computational methods for fracture and applications to the ......x. zhuang computational methods for...
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![Page 1: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/1.jpg)
Computational methods for fracture and applications to the design of new polymeric
matrix composites
Xiaoying Zhuang
GRK1462 Summer School
Weimar
Sep 7 2016
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
![Page 3: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/3.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Motivation
• Goal: Prediction of material/structural failure -> cracks (initiation, propagation, branching, junction)
• Is it necessary to model the crack explicitly?
• How can a crack be modeled?
– Method that describes the crack kinematics
– Physical condition in order to initiate or propagate a crack
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
6
Motivation
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Motivation
Moes N.,Dolbow J., Belytschko T.: A finite element method for crack
growth without remeshing. International Journal for Numerical Methods
in Engineering, 1999, 46(1) 133-150
Zhang, Ch., Gao, X.-W., Sladek, J. and Sladek, V.: Fracture Mechanics
Analysis of 2-D FGMs by a Meshless BEM. Key Engineering Materials,
Vols. 324-325, pp. 1165-1172, 2006.
Areias P., Rabczuk T., Camanho P.P.: Initially rigid cohesive laws and
fracture based on edge rotations, Computational Mechanics, 2013,
52(4):931 - 947
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Meshfree methods and particle methodsMeshfree methods for moving boundaries
Xu X.P., Needleman A.: Numerical simulations of fast crack growth in brittle solids. Journal of the Mechanics and Physics of Solids, 1994, 42:1397-1434
Silling S.A.: Reformulation of elasticity theory for discontinuities and long-range forces, Journal of the Mechanics and Physics of Solids, 2000, 48(1): 175-209
Sulsky D., Chen Z. Schreyer H.L.: A particle method for history-dependent materials, Computer Methods in Applied Mechanics and Engineering, 1994, 118, 179-196
Rabczuk T., Belytschko T.: Cracking Particles, a simplified meshfree method for arbitrary evolving cracks, 2004,
Pandolfi A., Ortiz M.; An eigenerosion approach to brittle fracture, International Journal for Numerical Methods in Engineering, 2012, 92, 694-714
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Overview
Computational Methods for Fracture• Meshfree and Particle Methods• Peridynamics
Application to the design of polymer-matrix composites• Framework• Models at different length scales• Multiscale approach
![Page 8: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/8.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Advantages:
-Implementation of h-adaptivity is extremely simple-Can handle large deformations with ease without loss of accuracy-Higher continuous approximation -No jumps in the stress/strain field which yields better accuracy compared to FEM-No need for mesh generation-No mesh alignment sensitivity due to isotropic character of the meshfree shape functions
Why meshfree methods?
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
)(XX J
SJ
Juu
Central particle
Neighbor particle
Domain of influence (support)
Meshfree approximation
FE Meshfree
Meshfree approximation (NOT interpolation)
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
)(XX J
SJ
Juu
]1[,)()( ZYXppau T
ii paXXX
2
( ( )) ( ) ( )T
J J J
J
S w u a X X X a X p X
Central particle
Neighbor particle
Domain of influence (support)
Basic approximation
Minimize quadratic form
leads to linear equations for a
can be written in shape function form
Meshfree approximation (NOT interpolation)
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Meshfree approximation (NOT interpolation)
Linear
interpolation
Quadratic
interpolation
Least squares
(linear basis)
Moving least squares
(linear basis)
Meshfree methodsFinite elements
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Meshfree approximation (NOT interpolation)
-Crack representation in 3D based on level sets
-Efficient integration strategy at the crack front
-Evaluation of the interaction integral in 3D
![Page 13: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/13.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Representation of crack geometry
0
0.1
0.2
0.3
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0.5
0
0.1
0.2
0.3
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0.5
0
0.2
0.4
0.6
0.8
1
triangular facets
level sets
0.5
0.4
0.3
0.2
0.1
00
0.1
0.2
0.3
0.4
0.5
0
0.2
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Representation of crack geometry
Zhuang, Augarde, Mathisen. International Journal for Numerical Methods in Engineering, Fracture modelling using meshless methods and level sets in 3D: framework and modelling, 92:969-998, 2012.
