Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady...

33
Steady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing Flows Ranjeeth Naik, Soumya Mitra, Amitabh Narain, Nikhil Shankar Acknowledgments: NSF-CBET-1033591 10 th October 2013 Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Transcript of Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady...

Page 1: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Steady and Unsteady Computational Results of Full 2 Dimensional Governing

Equations for Annular Internal Condensing Flows

Ranjeeth Naik, Soumya Mitra, Amitabh Narain, Nikhil Shankar

Acknowledgments: NSF-CBET-1033591

10th October 2013

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 2: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Boiling/Condensing Flow Applications

Electronics/Data Center Cooling http://www.pgal.com/portfolio/rice-university-data-center

Space Based Application Thermal Management Systems and Power

Generation Cycles http://spaceflightsystems.grc.nasa.gov

• Phase change flows with boilers and condensers

• Lesser space/miniaturization – Shear/Pressure driven

• Higher heat loads

• Enables phase-change systems of high heat removal and low weight requirements

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 3: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Experimental Observations – Traditional and Innovative

Coleman and Garimella (2003)

Annular to Non-Annular Transition Maps

q”w(t) h =

2 m

m

Heat Flux Meter (HFX)

Interfacial Wave Motion Non-Annular Zone

IF-HA

N-IF

Wavy Annular

Top

View

Vapor LiquidMin

Plug/Slug and Bubbly

Distance, x

Traditional Condenser

Kivisalu et al., MGST, 2012 and Kivisalu et al., IJHMT, 2013

Vapor

Acoustic reflectors

HFXq”w(t)

Recirculating Vapor

Top

View

Wavy Annular Regime

Innovative Condenser

Vapor

Exit

Inlet

Pulsator

Enhancements

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 4: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Coleman and Garimella (2003)

Annular to Non-Annular Transition Map

Quality, X

Mas

s Fl

ux,

G (

kg/m

2s)

0

100

200

300

400

500

0 0.2 0.4 0.6 0.8 1

An

nu

lar

Reg

ime

Wavy Annular Regime(Discrete and Disperse Waves)

No

n-

An

nu

lar

Reg

ime

Distance, xx = 0 (inlet)

Need for Predictive/Simulation Capabilities

• Reliable steady annular flow predictions

– design innovative boilers/condensers

– different fluid and thermal boundary conditions

• Experiments - theory synthesized map of annular to non-annular transition

– Current Transition Maps – insufficient for engineering purpose

– Enables design/functioning of innovative device operation (Gin =?, Xin =? Xout =?)

• “Pulsatile” conditions simulation

– Better understand the experimental heat-flux enhancements

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 5: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Problem Description

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 6: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

• Governing Equations

• Interface Conditions

Problem Description for Internal Condensing Flows xA

L = 1 m

Annular / Stratified Plug / Slug Bubbly All Liquid

X = 0

h = 2 mm

Liquid Exit

DPT–1

Condensing Plate

X = 40 cm DPT–2

HFX-1

Side view schematic of a shear-driven condensing flow

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 7: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

MATLAB

COMSOL

Interface Tracking -4th order accuracy in

time

- Unique mix of explicit

and implicit methods

Problem Definition

Processing - Data extraction

- Interaction

between domain

through interface

conditions

Vapor Domain - Laminar Flow/ Single-

Phase Flow Branch

Liquid Domain -Laminar Flow/ Single-

Phase Flow Branch

- Heat Transfer in Fluids

2- D Simulation Strategy

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 8: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Governing Equations Interface Conditions Algorithm

2- D Simulation Strategy

• Single Phase Domain Approach

• COMSOL/MATLAB Platform

• COMSOL – Solve the Individual Domain

• MATLAB subroutines

– Data Extraction

– Interface Tracking

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 9: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Results (Completed and In-progress)

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 10: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

0

0.005

0.01

0.015

0.02

0.025

0 5 10 15 20 25

2-D Solution - FORTRAN tool

1-D solution

2-D Solution - COMSOL/MATLAB

Non

-dim

ensi

onal fi

lm thic

kness

(δ)

Non-dimensional distance along the channel (x)

Consistency Between Completely Different Steady Simulation Tools

0

0.05

0.1

0.15

0.2

0.25

0.3

0 10 20 30 40 50

2-D solution - FORTRAN tool

1-D solution

2-D Solution - COMSOL/MATLAB tool

Non- dimensional distance along the channel, x

No

n-d

imen

sion

al fil

m th

ick

nes

s, d

Gravity Driven – R113 U = 0.41 m/s , ΔT = 5 °C, h = 0.004 m

Shear Driven – R113 U = 0.6 m/s , ΔT = 5 °C, h = 0.004 m

Plot of non-dimensional film thickness along the non-dimensional distance of the channel – showing consistency of different codes.

