplet-sizes (D)

oil-volume fraction 0 vf 0.05

D=40 μm 60 μm 80 μm

droplets distribution-1 z-vel (m/s) 1

100 μm

Lagrangian Approach

Page 19: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Validation

Droplet diameter (µm)

Eff

icie

nc

y (η

)

η=100*(1-mout/min)mout: is the oil mass exiting from the clean outlet (top)min: is the total oil mass imported in the hydrocyclone

Page 20: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Elimnates the need of VOF with

extremely fine mesh to resolve

bubbles and droplets

Captures many different co-

existing flow regimes

– Stratified flow / free surfaces

– Dispersed sprays

– Dispersed bubbles

Eulerian Multiphase

Large Scale Interface (LSI) ModelD1863

Gas-Liquid Counter-Current flow in PWR

[Deendarlianto et al., NED, 39 (2012)]

Page 21: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

LMP->VOF Impingement, new feature in STAR-CCM+ v10.02

VOF->LMP Stripping, currently under development, targeting STAR-CCM+

v10.04/10.06

LMP-VOF

Page 22: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Locally chooses the most suitable

model for the local flow regime

VOF - Fluid Film Interaction Model

D881

Jet

(VOF)

Thin Film

(Fluid Film)

Thick Film

(VOF)

Page 23: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

Edge stripping with fluid film

Wave stripping with fluid film

VOF film formationFluid film Multiple

particles

Trickle Bed reactors

– VOF-Fluid Film Interaction

– Packed bed modeling approach

Trickle Bed Reactors

Page 24: Multiphase Interactions: Which, When, Why, How?mdx2.plm.automation.siemens.com/sites/default/files/Presentation/SGC... · Multiphase Interactions: Which, When, Why, How? Ravindra

• Breadth + Flexibility + Best Practices = SUCCESS!

• Multiphase Training Tomorrow

Conclusions

Breadth & Flexibility

Mesh Size Influences

Mesh Type Influences

Phase Interaction Parameters

Degassing vs. Air Buffer

Expanding model

compatibilities

Solve wide range of

problems