Efficient Multiscale Plasticity Model for Polycrystalline ... Documents...Efficient Multiscale...
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Efficient Multiscale Plasticity Model for Polycrystalline Materials Based on Micromechanical Homogenization
Ajit Achuthan Clarkson University, Potsdam, NY
Brett A. Bednarcyk and Steven M. Arnold NASA Glenn Research Center, Cleveland, OH
Acknowledgements: Masoud Moghaddam, PhD Candidate, Clarkson U. NASA Glenn Faculty Fellowship Program
Objective: Multiscale Model for Polycrystalline Structures
• Link microstructure to properties to performance
• Key issues:
– Fidelity • FEA of polycrystal
– Computational Efficiency • Iso-stress (Sachs)
• Iso-strain (Taylor)
• Mean-field approaches
• Balanced approach
– Generalized Method of Cells (GMC)
Model Fidelity
Mo
del
Eff
icie
ncy
Analytical
Numerical
Semi-Analytical
Hierarchical (One-Way) Multiscale
Synergistic Multiscale
Concurrent Multiscale
Goal
GMC
HFGMC
FEA
MT
ROM
Science
Engineering
R&T
Seeking a Balance Efficiency vs. Fidelity in Multiscale Modeling
FEA, MD
MD
Micro-Level Field Equations (subcell)
Macro-Level Constitutive Equations (unit cell)
GMC is an Evolving Anisotropic Thermoelastic Inelastic and Damage Constitutive Model
=3
=2
=1
=3 =4=2
d
d
d1
2
3
l
l
1
2 =2
=1
h h h h4321
=1
x2
3x
x1
h
d
l
Repeating Unit Cell (RUC)
The Generalized Method of Cells (GMC) Micromechanics Theory
Subcell ( )
• Fields vary per subcell (as opposed to mean-field methods)
• Need subcell-level crystal plasticity model to provide local inelastic strains
Traditional and Smart Laminate Analysis Module
Effective Properties Job
Standard Multi-Axial Loading Job
Fatigue Damage Cyclic Loading Job
Yield Surface Repeated Loading Job
Problem Type Definition
E*, *, *, *-0.0010
-0.0005
0.0000
0.0005
0.0010
0 0.02 0.04 0.06 0.08 0.1 0.12 0.14
Time (s)
Lo
ad
-50
-40
-30
-20
-10
0
10
20
30
40
50
-50 -40 -30 -20 -10 0 10 20 30 40 50
Nxx
Ny
y
Integrated multiscale Micromechanics Analysis Code (ImMAC) Software
ABAQUS
Constitutive Model Library
Static Failure Analysis Library
Fiber-Matrix Debonding
Model Library
Fiber Breakage Model Library
Repeating Unit Cell Geometry
Library
Material Property Library
GMC Continuous Composite Analysis
Module
HFGMC Continuous Composite Analysis
Module
GMC Discontinuous Composite Analysis
Module
GMC Smart Piezo-Electro-Magnetic Composite Analysis
Module
Core Micromechanics Analysis Capabilities
HFGMC Discontinuous Composite Analysis
Module
HFGMC Porous Material Analysis Module
Huang1 Open Source Crystal Plasticity Model
Kinematics
Deformation gradient given by multiplicative combination: Velocity gradient: Plastic distortion rate:
Plastic deformation
Elastic deformation
1Huang, Y., “A user-material subroutine incorporating single crystal plasticity in the abaqus finite element program Mech Report 178", Division of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, June 1999, http://www.columbia.edu/~jk2079/fem/umat_documentation.pdf
nmFFL 1ppp
peFFF
,11 epeee
FLFFFL LFF
Huang Model Constitutive Law
Flow Rule:
Resolved shear stress in -th slip system:
Hardening Rule:
sign, 0
n
ggf
hgg ,
nmIFFC :2
1 eTe
Crystal Plasticity Modeling Framework
Y. Huang , Harvard University, 1991
UMAT
Incremental Strain
estimated, ij( fi,Ji
j) ij
xij
xij xi
j+1
c g
cij+1 c
ij + c
ij+1
ij + c
gij+1 gi
j + gc
J (Jacobian) ij+1 = i
j +
ij+1
Jij+1
xij+1
Abaqus Model or GMC RUC
Load step #i t , f Iteration #j
Single Crystal (Single Element/Subcell) Stress-Strain Results
Abaqus FEA – Single Element
GMC – Single Subcell Compared to FEA
sign, 0
n
ggf
Material: FCC Copper (w/ notional rate-dependence) (Provided by Huang)
Polycrystal Microstructure Generation • Matlab pre-processor developed to generate microstructures based on Voronoi
cell tessellations with random crystal orientations – Random seed locations in 3D space
– Set of points closest to seed assigned to a given grain
– Meshed with 1000 cubic C3D20R elements (treated like RVE) or GMC subcells (treated like RUC)
Abaqus Results for Polycrystals Effects of loading direction and number of grains
X-direction Y-direction
Z-direction
Abaqus Results for Polycrystals Effects of loading direction and number of grains
1 Grain 2 x 2 x 2 Grains 3 x 3 x 3 Grains
4 x 4 x 4 Grains 5 x 5 x 5 Grains
GMC Global Agreement with Abaqus
X-direction Y-direction
Z-direction # of Grains FEA/Abaqus MAC/GMC
Speed up per iteration
1 grain/ 1 element 12 sec
0.021 sec/iter
0.06 sec 0.000235
sec/iteration
90x
3 x 3 x 3 = 27 grains/ 1000 elements
297 sec 4.18 sec/iter
5.062 sec 0.02 sec/iter
209x
5 x 5 x 5 = 125 grains / 2744 elements
1438 sec 16.72 sec/iter
18.63 sec 0.07 sec/iter
239x
Computational Efficiency Comparison
Multiscale Disk Demonstration • Spinning disk – centrifugal load (*DLOAD…CENTRIF)
• Global z-direction plastic strain plotted
Polycrystal Single Crystal
GMC RUC called at 1392 integration pts
Huang model called for 1000 subcells per FEA integration pt.
Synergistic vs. Hierarchical Results
Synergistic Multiscale FEA-Based Hierarchical Multiscale
GMC RUC called at 1392 integration pts
Huang model called for 1000 subcells per FEA integration pt.
Huang model results used to characterize continuum
plasticity model
Conclusions
• Demonstrated viability of GMC micromechanics theory to model polycrystalline materials
• At least 2-orders of magnitude speed-up compared to FEA polycrystal model
• Real pay-off is in multiscale modeling, where GMC polycrystal RUC is called at integration points within a structural FEA
Extension of the model • hcp and multiphase metals (Super alloys) • High temperature • Physics based dislocation model • Length scale effect • Non-cubic crystal structure • Fracture/damage ceramics • Ferroelectric ceramics
• Linkage with information management system
Future Work
Example Two-Phase Material Inclusion VF - 0.512 Constitutive Models:- Inclusions – elastic (Cu) Matrix – single crystal plasticity (Cu)
Inclusion size=0.8 Inclusion size=0.4
GMC based analysis is currently ongoing for 2-phase material. Will use to obtain stress/strain fields in ME3 disc
0 1 2 3 4
x 10-3
0
50
100
150
200
Str
ess (
S3
3)
(MP
a)
strain (E33)
Stress-Strain
Inclusion-size:0.4
Inclusion-size:0.8