DOI: 10.1016/j.cad.2012.06.006. Key computational modeling issues in Integrated Computational Materials Engineering

Key computational modeling issues in Integrated Computational Materials Engineering

10.1016/j.cad.2012.06.006

Crossref journal-article

Elsevier BV

Computer-Aided Design (78)

Bibliography

Panchal, J. H., Kalidindi, S. R., & McDowell, D. L. (2013). Key computational modeling issues in Integrated Computational Materials Engineering. Computer-Aided Design, 45(1), 4â25.

Authors 3

Jitesh H. Panchal (first)
Surya R. Kalidindi (additional)
David L. McDowell (additional)

References 216 Referenced 296

{'year': '1999', 'series-title': 'Materials selection in mechanical design', 'author': 'Ashby', 'key': '10.1016/j.cad.2012.06.006_br000005'} / Materials selection in mechanical design by Ashby (1999)
10.1007/s11837-008-0035-x / JOM Journal of the Minerals, Metals and Materials Society / Informatics for combinatorial materials science by Broderick (2008)
Billinge SJE, Rajan K, Sinnot SB. From cyberinfrastructure to cyberdiscovery in materials science: enhancing outcomes in materials research, Report of NSF-Sponsored workshop held in Arlington, VA, August 3–5. http://www.mcc.uiuc.edu/nsf/ciw_2006/, accessed October 19, 2011. See also http://www.nsf.gov/crssprgm/cdi/, accessed October 19, 2011, 2006.
10.1007/s11669-009-9570-6 / Journal of Phase Equilibria and Diffusion / First principles calculations and Calphad modeling of thermodynamics by Liu (2009)
10.1021/ic102031h / Inorganic Chemistry / Data mined ionic substitutions for the discovery of new compounds by Hautier (2011)
10.1103/PhysRevLett.97.046401 / Physical Review Letters / Searching for alloy configurations with target physical properties: impurity design via a genetic algorithm inverse band structure approach by Dudiy (2006)
{'year': '2008', 'series-title': 'Integrated computational materials engineering: A transformational discipline for improved competitiveness and national security', 'author': 'Pollock', 'key': '10.1016/j.cad.2012.06.006_br000035'} / Integrated computational materials engineering: A transformational discipline for improved competitiveness and national security by Pollock (2008)
{'year': '2004', 'series-title': 'Accelerating technology transition: Bridging the valley of death for materials and processes in defense systems', 'author': 'Apelian', 'key': '10.1016/j.cad.2012.06.006_br000040'} / Accelerating technology transition: Bridging the valley of death for materials and processes in defense systems by Apelian (2004)
10.1007/s11837-006-0223-5 / JOM Journal of the Minerals, Metals and Materials Society / Integrated computational materials engineering: a new paradigm for the global materials profession by Allison (2006)
10.1126/science.277.5330.1237 / Science / Computational design of hierarchically structured materials by Olson (1997)
McDowell DL, Story TL. New directions in materials design science and engineering (MDS&E), Report of a NSF DMR-sponsored workshop, October 19-21, 1998. http://www.me.gatech.edu/paden/material-design/md_se.pdf, accessed May 5, 2012.
10.1007/s11837-007-0111-7 / JOM Journal of the Minerals, Metals and Materials Society / Simulation-assisted materials design for the concurrent design of materials and products by McDowell (2007)
10.1007/s10820-008-9100-6 / Scientific Modeling and Simulation / Concurrent design of hierarchical materials and structures by McDowell (2008)
{'key': '10.1016/j.cad.2012.06.006_br000070', 'series-title': 'Computational methods for microstructure-property relationships', 'article-title': 'Simulation-assisted design and accelerated insertion of materials', 'author': 'McDowell', 'year': '2010'} / Computational methods for microstructure-property relationships / Simulation-assisted design and accelerated insertion of materials by McDowell (2010)
{'key': '10.1016/j.cad.2012.06.006_br000075', 'series-title': 'Integrated design of multiscale, multifunctional materials and products', 'isbn-type': 'print', 'author': 'McDowell', 'year': '2009', 'ISBN': 'https://id.crossref.org/isbn/9781856176620'} / Integrated design of multiscale, multifunctional materials and products by McDowell (2009)
Materials genome initiative for global competitiveness, National Science and Technology Council, Committee on Technology, June 2011. http://www.whitehouse.gov/sites/default/files/microsites/ostp/materials_genome_initiative-final.pdf, accessed May 5, 2012.
{'key': '10.1016/j.cad.2012.06.006_br000085', 'first-page': '28', 'article-title': 'A perspective on materials databases', 'volume': '90', 'author': 'Freiman', 'year': '2011', 'journal-title': 'American Ceramic Society Bulletin'} / American Ceramic Society Bulletin / A perspective on materials databases by Freiman (2011)
{'year': '2001', 'series-title': 'The theory of composites', 'author': 'Milton', 'key': '10.1016/j.cad.2012.06.006_br000090'} / The theory of composites by Milton (2001)
{'year': '2002', 'series-title': 'Random heterogeneous materials', 'author': 'Torquato', 'key': '10.1016/j.cad.2012.06.006_br000095'} / Random heterogeneous materials by Torquato (2002)
10.1016/j.pmatsci.2009.08.002 / Progress in Materials Science / Microstructure sensitive design for performance optimization by Fullwood (2010)