Mitra et.al., 2012

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 11: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

xA

L = 1 m

Annular / Stratified Plug / Slug Bubbly All Liquid

X = 0

h = 2 mm

Liquid Exit

DPT–1

Condensing Plate

X = 40 cm DPT–2

HFX-1

Side view schematic of a shear-driven condensing flow

Base Flow Predictions for gy = -g are in Agreement with Experimental Runs

Steady Code Validation with Experiments (annular regime)

g/s kPa ° C W/cm2 W/cm2 cm cm

Error ± 0.05 ± 0.15 ± 1 ± 25% ± 12 %

1 0.702 99.98 48.6 0.18 0.19 4.1 71

2 0.700 99.99 49.8 0.16 0.14 13.4 90

3 0.700 99.99 50.0 0.15 0.13 11.5 93

4 0.698 99.99 50.7 0.12 0.11 4.2 95

5 1.000 101.07 44.0 0.40 0.40 0.6 57

xA

(Theory)

Ongoing

q''W|Expt

@ x = 40

q''W|2-D @

x = 40 cm

% Error

for 2-DxA (Expt)

CaseMin pin TW

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 12: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Physics Differences Between Shear and Gravity Driven Steady Condensing Flows

Velocity Magnitude

(m/s)

Distance along the length of the condenser, (m)

Dis

tan

ce fr

om

th

e co

nd

ensi

ng

surf

ace,

(m

)

Velocity Magnitude

(m/s)

Distance along the length of the condenser, (m)

Dis

tan

ce fr

om

th

e co

nd

ensi

ng

surf

ace,

(m

)

Shear Driven Gravity Driven

Horizontal channel gy = - g and gx = 0

y

x Tilted channel, 2 deg gy = - g cos (2°) and gx = g sin(2°)

Flow Situation

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 13: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Unsteady Simulation Capability - Wave Resolution

Inlet Vapor Speed = 2.53 m/s, ΔT = 13.1°C

0.05 0.1 0.15 0.2

1.3

1.4

1.5

1.6

1.7

1.8

1.9

2

2.1

2.2

2.3

x 10-4 Film Thickness

Distance along the length of the condenser, x (m)

Dis

tan

ce f

rom

th

e c

on

den

sin

g s

urf

ace,

y (

m)

Steady Film

Initial Distrubance

t = 0.056 s

t = 0.104 s

Plot of film thickness along the length of channel for condensing flow

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 14: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

0 100 200 300 400 500 600

1

2

3

4

5

6

7

x 10-6

Wave number (1/m)

Am

pli

tud

e

t = 0.008 s

t = 0.04 s

t = 0.056 s

t = 0.072 s

t = 0.088 s

t = 0.096 s

t = 0.104 s

Inlet Vapor Speed = 2.53 m/s, ΔT = 13.1°C

Plot of Fast Fourier Transform as a function of wave number identifies critical wave-number

Unsteady Simulation Capability - Wave Resolution

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 15: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Unsteady Simulation Capability – Interfacial Mass Flux Resolution

Interfacial mass flux (kg/m2s)

ṁVK - Based on kinematic constraints on the interfacial values of vapor velocity fields

ṁLK - Based on kinematic constraints on the interfacial values of liquid velocity fields

ṁEnergy - Based on based on net energy transfer constraint

ṁEnergy = 1/hfg . k1 [¶T1/¶n]|i

ṁVK = -ρ2 (v2i – vs

i).n

^

ṁLK = -ρ1 (v1i – vs

i).n^

Liquid

Vapor

Interface

Condensing Surface

Inlet

Velocity,U 2

1

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 16: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Plot of unsteady interfacial mass flux along the length of the condenser showing convergence of the interfacial variables.