![Page 15: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/15.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Level sets for 3D fracture
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
The crack growth path of offset joints
Shear-compression crack propagation
MUGHIEDA et al. (2004) [Geotechnical and
Geological Engineering]Zhuang, Huang, Zhu (2012)
coalesence
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Meshfree approximation (NOT interpolation)
My contributions:
-Crack representation in 3D based on level sets
-Efficient integration strategy at the crack front
-Evaluation of the interaction integral in 3D
![Page 18: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/18.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Singular integration
-0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
-3 -2 -1 0 1 2 3
x 10-3
-3
-2
-1
0
1
2
3
x 10-3
-0.1 -0.05 0 0.05 0.1
-0.1
-0.05
0
0.05
0.1
-0.2 -0.15 -0.1 -0.05 0 0.05 0.1 0.15 0.2
-0.25
-0.2
-0.15
-0.1
-0.05
0
0.05
0.1
0.15
0.2
-0.4 -0.3 -0.2 -0.1 0 0.1 0.2 0.3 0.4
-0.5
-0.4
-0.3
-0.2
-0.1
0
0.1
0.2
0.3
0.4
0 5 10 15 20
1.0000
1.0002
1.0004
1.0006
1.0008
1.0010 Singualr scheme
Gauss Legrendre scheme
SIF
n (number of subcell devisions)
crack
crack
Refinement x 1 Refinement x 8Refinement x 4 Refinement x 16
Refinement x 32
Zhuang, Augarde, Mathisen. International Journal for Numerical Methods in Engineering, Fracture modelling using meshless methods and level sets in 3D: framework and modelling, 92:969-998, 2012.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Meshfree approximation (NOT interpolation)
My contributions:
-Crack representation in 3D based on level sets
-Efficient integration strategy at the crack front
-Evaluation of the interaction integral in 3D
![Page 20: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/20.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
St
C +
S0
S -
S +
C -
crack surface
Domain integration along crack front
=
x1
x3
x2
crack surface
crack front
crack extensionP
rθ
x
Non-planar crackEnergy release over curved crack front domain for non-planar crack
Interaction integral form of Eshelby energy momentum tensor in curvilinear coordinates
Curvilinear coordinates and level sets for curved crack front and non-planar surface
Meshfree methods and particle methods3D crack propagation with level set method
Zhuang, Augarde, Mathisen. International Journal for Numerical Methods in Engineering, Fracture modelling using meshless methods and level sets in 3D: framework and modelling, 92:969-998, 2012.
![Page 21: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/21.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Meshfree methods and particle methodsNon-planar crack propagation
0 50 100 150 200 250 300 350 400-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
KI present
KII present
KIII present
KI analytical
KII analytical
KIII ananlytical
SIF results along crack front θ°K
I, K
II,
KII
I
2a
line roller boundary
conditions in z direction
x
y
z
line roller boundary
conditions in x direction
Zhuang, Augarde, Mathisen. International Journal for Numerical Methods in Engineering, Fracture modelling using meshless methods and level sets in 3D: framework and modelling, 92:969-998, 2012.
![Page 22: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/22.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
3D DDA model of particle flow Concave blocks
Vibrating screen with different frequency
0.05Hz 0.25Hz 1.0Hz
Meshfree methods and particle methodsDiscontinuous deformation analysis for blocky system
Zhu, Wu, Zhuang, Cai. Method for estimating normal contact parameters in collision modeling using discontinuous deformation analysis. ASCE International Journal of Geomechanics, paper in press, 2016.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
a1 A
B
a2
a3
a4
b1
b2
b3
CPContact detection is the most expensive part of DDA!
A new multi-shell cover contact detection method
Concave blockContact detection efficiency improved
by multi-shell cover (MSC) Conventional methods invalid for concave block
a1 AB
a2
a3
a4
b1
b2
b3
CP-1CP-2
Common planemethod
Shortest link method
Meshfree methods and particle methodsDiscontinuous deformation analysis: contact detection
Wu, Zhu, Zhuang, Ma, Cai. A multi-shell cover algorithm for contact detection in the three dimensional discontinuous deformation analysis. Theoretical and Applied Fracture Mechanics, 72: 136-149, 2014.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Particles interact each other similar to planets or atoms
Local model Nonlocal model
Peridynamics and horizon of particle
Horizon HxDomain where anyparticle falling insidewill receive the forcesexerted by x
Peridynamics
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Peridynamics
Peridynamics uses an integral form rather than differential form
Classical equations of motion has divergence term
Fractures are the natural outcome!
Crack branching, coalescence…
Silling S.A.: Reformulation of elasticity theory for discontinuities and long-range forces, Journal of the Mechanics and Physics of Solids, 2000, 48(1): 175-209
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
A=4 A=2
X X’ • Newton’s third law violated.
• Fundamental Symmetry broken
• Ghost force issue• Spurious wave reflection
Peridynamics
• Computational cost too expensive when using constant horizon! • But non-constant horizon sizes results in spurious wave reflection!
