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MODELING CHLORIDE TRANSPORT IN CRACKED CONCRETE --- A 3-D IMAGEBASED MICROSTRUCTURE SIMULATION 1 Engineering Laboratory 2 Materials Measurement Laboratory National Institute of Standards and Technology 100 Bureau Drive 8615, Gaithersburg, MD 20899 Yang Lu¹ Edward Garboczi¹ Dale Bentz¹ Jeffrey Davis² 1 Excerpt from the Proceedings of the 2012 COMSOL Conference in Boston

MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

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Page 1: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

MODELING CHLORIDE TRANSPORT IN

CRACKED CONCRETE --- A 3-D IMAGE–

BASED MICROSTRUCTURE SIMULATION

1 Engineering Laboratory

2 Materials Measurement Laboratory

National Institute of Standards and Technology

100 Bureau Drive 8615, Gaithersburg, MD 20899

Yang Lu¹

Edward Garboczi¹

Dale Bentz¹

Jeffrey Davis²

1

Excerpt from the Proceedings of the 2012 COMSOL Conference in Boston

Page 2: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

BACKGROUND

The prediction of the service life of concrete materials is

difficult, because of their complex heterogeneous

microstructure and their random nature. Real multiphases

microstructure is desirable for simulating chloride

transport in multiphase cementitious materials.

Crack always appears during the service life. Cracks with

different widths and depths reduce the effective cover

thickness and accelerate the migration of chloride ions. It

is desirable to develop a model predicting the chloride

diffusion in cracked concrete while considering the real

microstructure, e.g. paste, voids, and aggregates.

A 3-D image-based microstructure simulation procedure

was developed to model the chloride ingress in cracked

mortar.

2

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OUTLINE

Background

Image-based microstructures

X-ray CT image based 3-D microstructure

Spherical harmonic based virtual microstructure

Transport and binding model

Results

Micro-XRF measurement validation

X-ray CT microstructure simulation

Virtual concrete microstructure simulation

Conclusion 3

Page 4: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

IMAGE-BASED MICROSTRUCTURES

Engineering Materials

Cementitious materials, asphalt concrete

Fractured rocks in geological systems

Subsurface fractured rocks, damaged sediments

Medical

Bones, teeth, bio-tissues

Two different representations of microstructures, X-ray CT image-based and spherical harmonics-based, with cracks were employed to compute transport and absorption binding effects.

4

Raw 2-D sequential images

Extract individual aggregate and

perform 3-D characterization

Multi-level segmentation on raw grey

images and 3-D reconstruction

Page 5: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

(b) Multi-level 3D image (the three colors represent matrix, crack, voids).

(d) Simulated concentration contour of the X-ray CT microstructure

(a) Raw 2D X-ray scanning sequential images

(c) 3D tetra mesh imported into COMSOL, then boundary and initial conditions are applied

3D Reconstruction

COMSOL Simulation

Mes

h

Imp

ort

Constant Cl- concentration at the top surface

X-RAY CT MICROSTRUCTURES

Based on recent 3-D meshing procedures (Lu and Garboczi), the

microstructures with a crack could be generated.

5

Three-dimensional diffusion and

binding simulation procedure with

an X-ray microtomography image

set; cubic specimens were 25 mm

on a side.

Page 6: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

VIRTUAL CONCRETE MICROSTRUCTURES

6

(b) Multi-phase 3D image (the two colors represent matrix and voids).

(d) 3D isosurface shows chloride concentration gradient existed along the crack depth

(a) Virtual 3D microstructure of concrete

(c) 3D tetra mesh imported into COMSOL and a top crack was built in the mesh

3D Mesh generation

COMSOL Simulation Results

Mesh Import

(f) 2D cutting plane cross the crack at a certain position. The surface effect of aggregate diffusivity difference is clearly presented

(e) 3D contour plot concentration at certain slices across the top crack

Constant Cl- concentration at the top surface

The 3-D virtual microstructure was made by real aggregates represented in spherical

harmonic analysis. The virtual concrete model was built using a random particle

placement program (Qian 2012). The virtual concrete model has 12 irregular shape

aggregates from the VCCTL database, and a built-in crack, located on the top surface.

Page 7: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

CHLORIDE TRANSPORT AND BINDING

MODEL

The basic chloride diffusion equation

Chloride binding capacity

7

C CD

t x x

,1

2s

C x t xerf

C Dt

total bound freeC C C

bound freeC C

( )bound

CD C k C C

t

C - the chloride

concentration and t is time,

D - the effective diffusion

coefficient

α - fitting parameter, here taken

to be equal to 4, obtained by

fitting the experimental data

k - the sorption rate

constant in bulk mortar

Where:

Relationship between free and

bound chlorides and equilibrium

Page 8: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

SIMULATION APPROACH

Employing a constant concentration chloride source fixed at the

sample top surface, we simulated a ponding test of chloride

ingress.

