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POROVISCOELASTIC MODELINGOF PROTEIN HYDROGELS
1
Ruben Mercadé-PrietoJoaquim Lopez, Xiao Dong Chen
Soochow University, ChinaIQS Engineering School, Spain
1
Water in Food - Viscoelasticity
2
• Many kinds of foods have large water content• Water defines many characteristics of foods (from texture
to preservation – hence the importance of drying)• Food mechanical properties important for quality, hence
extensively characterized in food engineering.• Foods are multiphasic materials, complex…• … so many simplifications (empirical models)
Del Nobile et al. J. Food Eng. (2007) 78:978
AgarMozzarella
BreadCom
pres
sive
stre
ssTime dependencyof mechanicaldeformation:viscoelasticity(e.g. general
Maxwell models)
Water in Food - Poroelasticity
• Viscoelasticity assumes some degree of homogeneity• Phase separation? Porous solid matrix with solvent• Poroelasticity considers the flow of fluid inside a porous
media – Force/stress relaxation• Scarcely used in food engineering, why?
Complex analysis, geometry dependent, etc.• Recent work on biomaterials by Prof. Suo (Harvard) and
Prof. Oyen (Cambridge): simple experimental design,coupled with simple analysis from master curvesobtained with FEM.
Small perturbations to gels in swelling equilibrium• Obtain meaningful physical parameters (permeability,
solvent diffusivity, Flory-Huggins solvent interaction , etc.)
Experimental procedure – Protein hydrogels
4
1. Heat set whey protein gels: 15 wt% protein 80°C 20 min
2. Cut gelsinto 2-8
mm disks
3. Swellingin 0.1-0.3M NaCl
4. Followswelling
untilequilibrium
±0.001 N
5. Indentation ofgels in solution
using acylindrical punch
WPI gel
Loading andtime relaxation
Loading
5
The compression load with a cylinder of radius R for asmall indentation h is obtained from Hertz
=4
=GE Shear modulusE Elastic modulus
Poisson ratioOnly valid for semi-infinite samples. For small samples, acorrection factor is needed to take into account the substrate
= ,
where , is obtained from FEM
Cao et al Acta. Biomater. (2009) 5:240
Loading very quick, no time dependent effects
Viscoelasticity
6
Typically consider empirical Prony series
GVE(t )= GE(1j= 1
N VE
gVEj(1 e t VEj)))
where gVEj and VEj are the relative shear modulus and therelaxation times of the viscoelastic deformation
Normalized relaxation force with time
FVE(t)FE
= 1j = 1
NVE
gVEj(1 e t VEj))
The parameters gVEj and VEj are obtained by non-linearregression of the experimental relaxation
Poroelasticity
7
For a solvent saturated isotropic elastic gel, the relationshipbetween the strains and the stress is
= 2 +2
2 +
d Poisson ratio of the drained gelij Kroneker delta
P Pressure of the pore fluid (local osmotic pressure)
Initially, the gel is in mechanical equilibrium
= 0
Lin and Hu J. non-Cryst. Solids (2006) 352:4034
Poroelasticity
8
The pore pressure gradient is related to the flux of the gelsolvent J by Darcy’s law:
= k Gel permeabilitySolvent viscosity
Considering the mass balance of the pore fluid
= =2
(1 2 )Solvent diffusivity in the swollen gel
Poroelastic equations must be solved numerically(complex boundary conditions)
9
Poroelasticity
Most FEM packages can simulate poroelasticity (Abaqus,Ansys, Comsol, etc.) .