0.12 0.14 0.16 0.18 0.2 0.22 0.24

0.045

0.05

0.055

0.06

Time = 0.036 s

Distance along the length of the condenser, x (m)

Inte

rfac

ial

Mas

s F

lux

, (

kg

/m2s)

MLiq

MVap

MEnergy

ṁLK

ṁEnergy

ṁVK

Unsteady Simulation Capability – Interfacial Mass Flux Resolution

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 17: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Conclusions

• Developed Fundamental 2-D steady/unsteady predictive tools for annular flow condensation (and flow boiling – not discussed).

– With regard to convergence and satisfaction of the interfacial conditions in the presence of waves, it shows unsurpassed accuracy (relative to other methods).

• Developed Engineering 1-D approx. tools for annular condensing and boiling flows.

• Validated the scientific tool by comparison with the experimental data (MTU).

• Suitable integration of simulations and experiments will aid in building of next generation thermal management systems involving phase change.

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 18: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Thank You.

Questions?

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 19: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Heat Transfer Enhancements for Annular Flows

Effects of externally imposed pressure-difference or inlet mass flow rate pulsations

Kivisalu et al., MGST, 2012 and Kivisalu et al., IJHMT, 2013

Back

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 20: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Simulation Tools

Engineering 1-Dimensional tool (IJHMT, 2012)

– Annular flow condensation (Assisted Dr. Soumya Mitra)

– Annular flow boiling (Current Ph. D. Work)

Mtotal

h

film

fi lm

ML-e-C

MV-e-C

q″w – condenser ≈ 50 W/cm2

(without enhancement)

Inlet Pressure: 200 kPa

Total Inlet Mass Flow Rate: 4.51 g/s

Re-Circulating Flow Rate: 3.38 g/s

Temperature Difference: 46 oC

O(Δp) = pexit – pin ≈ 4.8 kPa

X’

x

y

film

fi lm

MV-in-B

ML-in-B

Mtotal

q″w – boiler ≈ 50 W/cm2

(without enhancement)

Inlet Pressure: 157 kPa

Liquid Inlet Mass Flow Rate: 1.13 g/s

Re-Circulating Flow Rate: 4.21 g/s

Temperature Difference: 36 oC

O(Δp) = pin – pexit ≈ 10.0 kPah

X’’

x

y

Mtotal

h

film

fi lm

ML-e-C

MV-e-C

q″w – condenser ≈ 50 W/cm2

(without enhancement)

Inlet Pressure: 200 kPa

Total Inlet Mass Flow Rate: 4.51 g/s

Re-Circulating Flow Rate: 3.38 g/s

Temperature Difference: 46 oC

O(Δp) = pexit – pin ≈ 4.8 kPa

X’

x

y

film

fi lm

MV-in-B

ML-in-B

Mtotal

q″w – boiler ≈ 50 W/cm2

(without enhancement)

Inlet Pressure: 157 kPa

Liquid Inlet Mass Flow Rate: 1.13 g/s

Re-Circulating Flow Rate: 4.21 g/s

Temperature Difference: 36 oC

O(Δp) = pin – pexit ≈ 10.0 kPah

X’’

x

y

Plot of film thickness along the length of channel for condensing and boiling flow

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 21: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Computational Approach Iterative solution strategy

At discrete number of spatial locations, make an initial guess of interface

variables - {d, τi, pi, TLi, uV

i, vVi, TV

i} for the steady problem.

For the unsteady problem, start with known or specified values of these variables at t = 0.

Governing Equations

Interface Conditions Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 22: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Liquid domain calculations Vapor

Liquid

uLi

vLi

p2i

p1i

d

Solve liquid domain by a finite-element method on COMSOL, using stress boundary conditions {i.e. tangential stress (shear) and normal stress (pressure) specified}, and saturation temperature conditions at the interface.

Post-process the solution to obtain {uLi, vL

i, TLi}.

Computational Approach Iterative solution strategy

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 23: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Vapor domain calculations Vapor

Liquid

uvi

vvi

d

EnergyVK mm

Using the liquid domain solution, compute uV

i from continuity of tangential velocity, vV

i from interfacial mass flux equality and TVi using

saturation temperature conditions at the interface.

Using the computed {uVi, vV

i, TVi} on the current location of interface d, solve

the vapor domain by the finite element method on COMSOL.

Post-process the solution to obtain new values of tangential and normal stresses. For this, use momentum-balance condition at the interface and the computed values of vapor domain interfacial stresses.

