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1 EU- Australian workshop, Oslo, Norway 13 th - 14 TH september 2017 Bouchra BELAISSAOUI Eric FAVRE Modelling of membrane based CO 2 capture processes

Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

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Page 1: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

1

EU- Australian workshop, Oslo, Norway 13th- 14TH september 2017

Bouchra BELAISSAOUI Eric FAVRE

Modelling of membrane based CO2 capture processes

Page 2: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Structure/ thickness

Transport mechanism

Operating parameter

Local transmembrane flux

Driving force strategy

Flow pattern

DESIGN

Multistage/recycling Heat integration

Application

Available driving force Separation objectives

Cost minimization

From material to process design

2

MATERIAL MODULE

I II

III

Page 3: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

3

Composition of emission points (Post-combustion)

Page 4: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Structure/ thickness

Transport mechanism

Operating parameter

Local transmembrane flux

Driving force strategy

Flow pattern

DESIGN

Multistage/recycling Heat integration

Application

Available driving force Separation objectives

Cost minimization

From material to process design

4

MATERIAL MODULE

I II

III

Page 5: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

5

2

1

3 Diffusion Sorption

Desorption

3

2

1

Ji

Gas

Membrane

Gas Z

When permeability is constant, steady state flux prediction based on transmembrane pressure (P) and membrane dry thickness (z) is straightforward

ii"

i'i

ii p

Zpp

ZJ

iii SD ,

The simplest case: constant permeability (S and D constant)

Partial transmembrane flux prediction

Page 6: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Membrane type Material and/or carrier CO2/N2

selectivity

CO2 permeability

(Barrer) or permeance

(GPU)

Gas separation

membrane (dense

polymers)

PEO-PBT

PEG/Pebax©

PEG-DME/ Pebax©

PEGDA/PEGMEA

Polaris™

70

47

43

41

50

120 Barrer

151 Barrer

600 Barrer

570 Barrer

1000 GPU

Facilated transport

membrane

(FTM

PAAM-PVA / PS

PVAm/PS*

PEI / PVA

PDMA/PS

PDMAMA

80

145

230

53

80

24 GPU

212 GPU

1 GPU

30 GPU

5 GPU

Liquid Membrane

(LM)

PVAm-PVA/PS

PVAm/PVA

Amines/PVA

Carbonic anhydrase

Amines / PVA

90

90

500

250

493

22 GPU

15 GPU

250 GPU

80 GPU

693 Barrer

Some material performances for post-combustion carbone capture

MTR

NTNU

Tested at pilot scale

with real gas

*M.-B. Hägg’s group

Page 7: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Steady state flux prediction requires an explicit knowledge of

upstream and downstream pressure

S and/or D non constant, permeability is concentration(partial pressure) dependent

Variable permeability

7

Ji = f (pi’, pi”, T)

Extrapolation based on transmembrane pressure (P) can

lead to significant error*…. i

ii p

ZJ

*Mauviel, G. et al. J. Membr. Sci. (2005) 266, 62-67.

Page 8: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

S and/or D non constant, permeability is concentration(partial pressure) dependent

Variable permeability

8

Rubbery (PDMS)

Glassy (PSf)

Superglassy (PTMSP) Permeability is not always constant…

Page 9: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Material, structure, transport

Material

Polymer

Inorganic

Hybrid

Carbone

Zeolite

Metallic

Ceramic

Structure

Rubbery

Glassy

Symmetric

Porous

Dense

Mixed matrix membrane (MMM)

Metal–organic (MOF)

Carbon molecular sieve (CMS)

Composite

Anisotropic

Asymmetric

Ionic liquid

Nature

Dense

Transport mechanism

Solution -diffusion Physical

Chemical

Knudsen diffusion

Molecular sieving

Facilated transport

[Solution- diffusion /reaction- diffusion]

Porous

Ionic liquid

Solution diffusion Physical

Chemical Facilated transport

[Solution -diffusion /reaction- diffusion]

Material landscape

Page 10: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Glassy polymers Dual mode

Facilated transport membrane

Rubbery membrane (vapor permeation)

N

k kk

iiiH

iiDiHiDi

pb

pbCpkCCC

1

'

,

,,,

1

N

k kk

i

N

k kk

iiiH

iHii

iD

iDi

pxb

p

pxb

p

Z

bCDpp

Z

kDJ

1

"

1

''