We consider 2 boundary conditions: BC1 and BC2
Solvent
Rgel
(~6-7 mm)
R (2 mm)
t0
(~6 mm)Gel
Cylindrical punch(~500 µm)
Free solventflow
No flow( p
z= 0)
BC1,BC2, p= 0
pz = 0
(p= 0)
Poroelasticity FEM - Loading
10
Misses Stress
Max S/E = 0.2
Max P/E = 0.2
Example to determine ,
Pore pressure
= 0.1R/t0 = 0.33
= 2.53
Loading very quick, no solventdiffusion
Poroelastic Relaxation
11
The normalized poroelastic relaxation in semi-infinitesamples has been found only to depend on the type ofindenter
)) = ,
Where =
• It does not depend on the indentation depth h
• But in real (small) samples, it depends on(
)
Master curves
Hu et al. Appl. Phys. Lett. (2010) 121904
Poroelasticity FEM - Relaxation
12
Misses Stress
Pore pressure
Max S/E = 0.2
Max P/E = 0.2
d = 0.1R/t0 = 0.33
Poroelasticity FEM - Relaxation
13
Pore pressureBC1 boundary condition
No solvent flow from the bottom
Each frame limitsd = 0.1
R/t0 = 0.33
(0)) = 1.8
14
Poroelasticity FEM - Relaxation
d = 0R/t0 = 0.33
BC2 boundary conditionSolvent flow from the bottom
(0)) = 2
Each frame limits
Poroelastic Relaxation
16
(0)) = 2
The extent of force relaxation in poroelasticity is given by thedrained Poisson ratio
Poroelastic Relaxation
17
Poroelastic analysis of compression data:Need to determine 3 parameters: G (or ), and (or k)
• G (or E ) is calculated from the loading• is calculated from F(0)/F( )• D is obtained by non-linear regression of the relaxation
force with time, ( )
Only one adjustable parameter
0.1 M NaClGE = 15.3 kPa
Experimental results - Loading
18
Whey protein gels at swelling equilibrium in 3 different [NaCl][NaCl] / M 0.1 0.2 0.3Swelling ratio SR
(mean ± SD)0.123a ± 0.017
swelling-0.091b ± 0.02
shrinkage-0.134c ± 0.02
shrinkageNumber of tests 34 19 28GE / kPa 15a ± 3 32b ± 5 36c ± 7
Experimental results – Viscoelastic Relaxation
19
10-1 100 101 102 1031.5
2
2.5
3
3.5
4x 104
She
arM
odul
us(P
a)
1 Exp fit2 Exp fit3 Exp fit4 Exp fitExperimental
10-1 100 101 102 103-1000
01000
time (s)
Res
idua
l(P
a)
GVE(t )= GE(1j= 1
N VE
gVEj(1 e t VEj)))
0.3 M NaCl
Good fit NVE 3# parameters 6!
Experimental results – Viscoelastic Relaxation
20
[NaCl] /M
gVE1 VE1/ s
gVE2 VE3/ s
gVE3 VE3/ s
Av.MSE
0.1 0.12a 10a 0.13a 107a 0.17a 860a 5x10-5
0.2 0.15b 10a 0.15b 130ab 0.20a 1100ab 2x10-5
0.3 0.17b 10a 0.17c 125b 0.25b 1000b 2x10-5
Consider 3 exponentials (NVE = 3)
Very long relaxationviscoelasticity?
GVE(t)= GE(1j= 1
N VE
gVEj(1 e t VEj)))
Experimental results – Poroelastic Relaxation
21
[NaCl] / M 0.1 0.2 0.3F( )/FE
(PE)0.59a ± 0.060.14a ± 0.09
0.50b ± 0.07-0.01b ± 0.2
0.44c ± 0.08-0.2c ± 0.3
Poroelastic relaxation profiles
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0.1 1 10 100 1000
(F(t
)-F(
))/(
F E-F
())
Relaxation time (s)
0.1 M NaClD = 3.6x10-9 m2 s-1
Some (<9% tests) are good…
00.10.20.30.40.50.60.70.80.9
1
1.E-04 1.E-03 1.E-02 1.E-01 1.E+00 1.E+01
(F(t)
-F(
))/(
F E-F
())
PE
0.3 M NaClD = 9.3x10-9 m2 s-1
… majority are not.
Viscousrelaxation
Poroviscoelasticity
22
Combining poro- and viscoelasticity in FEM is verystraightforward.