For chloride transport in both of the models, the top surface of

the specimen was kept at a constant chloride concentration of

1170 mol/m3. The other surfaces were assumed to be

impermeable, experimentally by using an epoxy layer coating,

designed to block chloride diffusion during the measurement.

Therefore, we specified a zero flux boundary condition at the

bottom surface and at side surfaces.

Since binding only takes place within the mortar/concrete part,

no reactions take place within the crack area. The initial

concentration in the crack was set to 1170 mol/m3, the constant

ponding value, because the concentration in the crack will be

quickly made equal to the ponding value via convection. 8

Page 9: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

PARAMETERS USED IN COMSOL

SIMULATIONS

Parameter Calibrated value

Diffusion coefficient of bulk mortar 6x10-11 m2/s

Sorption rate constant in bulk mortar 3x10-7 s-1

Diffusion coefficient in crack 2x10-9 m2/s

Diffusion coefficient in voids 0.001 m2/s

Diffusion coefficient in non-diffusive

aggregates

0.001 m2/s

α parameter in linear isotherm 4

External chloride concentration 1170 mol/m3

Assumed porosity of mortar 0.1828

9

Page 10: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

VERIFICATION CASE STUDY

Micro-XRF technique measurement validation

10

(a) Micro-XRF measurement

plot for chloride (b) 2-D chloride ingress contour

0

200

400

600

800

1000

1200

0 5 10 15

Co

nce

ntr

atio

n (

mo

l/m

3 )

Depth along specimen (mm)

X=11.7 mm

X=12.7 mm

X=20.0 mm

(c) The concentration data

was sampled at 3 fixed values

of X direction, X=11.7, 12.7,

and 20.0 mm of 30 days

X=11.7, 12.7 20 mm

y

x

Page 11: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

X-RAY CT MICROSTRUCTURE RESULTS

11

(a) Concentration contour plot of 3-D

X-Ray image-based model at 30 day

(b) 2-D cutting surface at Y = 5 mm

(c) 3-D sliced surfaces

0

200

400

600

800

1000

1200

0 2 4 6 8 10 12 14 16 18

Conc

entr

atio

n (m

ol/m

3)

Depth along specimen (mm)

X = 18 mm

X = 20 mm

X = 22 mm

X = 26 mm

(d) Concentration profile along the

crack depth, (data sampled at X=18

mm, 20 mm, 22 mm, 25 mm

X=26 22 20 18 mm

Page 12: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

VIRTUAL CONCRETE MICROSTRUCTURE

RESULTS

12

0

200

400

600

800

1000

1200

0 2 4 6 8 10 12

Co

nce

ntr

atio

n (m

ol/

m3)

Depth along specimen (mm)

X= 5 mm

X = 6 mm

X = 8 mm

no crack

(d) Concentration profile data sampled at (X=5

mm, 6 mm, and 8 mm), comparing non-cracked

specimen at sampling point (Y=5 mm, X=5 mm)

(a) Sliced concentration contour (b) Isosurface concentration

(c) 2-D concentration contour at

a cutting plane

X=5 6 8 mm

Page 13: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

CONCLUSION We presented one μXRF measurement and three examples of

chloride ingress simulations. Both X-ray CT image-based and

spherical harmonic based microstructures were successfully applied

to build heterogeneous cracked concrete models. Chloride ingress

processes in these cracked heterogeneous concrete microstructures

were accurately simulated with the COMSOL Multiphysics.

Comparison to micro-XRF measurement data indicates that the

contributions of the crack play a significant role in the chloride

ingress.

Cracks in concrete can have an accelerating effect on the chloride

diffusion, while the sorption binding generally retards the chloride

penetration. In other words, the cracks would act as an accelerator

(conductor), while binding would act as a moderator. Hence, the

behavior of chloride transport in cracked concrete media depends

strongly on whether there is a crack and on the inherent binding

capability of the concrete. 13

Page 14: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

REFERENCES

Bentz, D. P., Garboczi, E. J., Bullard, J. W., Ferraris, C. F., and Martys, N. S. "Virtual testing of cement and concrete." Proc., Significance of Tests and Properties of Concrete and Concrete-Making Materials, ASTM STP 169D

Garboczi, E. J. (2002). "Three-dimensional mathematical analysis of particle shape using X-ray tomography and spherical harmonics: Application to aggregates used in concrete." Cement and Concrete Research, 32(10), 1621-1638.

Lu, Y., and Garboczi, E. "Bridging the gap between VCCTL based CAD and CAE using STL files." ASCE Journal of Computing in Civil Engineering (under review).

Qian, Z. (2012). "Multiscale Modeling of Fracture Processes in Cementitious Materials."PhD thesis, Delft University of Technology.

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Page 15: MODELING CHLORIDE TRANSPORT IN CRACKED ---C 3-D BASEDMicro-XRF technique measurement validation 10 (a) Micro-XRF measurement plot for chloride (b) 2-D chloride ingress contour 0 200

Thank you for your attention!

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