,

,

"',

,

"'1

dx

dcD

dx

dcDJ i

iHi

iDi ,, with :

dx

dcD

dx

dcDJ AB

ABA

AA

SD mechanism RD mechanism

Henry’s sorption Langmuir’s sorption

Instantaneous

reaction

"',

ii

iD

iAi ppl

kDJ

"AA,D

"A

'AA,D

'A

A,DTAB"A

'A

A,DAA

pKk1

p

pKk1

pkKCDpp

l

kDJ

2iiiii )1()1()ln()aln(

sati

ii

p

pa

iii VmC

mi

"i

'i

iiVZ

DJ

Pi

PiSi

iPiSii

K

KK

aKK

1))exp((

Transport model- partial transmembrane flux (illustration)

Florry Huggin :

ENSIC model :

10

Page 11: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Type de membrane Mechanism Transport model Model parameter

Rubbery (vapor

permeation) SD Florry Huggin/ENSIC 𝐾𝑃𝑖, 𝐾𝑆𝑖

Glassy SD Dual Mode 𝐷𝐷𝑖 , 𝐷𝐻𝑖, 𝑘𝐷𝑖 ,

𝐶𝐻𝑖′ 𝑒𝑡 𝑏𝑖

Fixed site carrier

membrane SD et RD Facilated transport 𝐷𝑖 , 𝑘𝐷𝑖, 𝐷𝐻𝐶𝑂3

− , 𝐾 𝑒𝑡 𝐶𝑇

Transport model parameters

11

D: diffusion S: sorption R : reaction

Need for experimental data for model parameter determination

Page 12: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Type de membrane Mechanism Transport model Model parameter

Rubbery (vapor

permeation) SD Florry Huggin/ENSIC 𝐾𝑃𝑖, 𝐾𝑆𝑖

Glassy SD Dual Mode 𝐷𝐷𝑖 , 𝐷𝐻𝑖, 𝑘𝐷𝑖 ,

𝐶𝐻𝑖′ 𝑒𝑡 𝑏𝑖

Fixed site carrier

membrane SD et RD Facilated transport 𝐷𝑖 , 𝑘𝐷𝑖, 𝐷𝐻𝐶𝑂3

− , 𝐾 𝑒𝑡 𝐶𝑇, Z, k-1

𝐷𝑎 =𝑘−1𝑧2

𝐷𝐴𝐵

Damköhler number

A=CO2

B = R − NH3+

AB = 𝐻𝐶𝑂3−

Kinetically controlled reaction

Transport model parameter

12

Page 13: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

13

-10

10

30

50

70

90

110

130

150

0

100

200

300

400

500

600

700

800

1 2 3 4 5 6 7

F N2

(10

-6 c

m3

(STP

).cm

- ².s

ec-1

))

J CO

2 (1

0-6

cm

3 (S

TP).

cm- ²

.sec

-1))

p' (bar)

Points expérimentaux -PVAm/PVA (CO2)Points expérimentaux - BAM-1(CO2)Simulation - PVAm/PVA (CO2)

Simulation - BAM-1 (CO2)

Points expérimentaux -PVAm/PVA (N2)Points expérimentaux - BAM-1(N2)Simulation - PVAm/PVA (N2)

Simulation - BAM-1 (N2)

Facilated transport membrane - Model /experiment

Data from literature

Experimental results from :

- A. Mondal et al., Int. J. Greenh. Gas Control, 2015. - M. Wang et al., Energy Environ. Sci., 2011. - Y. Cai, J. Membr. Sci., 2008.

M. Pfister’s PhD

Page 14: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

0

100

200

300

400

500

600

700

800

1 3 5 7

J CO

2 (

10

-6 c

m3

(STP

).cm

-

².se

c-1))

p' (bar)

14

Material-process design interaction

Need humidity (near saturation) (need to avoid gas drying)

Active site carrier saturation at high CO2 partial pressure

A=CO2

B = R − NH3+

AB = 𝐻𝐶𝑂3−

This impacts module driving force strategy : - Upstream pressure : limited to avoid active site saturation - Downstream pressure : limited to avoid membrane drying

PVAm/PVA Binary dry basis CO2/N2 (20%/80%) (Mondal et al.)

humidity control

Need to avoid gas drying +

Fixed site carrier membrane

Page 15: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

15

Material-Module design interactions

Structure/ thickness

Transport mechanism

Operating parameter

Local transmembrane flux

Driving force strategy

Flow pattern

MATERIAL MODULE

I II

Page 16: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Feed

Membrane

Permeate

Retentate

Q Q-dQ

x x-dx

dQ

Pdownstream

Pupstream

ds

z

Qin, xin Qout, xout

Qp, yp

in

p

Q

QStage cut

Key variables

Pressure ratio

B

A

*

'

''

P

P

Selectivity

Membrane gas separation process simulation Baseline approach

Key assumptions

Binary mixture Well defined hydrodynamics (CPF, CC, Co) Constant P’, P’’, T Constant permeability Mass transfer resistance = membrane (no polarisation effect) No flux coupling

16

Page 17: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

ΔP’’ ΔP’ Concentration

polarization

Joule

Thompson

cooling

Real gas

behavior P = f(T) P =f(P)

Alpers et al.