Computational Approach Iterative solution strategy

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 24: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Update δ on moving grid which remains fixed over a time interval [t, t+Δt] of interest.

onsprescriptiother or (x)δδ(x,0)

0t)δ(0,

t)(x,vx

δt)(x,u

t

δ

steady

The interface is tracked through the reduced form of given as:

LK Energym m

Computational Approach Interface Tracking

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 25: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

EXPLICIT MARCHING: The evolution equation – wave equation (1st order hyperbolic PDE)

We predict a location of interface at t = t* + Δt

Map the existing/current solution to the new domain.

Obtain a new predicted solution.

IMPLICIT MARCHING – Predict new interface with 4th order accuracy in time with the help of its well defined characteristics equation.

Map the current/existing solution on to the new domain implied by the new interface location (corrected location or the value for the time t*+Dt).

Repeat above steps for convergence and march in time.

Back

Computational Approach Interface Tracking

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 26: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

The accuracy of the 2-D solution is ensured through satisfaction of the

following:

the convergence of the flow variables in the interior of each fluid domain

satisfaction of all the interface conditions,

grid independence of each domain and the flow problem

Accuracy of 2-D Computational Tool

Plot of interfacial mass flux along the length of the condenser showing convergence of the interfacial variables (Mitra (2012)).

0.00

0.01

0.02

0.03

0.04

0.05

0.06

0.07

0 0.05 0.1 0.15 0.2 0.25

Distance along the condenser, m

Inte

rfac

ial

mas

s fl

ux,

(kg/m

2s)

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 27: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Grid independence of Vapor domain Grid independence of Liquid domain

Grid Independence

0.E+00

1.E-05

2.E-05

3.E-05

4.E-05

5.E-05

6.E-05

7.E-05

0 0.02 0.04 0.06 0.08

No Refinement

Refinement level 1

Refinement level 2

Condensate velocity profile (m/s)

Dis

tan

cefr

om

th

e co

nd

ensi

ng

surf

ace

(y),

m

0.0E+00

5.0E-04

1.0E-03

1.5E-03

2.0E-03

0 0.2 0.4 0.6 0.8

No Refinement

Refinement level 1

Refinement level 2

Refinement level 3

Refinement level 4

Vapor velocity profile (m/s)

Dis

tan

cefr

om

th

e co

nd

ensi

ng

surf

ace

(y),

m

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 28: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Vapor domain is typically solved with refinement level of 3 or 4 Liquid domain is typically solved with refinement level of 2 or 3

Grid Independence

Back

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 29: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Existing Simulation Methodologies

• Single domain solution approach

• Coarse and band approach to track interface – extremely dense grid needed

• Unable to satisfy the mass flux transfer criteria as a result

• Level Set Methods

– Implicit Method Tracking

• VOF methods

– Marker Cell Approach

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 30: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Flow Specifications

Refrigerant : FC - 72

Channel height = 2 mm

Inlet mass flow rate = 0.4 g/s

Temperature difference =17.45 °C

Back

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 31: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Assumptions

• Negligible interfacial thermal resistance

• Equilibrium thermodynamics on either side of the interface are assumed to hold.

• No non-equilibrium thermodynamic model for the interfacial mass-flux is used to obtain a solution.

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 32: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Limitations of FORTRAN Code and Benefits of New Code

• Limitations

– Smaller domain problems

– Issues with meshing algorithm and noise resolution

– Slower convergence

– Inability to simulate non-annular regimes

• Benefits of COMSOL/MATLAB Code

– Simulate non-annular regimes with some modification

– Well developed single phase solvers

– Vapor compressibility effects

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston

Page 33: Steady and Unsteady Computational Results of Full 2 ... · PDF fileSteady and Unsteady Computational Results of Full 2 Dimensional Governing Equations for Annular Internal Condensing

Physics of Dramatic Enhancements

Our Hypothesis:

L

V

δ*

δ(x,t)

δ(x*): Time-averaged thickness at x=x*

x=x*x

Mv(x,t)

ML(x,t)x

δ**δads

Adsorbed layer

δads ≈ 100-200 nm

x2

x1

Adsorbed layer interacts and destabilizes the micro layer – causing wave troughs to stick

Time of dwell/sticking is significant compared to externally imposed pulsation’s time-scale

Time averages of film thickness is significantly smaller for the pulsatile cases

Excerpt from the Proceedings of the 2013 COMSOL Conference in Boston