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1 CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis Scuola Politecnica Dipartimento di Ingegneria Chimica, Gestionale, Informatica e Meccanica (DICGIM), viale delle Scienze (Ed.6), 90128 Palermo, Italy Gurreri L. * , Tamburini A., Cipollina A., Micale G., Ciofalo M. *e-mail address: luigi.gurreri@unipa.it Second International Conference on Salinity Gradient Energy September 10 th -12 th , 2014, Leeuwarden, The Netherlands
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Page 1: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

1

CFD analysis of mass transfer in spacer-filled channels for

reverse electrodialysis

Scuola Politecnica Dipartimento di Ingegneria Chimica, Gestionale,

Informatica e Meccanica (DICGIM), viale delle Scienze (Ed.6), 90128 Palermo, Italy

Gurreri L.*, Tamburini A., Cipollina A., Micale G., Ciofalo M.

*e-mail address: [email protected]

Second International Conference on

Salinity Gradient Energy September 10th-12th, 2014, Leeuwarden, The Netherlands

Page 2: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Objectives and background

RED CHANNELS

2

Channel geometry

Fluid Dynamics Performance

•Hydraulic friction

•Concentration Polarization

Net spacers for membranes separation

Mixing promotion X Higher friction factor

Two layers (overlapped)

filaments

Woven filaments

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 3: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Objectives and background

OBJECTIVES, TOOLS AND ACTIVITIES

3

Objective: prediction of fluid flow and mass transfer in spacer-filled channels for RED applications

Process optimization

Tools: 3D-Computational Fluid Dynamics (CFD) modelling

Activities: parametric analysis

- Wires shape: woven and non woven spacers

- Pitch to height ratio (l/h)

- Channel orientation (fluid flow direction)

- Reynolds numbers typical of RED applications

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 4: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

4

NUMERICAL METHODOLOGIES

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 5: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

5

CASES INVESTIGATED

Filaments shape Overlapped (o) Woven (w)

Fluid flow direction α 0° 45°

Reynolds number Re 1, 4, 16, 64

Size Pitch to height ratio l/h = 2, 3, 4 (h = 0.3 mm)

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

α0 l

Diamond spacers

l

α45

α0

α45

Overlapped Woven

Page 6: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

6

CFD MODELING The finite volumes code Ansys-CFX 14 was employed to discretize and solve the governing equations (Newtonian and incompressible fluid). Steady regime at all flow rates investigated

NaCl solution at T = 25 °C

Molarity [mol/l]

Density [kg/m3]

Viscosity [Pa s]

Diffusivity [m2/s]

Seawater 0.5 1017.2 9.31e-04 1.47e-09

0u

2uu u p u P

t

Body force → fluid motion

in a periodic domain

s

e

bCu D C ku

b a M C ks

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

For details see L. Gurreri, A. Tamburini, A. Cipollina, G. Micale, M. Ciofalo, CFD prediction of concentration polarization phenomena in spacer-filled channels for reverse electrodialysis, J. Membr. Sci., 468 (2014) 133-148.

Page 7: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

7

BASIC EQUATIONS* Transport equation for a binary electrolyte

Accumulation Convection Diffusion Migration

0

00

ln1

ln

i

i i

d C i tCCu D C

t d C z F

salt diffusivity solvent concentration solvent velocity ≈ u transport number

*J.S. Newman, Electrochemical Systems, Second Edition, 2nd edition, Prentice Hall, Englewood Cliffs, NJ (1991)

K. Kontturi, L Murtomäki, J.A. Manzanares, Ionic Transport Processes In Electrochemistry and Membrane Science, Oxford University Press (2008)

i j

i i ij j i j i

j j T ij

C CC K u u RT u u

C D

z C z C

Electroneutrality condition binary electrolyte

Multicomponent diffusion equation (Stefan-Maxwell)

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 8: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

8

CFD MODELLING DEVELOPMENT Implementation of transport equations

Assuming density as a linear function of C

CMab

b

MC

dC

dC

Cd

Cd

C

00

0

ln

ln1

baC

0.95

1.00

1.05

1.10

1.15

1.20

0 1 2 3 4 5 6

Den

sity

[kg/

l]

Molarity [mol/l]

Diffusive term

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 9: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

9

CFD MODELLING DEVELOPMENT Implementation of transport equations

• Current density

• Equations system not closed

• Above transport equation can be solved

• when coupled with other equations → entire stack as domain

• or when current density distribution is known (spacer-less channel)

Migrative term

0

0i

C i i

i tC bCu D C

t b a M C z F

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 10: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

