402
Index
Integrated computational materials engineering
(ICME) (cont.)
microstructure and properties, 20
pipelines, 36–38
plugins, 36–38
SIMPL data structure, 31–36, 38–39
simulation tools
analytic, 23–24
example, 24–25
software
development, 21
tools, 22
Interface-enriched finite element method
(IGFEM), 330, 335, 356
Interface strength distribution, 363–365
Interfacial failure, 271, 356
analytical and numerical models, 330
cohesive zone model, 333–335
experimental observations, 331–333
fiber size distribution, 330
IGFEM, 330, 335
mesoscale simulations, 336–337
validation, 337–338
Interferometric strain displacement gage
(ISDG), 95
Intragranular statistically equivalent virtual
microstructures
SEVM generation method, 66–67
two-point correlation function, 65–66
K
Kinematic hardening, 135, 136, 145, 148, 149,
151, 154
L
Local-scale modeling
polycrystal numerical results, 212–218
single crystal model, 209–212
Low cycle fatigue (LCF) tests
cyclic behavior, 135–137
experimental procedure, 135
response, 137–138
M
Machine learning (ML), 13, 24, 25, 40, 250,
251, 255, 258, 260
Macromechanical characterization
LCF (see Low cycle fatigue (LCF) tests)
uniaxial monotonic tests
experimental procedure, 133
monotonic behavior, 133–134
Macroscale damage modeling
constitutive model, 203–207
numerical simulation results, 208–209
Material agnostic data-driven framework
challenges, 264
composites, 256–260
data-driven workflow, 254–256
microstructure quantification, 252–254
polycrystalline metallic materials, 260–264
Matrix cracking strength, 258, 330, 331
Mesoscale modeling, 92, 97, 109–111, 257,
290, 333, 336–337
Metals
carbides, 128, 129
Kanaya-Okayama model, 227, 228
polycrystalline, 170, 199
Micromechanics
analysis, 58, 59, 87, 302, 318, 321–322
computational homogenization, 128
experimental procedure, 130
material description, 128–129
microstructural effects, 128
Ni-based superalloys, 127
results, 130–133
systematic application, 128
Microscale samples
femtosecond laser machining, 102–107
FIB, 98–100
machining techniques, 107–109
wire EDM machining, 100–102
Microstructure
characterization, 11, 57, 97, 115, 116, 118,
318, 368
crack initiation model, 154–157
ICME workflow, 20
Ni-based (see Ni-based superalloys)
reconstruction, 59, 76
results, 157–159
Molecular dynamics (MD), 268, 269–274,
277–280, 290, 370
Monotonic behavior
elastic, 145
elastoplastic, 145–147
grain size-dependent model, 147–148
M-SERVE
DREAM.3D software, 58
experimental data acquisition, 60–61
image processing, 60–61
parametric representation, 62–64
polycrystalline (see Polycrystalline
microstructures)
and P-SERVE (see Property-based
statistically equivalent RVE
(P-SERVE))
Index
Integrated computational materials engineering
(ICME) (cont.)
microstructure and properties, 20
pipelines, 36–38
plugins, 36–38
SIMPL data structure, 31–36, 38–39
simulation tools
analytic, 23–24
example, 24–25
software
development, 21
tools, 22
Interface-enriched finite element method
(IGFEM), 330, 335, 356
Interface strength distribution, 363–365
Interfacial failure, 271, 356
analytical and numerical models, 330
cohesive zone model, 333–335
experimental observations, 331–333
fiber size distribution, 330
IGFEM, 330, 335
mesoscale simulations, 336–337
validation, 337–338
Interferometric strain displacement gage
(ISDG), 95
Intragranular statistically equivalent virtual
microstructures
SEVM generation method, 66–67
two-point correlation function, 65–66
K
Kinematic hardening, 135, 136, 145, 148, 149,
151, 154
L
Local-scale modeling
polycrystal numerical results, 212–218
single crystal model, 209–212
Low cycle fatigue (LCF) tests
cyclic behavior, 135–137
experimental procedure, 135
response, 137–138
M
Machine learning (ML), 13, 24, 25, 40, 250,
251, 255, 258, 260
Macromechanical characterization
LCF (see Low cycle fatigue (LCF) tests)
uniaxial monotonic tests
experimental procedure, 133
monotonic behavior, 133–134
Macroscale damage modeling
constitutive model, 203–207
numerical simulation results, 208–209
Material agnostic data-driven framework
challenges, 264
composites, 256–260
data-driven workflow, 254–256
microstructure quantification, 252–254
polycrystalline metallic materials, 260–264
Matrix cracking strength, 258, 330, 331
Mesoscale modeling, 92, 97, 109–111, 257,
290, 333, 336–337
Metals
carbides, 128, 129
Kanaya-Okayama model, 227, 228
polycrystalline, 170, 199
Micromechanics
analysis, 58, 59, 87, 302, 318, 321–322
computational homogenization, 128
experimental procedure, 130
material description, 128–129
microstructural effects, 128
Ni-based superalloys, 127
results, 130–133
systematic application, 128
Microscale samples
femtosecond laser machining, 102–107
FIB, 98–100
machining techniques, 107–109
wire EDM machining, 100–102
Microstructure
characterization, 11, 57, 97, 115, 116, 118,
318, 368
crack initiation model, 154–157
ICME workflow, 20
Ni-based (see Ni-based superalloys)
reconstruction, 59, 76
results, 157–159
Molecular dynamics (MD), 268, 269–274,
277–280, 290, 370
Monotonic behavior
elastic, 145
elastoplastic, 145–147
grain size-dependent model, 147–148
M-SERVE
DREAM.3D software, 58
experimental data acquisition, 60–61
image processing, 60–61
parametric representation, 62–64
polycrystalline (see Polycrystalline
microstructures)
and P-SERVE (see Property-based
statistically equivalent RVE
(P-SERVE))