Constant horizon constraints in Peridynamics
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
30
Inertia force
Body force
Direct bond force
Reaction bond force
Horizon Hx Domain where particle falling inside will receive the forces exerted by x
Dual-HorizonA union of points whose horizons include x
Dual-horizon peridynamics
Conventional peridynamics
Dual-horizon peridynamics
Ren H., Zhuang X., Cai Y., Rabczuk T..: Dual Horizon Peridynamics, International Journal for Numerical Methods in Engineering, DOI: 10.1002/nme.5257, 2016.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Variable horizon sizes
Dual-horizon peridynamics Conventional peridynamics
Wave propagation of plate Initial displacement profile
Dual-horizon peridynamicsVariable horizon sizes without any spurious force issue
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
32
L2 error
Computational time steps
L2 error norm comparison
Dual-horizon peridynamicsVariable horizon sizes without any spurious force issue
Ren H., Zhuang X., Cai Y., Rabczuk T..: Dual Horizon Peridynamics, International Journal for Numerical Methods in Engineering, DOI: 10.1002/nme.5257, 2016.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Kalthoff-Winkler Experiments Parameter value
Density 7800 kg/m3
Elastic modulus 190 Gpa
Poisson ratio 0.25
G0 6.9e4 J/m2
Impact velocity 22m/s
Thickness 0.01m
Total particles 57968
Dual-horizon peridynamicsStable results with varying horizon sizes
Ren H., Zhuang X., Cai Y., Rabczuk T..: Dual Horizon Peridynamics, International Journal for Numerical Methods in Engineering, DOI: 10.1002/nme.5257, 2016.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Dual-horizon peridynamicsStable results with varying horizon sizes
Dual-horizon peridynamics
Conventional peridynamics
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Adaptive refinement along crack paths
2D
parent particle child particles
3D
Dual-horizon peridynamicsAdaptive refinement
Ren H., Zhuang X., Cai Y., Rabczuk T..: Dual Horizon Peridynamics, International Journal for Numerical Methods in Engineering, DOI: 10.1002/nme.5257, 2016.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
36
Plate with pre-crack subjected to traction
Parameter value
Density 2440 kg/m3
Elastic modulus 72 GPa
Poisson ratio 0.33
G0 135 J/m2
Traction stress 22 MPa
Thickness 0.01m
Total particles 4000-6424
Dual-horizon peridynamicsAdaptive refinement
Ren H., Zhuang X., Cai Y., Rabczuk T..: Dual Horizon Peridynamics, International Journal for Numerical Methods in Engineering, DOI: 10.1002/nme.5257, 2016.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Overview
Computational Methods for Fracture• Meshfree and Particle Methods• Peridynamics
Application to the design of polymer-matrix composites• Framework• Models at different length scales• Multiscale approach• Sensitivity analysis and optimisation
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Full atom Coarse-grained
Nano Micro Meso Marco
MD Continuum Continuum ContinuumS
EN
SIT
IVIT
YA
NA
LY
SIS
OP
TIM
IZA
TIO
N
MU
LT
ISC
AL
E S
YS
TE
M
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
• Topic: Computational Characterization, Testing and Design of Carbon Fiber Based Polymer Matrix Composites
• Budget: 1.65 M Euros• Duration: Dec 2015 – Nov 2020
Nanthakumar Subbiah Binh Nguyen Huy Bo He
何博
Postdocs PhD students
Sofja Kovalevskaja Programme
Shuai Zhou周帅
Group members
Minh ThaiYiming Zhang张一鸣
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Overview
Computational Methods for Fracture• Meshfree and Particle Methods• Peridynamics
Application to the design of polymer-matrix composites• Framework• Models at different length scales• Multiscale approach• Sensitivity analysis and optimisation
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Atomistic model versus coarse-grained model
Parametrization of CG force fields.
Coarse-grained model for CNT/polymer
A.A. Mousavi, B. Arash, X. Zhuang, T. Rabczuk. A coarse-grained model for the elastic properties of cross linked short carbon nanotube/polymer composites, Composites Part B, 2015.
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC Coarse-grained model for CNT/polymer
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC Coarse-grained model for CNT/polymer
EGDMA cross link between two PMMA monomers
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Tensile fracture of a pure PMMA polymer.
Experiment
(Strain rate=2.42e-4)
Experiment
(Strain rate=9.87e-5)Present CG model
Young’s modulus (GPa) 3.27 3.12 2.88
Yield strength (MPa) 56.6 51.4 52.30
Tensile strength (MPa) 86.9 79.6 85.82
Critical strain 0.165 0.178 0.159
Coarse-grained model for CNT/polymer
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Atomistic and coarse-grained RVE of a CNT/PMMA composite.