10

CFD MODELLING DEVELOPMENT Implementation of transport equations

• Concentration profiles were unaffected by the migrative term

• Migrative term is negligible compared to the diffusive one

• → Migrative flux is quite uniform

Simulations of an empty channel

0

0i

C i i

i tC bCu D C

t b a M C z F

10

12

14

16

18

20

22

24

26

28

0.0 0.2 0.4 0.6 0.8 1.0

C [m

ol/m

3]

y/H [-]

Without migrative term

With migrative term

18

19

19

20

20

21

0.14 0.15 0.16 0.17 0.18 0.19

-1.5

-1.0

-0.5

0.0

0.5

1.0

1.5

0.0 0.2 0.4 0.6 0.8 1.0

Dif

fus

ive

an

d M

igra

tive

te

rms

[m

ol/m

3s

]

y/H [-]

Diffusive term

Migrative term x 100

Migrative term neglected

most unfavourable case (low concentration and high current density)

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 11: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

11

MODELLING APPROACH Transport equation implemented for Unit Cell

( , , , )C C x y z t k s

Periodic concentration

Fully developed flow → Linear variation of concentration along the flow direction (s) Periodic boundary conditions despite the change of the bulk concentration

Transport equation for the electrolyte in unit cell

,

TOT

s ave

Qk

V u

( )TOT CEM AEMQ J A A

Ingoing flux throug membrane

Fluid flow direction

s

e

C bCu D C ku

t b a M C ks

Conc. gradient

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 12: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

12

MODELLING APPROACH Computational domain

Brine

Sea water Brine One channel

No double layer

+ + - -

0.3 mm 0.3 mm

Overlapped

Unit Cell

Woven

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 13: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

13

MODELLING APPROACH Wall boundary at membrane-solution interface CEM

NaCl 0

, , ,

0

, ,

0,

1 0

0.5

m ii

i

tot d m

CEM CEM CEM

d m

CEM CEM

d

CEMd

CEM

tJ i

z F

J J J

tJ J i

z F

J tJ i i

z F F

i

,

d

CEMJ

,

d

CEMJ

,

m

CEMJ

,

m

CEMJ

Uniform flux at the membrane-solution interfaces

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 14: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Numerical methodologies

14

MODELLING APPROACH Mesh and grid dependence analysis

Grid dependence by varying the size • results independent of the discretization degree • accuracy • computational savings

Size = 0.006 mm 420,000 - 5,760,000 vol.

Overlapped Woven

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 15: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

15

RESULTS

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 16: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

16

Pressure drop

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 17: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: pressure drop

0.1

1

10

100

1000

0.7 7 70

f [-

]

Re [-]

w-l/h2-α0 w-l/h3-α0 w-l/h4-α0 w-l/h2-α45 w-l/h3-α45 w-l/h4-α45 empty

0.1

1

10

100

1000

0.7 7 70

f [-

]

Re[-]

o-l/h2-α0 o-l/h3-α0 o-l/h4-α0 o-l/h2-α45 o-l/h3-α45 o-l/h4-α45 empty

FRICTION FACTOR

•The presence of obstacles causes f higher than the empty ch. • α has irrelevant effects • f reduces by increasing the pitch

nf ARe

• W-shape implies f higher than the o • At the lowest Re numbers, n = -1 → creeping flow • At higher Re, n deviates from -1, since the obstacles induce increasing inertial effects → flow fields not self-similar

Woven

2

,2

h

s mean

dpf

l u

Overlapped

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 18: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: pressure drop

0

5

10

15

20

25

0.7 7 70

f/(2

4/R

e)

[-]

Re[-]

o-l/h2-α0 o-l/h3-α0 o-l/h4-α0

o-l/h2-α45 o-l/h3-α45 o-l/h4-α45

108-140%

0

5

10

15

20

25

0.7 7 70

f/(2

4/R

e)

[-]

Re [-]

w-l/h2-α0 w-l/h3-α0 w-l/h4-α0

w-l/h2-α45 w-l/h3-α45 w-l/h4-α45

PRESSURE DROP NORMALIZED

• Spacers provide f 3-20 times higher than the empty ch. •α is irrelevant at these Re

124emptyf Re

33-39%

190-210%

46-48%

• The pitch has significant effects, especially for the w-shape • W-shape leads to pressure drop increase by 106%, 67%, 54%, for l/h=2,3,4 respectively

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Woven Overlapped

Page 19: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

19

Mass transfer

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 20: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: mass transfer

