Reducing Concentration Uncertainty Using the Coupled Markov Chain Approach
Diffusometry in polyelectrolyte membranes IPFDD2003
1. 1
NMR-Investigation of Structure of
Polymeric Multilayer Membranes and
Fluid Mobility inside Membranes
Results of NMR-diffusometry
2. 2
Aims:
To show that NMR-diffusometry can
be applied as a microscopic method
for studying some structural
properties of polymeric membranes
To study features of fluid behavior
imbedded inside membrane
4. 4
Methodical basics of microscopy of
solid matrices…
Collection of particles
with well-known
characterizations
Interactions with
solid matrix
Collection of particles
with new
characterizations
SOLID MATRIX
5. 5
Diffusometry as a microscopy
‘Free-moving’ fluid
molecules
(gas, liquid)
Interactions with solid
matrix (restrictions)
Fluid molecules
interacted with wall of
solid matrix
SOLID MATRIX
(porous medium)
6. 6
Free diffusion: Time Dependence of
Mean Square Displacement
0 100 200 300 400 500 600
0
20
40
60
80
100
120
140
Monte-Carlo result
Einstein formula
experimental time
m.s.d.
Results of computer simulation (Monte-Carlo Method)
exp
2
exp
2
...,6 trdsmDtr
x
z
y
Diffusion coefficient Experimental time
7. 7
Free diffusion: Time Dependence of
Diffusion Coefficient D
exp
2
6Dtr
0 100 200 300 400 500 600
20
30
40
50
D ( t exp
) = const ( t exp
)
DiffusionCoefficient,D
experimental time
Results of computer simulation (Monte-Carlo Method)
x
z
y
8. 8
Restricted Diffusion: Time Dependence
of Mean Square Displacement
0 100 200 300 400 500 600
0
10
20
30
40
50
60
0
20
40
60
80
100
120
140
0 100 200 300 400 500 600
m.s.d.
experimental time
free diffusion
restricted diffusion
experimental time
m.s.d.
Results of computer simulation (Monte-Carlo Method)
x
z
y
d
9. 9
Restricted Diffusion: Time
Dependence of D
x
Results of computer simulation (Monte-Carlo Method)
10
1
10
2
10
310
0
10
1
10
2
10
2
10
3
10
1
D
(texp
)~
texp
1
DiffusionCoefficient,D
experimental time
Free diffusion
Restricted diffusion
1
expexpexp
2
exp
2
~,6
6
ttDDtd
dr
Dtr
z
y
d
10. 10
NMR-Diffusometry:
Initial Information Is in Diffusion Decays
0 1 2 3 4 5 6
10
-6
10
-4
10
-2
10
0
SINGLE-exponential
diffusion decay
NormilizedAmplitude,A/A0
q
2
t exp
[ x 10
9
, m
2
s ]
Dtq
qA
DtqA
A
A
exp
2exp
2
0 0
lnln
0 1 2 3 4 5 6
0.4
0.5
0.6
0.7
0.8
0.9
1
NormalizedAmplitude,A/A0
q
2
t exp
[ x 10
9
, m
2
s ]
DOUBLE-exp. decay:
D 1
= 2.7 x 10
-9
, D 2
= 7 x 10
-11
THREE-exp. decay:
D 1
= 2.7 x 10
-9
, D 2
= 7 x 10
-11
D 2
= 2 x 10
-13
SINGLE-exp. decay
D = 2.7 x 10
-9
ii i Dtqp
A
A
exp
2
0
ln
D
11. 11
NMR-Diffusometry:
Decay for Free Diffusion
Results of computer simulation (Monte-Carlo Method)
x
z
y
0 1 2 3
10
-4
10
-3
10
-2
10
-1
10
0
q
2
t exp
NormalizedAmplitude,A/A0
Dtq
A
A
exp
2
0
ln
12. 12
0.0 0.5 1.0 1.5 2.0
10
-5
10
-4
10
-3
10
-2
10
-1
10
0
NormalizedAmplitude,A/A0
q
2
t exp
Free Diffusion
Restricted Diffusion
NMR-Diffusometry:
Decay for Restricted Diffusion
Results of computer simulation (Monte-Carlo Method)
z
y
d
ii i Dtqp
A
A
exp
2
0
ln
14. 14
NMR-Diffusometry: Remarks
q = g,
is gyromagnetic ratio of resonant nuclear;
and g – duration and amplitude of pulsed field
gradient, respectively;
it is unnecessary to have a transparent sample (like
for optic methods) or sample with specially prepared
surface, and so on…
NMR does not produce sufficient changes in sample
(remaining radiation, damaged pore structure…)
typical limits for application of NMR are
extremely short relaxation times
NMR experiment may take a few days
16. 16
Samples:
Porous PA-6 filled with water
Porous polyelectrolyte complex
PEI / PAAc (multilayers) filled with
water
Porous polyelectrolyte complex
PEI / PAAc (multilayers) produced in