The problem becomes how to easily determine modelparameters from experimental data (reverse engineering)
Key assumption: (Strange et al. Appl. Phys. Lett (2013) 102:031913)
Poro- and viscoelasticity can be decoupled.
FPVE(t )=FVE( t )FPE( t )
FE
FPVE )F E
=(1j= 1
NVE
gVEj)( 12(1 d))
Where the extent of relaxation is expected to be
Poroviscoelasticity FEM - Relaxation
23
gVE1 0.1
= 0.003
Misses Stress
Max S/E = 0.2
Each frame limits
Pore pressure
d = 0.1R/t0 = 0.33
Poroviscoelasticity FEM – Relaxation Master curves
24
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
1.E-04 1.E-03 1.E-02 1.E-01 1.E+00 1.E+01
(FPV
E(t)-
F PVE
())
/(F E
-FPV
E())
PE (=Dt/R2)
PVE, = 0.4PVE, = 0.3PVE, = 0.2PVE, = 0.1PVE, = 0.0PVE, = -0.2PE BC1
gVE1 0.1
Decoupling assumption provides good results in mostconditions – Easy non-linear regression
FPVE(t)=FVE( t)FPE( t)
FE
Experimental results – Poroviscoelasticity
25
-0.10
0.10.20.30.40.50.60.70.80.9
1
1.E-04 1.E-03 1.E-02 1.E-01 1.E+00 1.E+01
(F(t)
-F(
))/(
F E-F
())
PE
Exp. 3 PEPE BC1Exp. 3 PVEOptim. PVE BC2
Residuals
PVE BC2D = 4.9x10-9 m2 s-1
gVE1 = 0.10VE1 = 6 s
PE BC 1D = 9.3x10-9 m2 s-1
Experimental results – Poroviscoelasticity
26
[NaCl] / M 0.1 0.2 0.3D / 10-9 m2 s-1 4.0a ± 2 3.2ab ± 1.7 3.0b ± 1.1
gVE1 0.082a ± 0.04 0.12b ± 0.06 0.10ab ± 0.04VE1 / s 13a ± 6 12a ± 5 11a ± 4
d 0.21a ± 0.1 0.10b ± 0.2 -0.08c ± 0.3Av. MSE 1.1x10-4 a 6.5x10-5 b 7.8x10-5 ab
Key parameter affectedby swelling was thedrained Poisson ratio d
D ~ self diffusivity of freewater (~2x10-9 m2 s-1)
Similar viscoelasticparameters
Experimental results – Negative Poisson’s ratio
27
• Negative d have been reported inother PVE biomaterials (agar)
• Experimental confirmation (could beanother viscoelastic relaxation withsimilar VE)
• Need to perform micro- or nano-indentations to separate clearly poro-and visco- elasticity.
AgarGelatine
Strange and Oyen, J. Mech. Behav.Biomed. Mat. (2012) 11:16
Evans and Alderson.Adv. Mater. (2000) 12:617
Experimental results – Negative Poisson’s ratio
28
Poly(vinyl acetate) (PVA) Hydrogels
Closed pores
Interconnected pores
Ma et al. J. Mech. Behav.Biomed. Mat. (2013) 23:22
Whey protein hydrogelsare homogeneous at the
micron levelAuxetic behavior due to
nanostructure?CLSM SEM
20µm 2µm
100 nm TEM
Experimental results – Poroviscoelasticity
29
For swollen polymers (e.g. PDMS), Flory-Huggins theory
Hu et al. J. Mater. Res. (2011) 26:785
Protein gelssystem
0.5
If the low and even negative d are confirmed, weneed new theoretical framework…
Conclusions
30
• FEM can be used to obtain master curves for PE andPVE as well, easy subsequent analysis.
• Simple food model (protein hydrogel) can be wellcharacterized well using only 1 adjustable parameterin PE, 3 in PVE, compared to 6 for viscoelasticity.
• D estimated are very reasonable.• Poisson ratio – highly swelling or salt dependent.• Negative drained d values need better experimental
confirmation – Auxetic materials?• … could this methodology be extended to initial
conditions not in equilibrium?