MASS TRANSFER COEFFICIENT Effect of Re and l/h

Re

l/h

1 4 16 64

2

3

4

w-α45

Fluid flow

Fluid flow

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

( )i bulk

Jk

C C

kave

kave

Page 21: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: mass transfer

MASS TRANSFER COEFFICIENT Effect of α in w-shape

kw-α45>kw-α0

w-l/h2-α0

Re=16

α45

w-l/h2-α45

Fluid flow

w-α45

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Fluid flow

w-α0

Page 22: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: mass transfer

Fluid flow

MASS TRANSFER COEFFICIENT Effect of filaments shape

o-l/h2-α45

Re=16

w-l/h2-α45

Fluid flow

w-α45 o-α45

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

kw>ko

Page 23: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: mass transfer

Fluid flow

MASS TRANSFER COEFFICIENT Effect of α in o-shape

o-l/h2-α45

Re=16

Fluid flow

o-α45

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Different distribution, but similar kave

o-l/h2-α0

o-α0

Page 24: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: mass transfer

MASS TRANSFER COEFFICIENT Effect of α in o-shape

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

o-l/h2-α0

o-l/h2-α45

Re=16

Fluid flow

o-α0 o-α45

Significant effect of the asymmetry for o-α0

Fluid flow

Page 25: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: mass transfer

SHERWOOD NUMBER

• Mixing not favored at very low Re due to the calm regions caused by the filaments, especially for α0. Sh much higher at higher Re •: Shw-α45 > Shw-α0; for o-shape the effect is slighter, but the influence of Re is more complex

hk dSh

D

• Shw-α45 reduces by increasing l/h, for α0 this occurs only at the highest Re; for o-shape the dependence on l/h is not significant • Shw > Sho

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

5

50

0.7 7 70

Sh

[-]

Re[-]

o-l/h2-α0 o-l/h3-α0 o-l/h4-α0

o-l/h2-α45 o-l/h3-α45 o-l/h4-α45

empty

5

50

0.7 7 70

Sh

[-]

Re [-]

w-l/h2-α0 w-l/h3-α0 w-l/h4-α0 w-l/h2-α45 w-l/h3-α45 w-l/h4-α45 empty

Woven Overlapped

Page 26: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: mass transfer

5

50

0.7 7 70S

h [

-]

Re[-]

o-l/h2-α0-h

o-l/h2-α0-l

o-l/h3-α0-h

o-l/h3-α0-l

o-l/h4-α0-h

o-l/h4-α0-l

empty

5

50

0.7 7 70

Sh

[-]

Re[-]

o-l/h2-α0 o-l/h3-α0 o-l/h4-α0 empty

SHERWOOD NUMBER Overlapped-α0 hk d

ShD

• Overlapped-α0 is the only case with asymmetry → distribution and average Sh different at the two walls

• Very different behavior for the high and the low walls

• Trend not straightforward with Re

Average Sh Sh on high and low walls

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 27: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

Results: mass transfer

SHERWOOD NUMBER hk d

ShD

• Qualitatively, the same considerations can be applied as before •As a difference, the pitch has not a significant effect for the w-α0

2 43

3

1SPC

8

hPn f Re

,SPC s mean

pu

l

Power number

• Pn: dimensionless pumping power consumption • In a quantitative analysis, the trends of Sh=f(Pn) are different with respect to Sh=f(Re)

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

5

50

1E+00 1E+01 1E+02 1E+03 1E+04 1E+05 1E+06

Sh

[-]

Pn[-]

o-l/h2-α0 o-l/h3-α0 o-l/h4-α0

o-l/h2-α45 o-l/h3-α45 o-l/h4-α45

empty

5

50

1E+00 1E+01 1E+02 1E+03 1E+04 1E+05 1E+06

Sh

[-]

Pn [-]

w-l/h2-α0 w-l/h3-α0 w-l/h4-α0

w-l/h2-α45 w-l/h3-α45 w-l/h4-α45

empty

Woven Overlapped

Page 28: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

28

CONCLUSIONS

Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

Page 29: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

CONCLUSIONS

29 Second International Conference on Salinity Gradient Energy, September 10th-12th, 2014, Leeuwarden, The Netherlands

CFD analysis of mass transfer in spacer-filled channels for reverse electrodialysis

CFD modelling of spacer filled ch. for RED - Fluid flow and mass transfer behaviour

- Parametric analysis of:

· Wires shape: woven and non woven spacers

· Pitch to height ratio (l/h)

· Channel orientation (fluid flow direction)

· Re effects

- Process efficiency: Pn and Sh

OPTIMAL CHANNEL CONFIGURATION Influence of various factors on efficiency.

Simulation results as input data for a process simulator

→ Optimal channel configuration and Re

Page 30: Scuola Politecnica Dipartimento di Ingegneria Chimica ... · solvent velocity ≈ u salt diffusivity solvent concentration transport number * J.S. Newman, Electrochemical Systems,

EuroMed 2015 Desalination for Clean Water and Energy

Palermo, Italy, 10-14 May 2015

Thank you for your attention

Luigi Gurreri

[email protected]


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