NaCl solution, filled with water
18. 18
PA-6: Shape of Diffusion Decays
0 20 40 60 80 100
10
-2
10
-1
10
0
D 1
= 7 x 10
-12
m
2
/ s
p 1
= 0.011
NormalizedAmplitude,A/A0
q
2
t exp
[ x 10
9
, m
2
s ]
t exp
= 400 ms
ii i Dtqp
A
A
exp
2
0
ln
10
-11
10
-10
10
-9
0.0
0.1
0.2
0.3
0.4
0.5
0.6
freewaterD
free water part
relativepopulation,pi
,
takenbycomponentwithDi
Diffusion Coefficient, D i
, m
2
/ s
19. 19
PA-6: Time Dependence of D
0 20 40 60 80 100
10
-2
10
-1
10
0
50 60 70 80 90
0.005
0.006
0.007
0.008
NormalizedAmplitude,A/A0
q
2
t exp
[ x 10
9
, m
2
s ]
t exp
300 ms
400 ms
500 ms
q
2
t exp
[ x 10
9
, m
2
s ]
A/A0
10
-1
10
02x10
-12
10
-11
d = ( 6 D texp
)
1/2
d = ( 4.2 ± 0.1 ) m
D ~ t exp
1
DiffusionCoefficient,D,m
2
/s
experimental time, t exp
, s
20. 20
PA-6: Molecular Exchange between
Water in Pores and Water outside Pores
0 10 20 30 40
0.01
0.02
0.03
0.04
Propagator,
DisplacementProbabilityDistribution
Displacement, m
t exp
400 ms
750 ms
900 ms
0.0 0.2 0.4 0.6 0.8 1.0
e
-5
e
-4
mean life-time of water inside pores
= 1.1 s
water in pores
~ 2.5 %
relativepartofparticleslocatedinpores,pi
t exp
, s
21. 21
PEI / PAAc: Shape of Diffusion Decay
0 50 100 150 200 250 300
10
-3
10
-2
10
-1
10
0
NormalizedAmplitude,A/A0
q
2
t exp
[ x 10
9
, m
2
s ]
PEI / PAA, t exp
= 400 ms
PA-6, t exp
= 400 ms
0 100 200 300
10
-3
10
-2
10
-1
10
0
NormalizedAmplitude,A/A0
q
2
t exp
[ x 10
9
, m
2
s ]
t exp
400
600
800
22. 22
PEI / PAAc: Time-Dependence of
Diffusion Coefficient
0.1 1
10
-11
d = ( 6 D t exp
)
1/2
d = ( 5.6 ± 0.1 ) m
D ~ t exp
1
DiffusionCoefficient,D[m
2
/s]
Experimental Time, t exp
, s
23. 23
PEI / PAAc: To Question about
Molecular Exchange
0 10 20 30
0.00
0.01
0.02
0.03
0.04
0.05
0.06
Propagator,
DisplacementProbabilityDistribution
Displacement, m
PEI / PAAc, t exp
= 400 ms
PA-6, t exp
= 400 ms
0 10 20 30
0.01
0.02
0.03
0.04
0.05
0.06
0.07
Displacement, m
Propagator,
DisplacementProbabilityDistribution
t exp
400 ms
600 ms
800 ms
Life-time of water molecules in the pore of PEI / PAAc is lager than
that for PA-6, at least, in a few times.
24. 24
PEI / PAAc Produced in Salt Solution:
Diffusion Decays and Dependence D(t)
100 400
1
2
3
4
5
6
7
8
9
10
d = ( 6 D t exp
)
1/2
=
= ( 5.8 ± 0.1 ) m
D ~ t exp
1
DiffusionCoefficient,D,[x10
11
,m
2
/s]
Experimental Time, t exp
, ms
0 10 20 30 40
10
-2
10
-1
10
0
NormalizedAmplitude,A/A0
q
2
t exp
[ x 10
9
, m
2
s ]
t exp
100 ms
150 ms
200 ms
25. 25
PEI / PAAc: To Question about
Molecular Exchange
0 10 20 30 40
0.00
0.01
0.02
0.03
0.04
0.05
0.06
0.07
Propagator,
DisplacementProbabilityDistribution
Displacement, m
t exp
100 ms
150 ms
200 ms
0 5 10 15 20
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0 5 10 15 20
0.01
0.02
0.03
0.04
0.05
0.06
0.07
Propagator,
DisplacementProbabilityDistribution
Displacement, m
t exp
= 200 ms
PEI / PAAc
PEI / PAAc
in Salt-Solution
NormalizedPropagators
Displacement
26. 26
Conclusions
NMR-diffusometry permits:
a) to obtain information about pore size;
b) to characterize features of translational
mobility of fluid molecules inside porous
medium and interaction between solid
matrix and fluid trough the study of
molecular exchange.
27. 27
Conclusions:
polymeric membranes were studied:
a) the pore sizes were measured:
Material
Pore size,
μm
PA-6
PEI / PAAc
PEI / PAAc + NaCl
4.2±0.1
5.6±0.1
5.8±0.1
28. 28
Conclusions:
b) the materials produced on basis of PEI /
PAAc complex are characterized by the
lager relative part of water located in
pores than porous PA-6;
c) for PA-6, the molecular exchange
between water in pores and water
outside pores were found;
for material PEI / PAAc this effect was
not registered, for material PEI / PAAc
produced in salt-solution molecular
exchange may exist.