1999 - - + - + - -

Coker et al.

1999 +

Kaldis et al.

1998 and

2000

+

- - - - + -

Marriott et

al. 2001 + + +

Esteves et

Motta 2002 - - - - - - -

Makaruk et

Harasek

2009

- - - - - - -

Katoh et al.

2011

+

- - - - - -

M. Scholz, T. Harlacher, T. Melin, and M. Wessling, “Modeling Gas Permeation by Linking

Nonideal Effects,” Ind. Eng. Chem. Res., vol. 52, no. 3, pp. 1079–1088, Jan. 2013.

Process modeling studies : a complex landscape

17

Page 18: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Variable permeability behavior can impact module design…

18

50%

55%

60%

65%

70%

75%

80%

85%

90%

95%

10% 60%

y CO

2 (

%)

RCO2 (%)

Cas 1 (p'=10 bar/p''=1 bar)

Cas c (p'=1 bar/p''=0,1 bar)

Perméabilité constanteConstant permeability

Glassy membrane * Dual mode transport model

* 6FDA-TAPDO

CO2/ CH4 : 20%/80%

Page 19: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

0.0%

10.0%

20.0%

30.0%

40.0%

50.0%

60.0%

70.0%

80.0%

90.0%

100.0%

0 100 200 300 400 500 600 700

Ace

ton

e r

eco

very

Surface (m²)

Variable permeability behavior can impact module design

Acetone recovery from air Elastomeric membrane (PDMS) Flory Huggins transport model

Natural gas treatment Glassy membrane (CA)

Dual mode transport model

CO

2 co

nte

nt

in r

ete

nta

te

Surface (m2) 19

Page 20: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Structure/ thickness

Transport mechanism

Operating parameter

Local transmembrane flux

Driving force strategy

Flow pattern

DESIGN

Multistage/recycling Heat integration

Application

Available driving force Separation objectives

Cost minimization

From material to process design

20

MATERIAL MODULE

I II

III

Page 21: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

MEMSIC* : a user friendly CAPE OPEN simulation tool

Characteristics:

Multicomponent mixtures compatibility (> 50)

Constant or variable permeability behavior

Transport models (S-D mechanism): Flory-Huggins, Dual mode, ENSIC, faciltated transport membrane

Multistages with recycling loops

Sucessfully tested on PSE softwares

(Aspen, Hysis, ProII, G Prom’s…)

*: © R. Bounaceur (2015) 21

Tailor made multicomponent module simulation for PSE

Page 22: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Operating inlet data • Temperature, T • Pressure, Pin

• Composition, xin

• Flow rate, Qin

Specifications/ Objectives Purity, recovery ratio

Material data • Transport model + parameters Or Constant permeability model and active layer thickness Membrane surface area (design

option)

Energy consumption Required membrane surface area

Driving force • Feed compression /vacuum/

turbo-expander on the retentate.

Flow configuration • Co-current • Counter current • Cross-plug flow

Feed

Membrane

Permeate

Retentate

Q Q-dQ

x x-dx

dQP ’’

P ’

ds

z

Qin, xin Qout, xout

Qp, y

Overall mass balance

Local mass balance

i

iii "p,'p,y,xJdS

'dq

i

iii

iiii

yx

yxy ,

'q

"p,'p,y,xJ"p,'p,yi,xJx

dS

dx i

iiiiii

i

iin,i xxet 0'q ,0S à

MEMSIC : a user friendly CAPE OPEN simulation tool

Page 23: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

23

MEMSIC* : a user friendly CAPE OPEN simulation tool

Page 24: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

24

Page 25: Modelling of membrane based CO capture processes€¦ · Modelling of membrane based CO 2 capture processes . Structure/ thickness Transport mechanism ... Membrane gas separation

Post combustion carbon capture (CO2, H2 O, N2, O2) : multicomponent problem - Compression changes water content - Water decreases surface (internal sweep) Simulation based on the sole pressure difference dependency of permeability are not

able to correctly predict separation performance Rigorous steady state flux prediction requires an explicit knowledge of upstream and

downstream pressure

Taking into account variable permeability generates a large effort in terms of inputs data (such effort might be not necessary but it can be of major importance in some cases (glassy, reactive membranes, vapor permeation in rubbery)

25

Concluding remarks