Variation of potential energy of the composite versus strain
Volume fraction of CNTs (%) CG (GPa) MD (GPa)
10 (3 CNTs) 73.39 72.54
13.38 (4 CNTs) 97.13 96.05
16.73 (5 CNTs) 122.05 121.30
20 (6 CNTs) 145.49 145.34
Coarse-grained model for CNT/polymer
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Tensile strength of CNT/PMMA composites
wt (%)Young’s
modulus (GPa)
Tensile
strength (MPa)
5 3.05 92.44
8 3.11 94.80
10 3.24 99.63
Young’s
modulus (GPa)
Tensile
strength
(MPa)
14.7 3.11 94.80
29.4 3.59 101.82
44.1 4.01 111.61
Tensile strength w.r.t. fiber length and wt%
Coarse-grained model for CNT/polymer
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Case 1: v=0.5m/s Case 2: v=0.5m/s Case 3: v=2m/s
Boundary condition v=0.5 m/s
Critical stretch is
Crack propagation of two-phase composites
Type E (Gpa) Poisson's ratio
G0 (J/m2)
Matrix 72 1/3 40
Reinformcement 144 1/3 80
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Case 1: v=0.5m/s Case 2: v=0.5m/s Case 3: v=2m/s
Boundary condition v=0.5 m/s
Critical stretch is
Crack propagation of two-phase composites
Type E (Gpa) Poisson's ratio
G0 (J/m2)
Matrix 72 1/3 40
Reinformcement 144 1/3 80
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Overview
Computational Methods for Fracture• Meshfree and Particle Methods• Peridynamics
Application to the design of polymer-matrix composites• Framework• Models at different length scales• Multiscale approach• Sensitivity analysis and optimisation
![Page 47: Computational methods for fracture and applications to the ......X. Zhuang Computational methods for fracture and the applications to design of new PMC Meshfree methods and particle](https://reader033.vdocuments.us/reader033/viewer/2022050522/5fa5b28e383c497eb212b923/html5/thumbnails/47.jpg)
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Multiscale methodBridging models at different length scales
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Multiscale methodBridging models at different length scales
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Multiscale methodCoarse graining of fractures
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
• Estimate the atoms on the crack surface (CSP).
• Calculate the normal of atoms on the crack surface.
• Identify the regions with atoms on the crack surface
• Estimate the effective normal
Budarapu P., Gracie R. Shih-Wei Y., Zhuang X., Rabczuk T.: Efficient Coarse Graining in Multiscale Modeling of Fracture,
Theoretical and Applied Fracture Mechanics, 2014, 69, 126 - 143
Multiscale methodCoarse graining of fractures
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Multiscale methodCoarse graining of fractures
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
• Estimate the effective normal
Multiscale methodCoarse graining of fractures
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
• Generate smooth crack surface
Multiscale methodCoarse graining of fractures
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
• Generate smooth crack surface
Multiscale methodCoarse graining of fractures
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
58
Multiscale methodCoarse graining of fractures
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC Overview
Framework Computational models of polymer-matrix composites
• Models at different length scales• Multiscale approach
Uncertainty quantification and optimization• Sensitivity analysis• Probabilistic optimization
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Nano-scale: material properties and the structure of the SWNT
Micro-scale: the SWNT embedded in the polymer matrix in the presence of the interphase is modeled and replaced by an EF
Meso-scale: the SWNT waviness, the agglomeration and the SWNT orientation
Macro-scale: the volume fraction
Vu-Bac N., Rafiee R., Zhuang X., Lahmer T., Rabczuk T.: Uncertainty quantification for multiscale modeling of polymer nanocompositeswith correlated parameters, Composites Part B: Engineering, 2014, 68, 446 - 464
Sensitivity analysis
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
1. Sampling 2. Surrogate Model
3. Sensitivity Analysis
Vu-Bac N., Rafiee R., Zhuang X., Lahmer T., Rabczuk T.: Uncertainty quantification for multiscale modeling of polymer nanocomposites with correlated parameters, Composites Part B: Engineering, 2014, 68, 446 - 464
MC sampling LHS sampling
Sensitivity analysis
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Deterministic Optimum
Reliability Based Optimum
Feasible Region
Probabilistic optimization
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC Probabilistic optimization
Thick cylinder subjected to line load
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X. Zhuang
Computational methods for fracture and the applications to design of new PMC
Minimization of the CNT content and the cylinder thickness simultaneously
Probabilistic optimization
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Thank you for your attention!