10.1016/j.actamat.2011.06.051 / Acta Materialia / Understanding and visualizing microstructure and microstructure variance as a stochastic process by Niezgoda (2011)
10.1007/s11837-011-0057-7 / JOM Journal of the Minerals, Metals and Materials Society / Microstructure informatics using higher-order statistics and efficient data-mining protocols by Kalidindi (2011)
10.1016/S0167-8442(01)00077-5 / Theoretical and Applied Fracture Mechanics / Materials design: a useful research focus for inelastic behavior of structural metals by McDowell (2001)
10.1016/j.mser.2008.04.003 / Materials Science and Engineering R / Viscoplasticity of heterogeneous metallic materials by McDowell (2008)
10.1016/j.ijplas.2010.02.008 / International Journal of Plasticity / A perspective on trends in multiscale plasticity by McDowell (2010)
{'key': '10.1016/j.cad.2012.06.006_br000130', 'series-title': 'An introduction to thermomechanics', 'volume': 'vol. 21', 'author': 'Ziegler', 'year': '1983'} / An introduction to thermomechanics by Ziegler (1983)
10.1115/1.3225717 / ASME Journal of Engineering Materials and Technology / Material response and continuum relations: or from microscales to macroscales by Drucker (1984)
{'key': '10.1016/j.cad.2012.06.006_br000140', 'series-title': 'Handbook of materials modeling, Part A: methods', 'first-page': '1151', 'article-title': 'Internal state variable theory', 'author': 'McDowell', 'year': '2005'} / Handbook of materials modeling, Part A: methods / Internal state variable theory by McDowell (2005)
10.1557/JMR.1995.2897 / Journal of Materials Research / An atomistic study of brittle fracture: toward explicit failure criteria from atomistic modeling by Gumbsch (1995)
10.1103/PhysRevLett.87.135501 / Physical Review Letters / Matching conditions in atomistic-continuum modeling of materials by Weinan (2001)
10.1016/S0022-5096(02)00017-0 / Journal of the Mechanics and Physics of Solids / A coupled atomistic/continuum model of defects in solids by Shilkrot (2002)
10.1016/j.jmps.2003.09.023 / Journal of the Mechanics and Physics of Solids / multiscale plasticity modeling: coupled atomistics and discrete dislocation mechanics by Shilkrot (2004)
10.1115/1.1924561 / ASME Journal of Engineering Materials and Technology / Coupled atomistic/discrete dislocation simulations of nanoindentation at finite temperature by Shiari (2005)
10.1088/0965-0393/13/7/007 / Modelling and Simulation in Materials Science and Engineering / A finite-temperature dynamic coupled atomistic/discrete dislocation method by Qu (2005)
10.1016/j.scriptamat.2010.08.038 / Scripta Materialia / Coupling quantum and continuum scales to predict crack tip dislocation nucleation by Nair (2010)
10.1080/01418619608243000 / Philosophical Magazine A / Quasicontinuum analysis of defects in solids by Tadmor (1996)
10.1021/la9508912 / Langmuir / Mixed atomistic and continuum models of deformation in solids by Tadmor (1996)
10.1103/PhysRevLett.80.742 / Physical Review Letters / Quasicontinuum models of interfacial structure and deformation by Shenoy (1998)
10.1088/0965-0393/6/5/008 / Modelling and Simulation in Materials Science and Engineering / Quasicontinuum simulation of fracture at the atomic scale by Miller (1998)
10.1016/S0022-5096(98)00051-9 / Journal of the Mechanics and Physics of Solids / An adaptive finite element approach to atomic-scale mechanics — the quasicontinuum method by Shenoy (1999)
10.1103/PhysRevLett.88.255504 / Physical Review Letters / Dynamics of an inhomogeneously coarse grained multiscale system by Curtarolo (2002)
10.1080/01418610208240052 / Philosophical Magazine A / Equivalent continuum for dynamically deforming atomistic particle systems by Zhou (2002)
10.1016/S0020-7683(03)00058-1 / International Journal of Solids and Structures / On a formulation for a multiscale atomistic-continuum homogenization method by Chung (2003)
10.1098/rspa.2005.1468 / Proceedings of the Royal Society A / Thermomechanical continuum representation of atomistic deformation at arbitrary size scales by Zhou (2005)
10.1103/PhysRevLett.95.060202 / Physical Review Letters / Finite-temperature quasicontinuum: molecular dynamics without all the atoms by Dupuy (2005)
10.1557/mrs2007.188 / MRS Bulletin / Coupled quantum-atomistic and quantum-continuum mechanics methods in materials research by Ramasubramaniam (2007)
10.1103/PhysRevB.58.R5893 / Physical Review B / Coarse-grained molecular dynamics and the atomic limit of finite elements by Rudd (1998)
10.1002/(SICI)1521-3951(200001)217:1<251::AID-PSSB251>3.0.CO;2-A / Physica Status Solidi B-Basic Research / Concurrent coupling of length scales in solid state systems by Rudd (2000)
10.1103/PhysRevB.72.144104 / Physical Review B / Coarse-grained molecular dynamics: nonlinear finite elements and finite temperature by Rudd (2005)
10.1016/j.jmps.2007.09.005 / Journal of the Mechanics and Physics of Solids / A variational approach to coarse-graining of equilibrium and non-equilibrium atomistic description at finite temperature by Kulkarni (2008)
10.1063/1.3103887 / Journal of Chemical Physics / Reformulation of microscopic balance equations for multiscale materials modeling by Chen (2009)
10.1016/S1359-6454(01)00075-1 / Acta Materialia / Nanoscale phase field microelasticity theory of dislocations: model and 3-D simulations by Wang (2001)
10.1146/annurev.matsci.32.112001.132041 / Annual Review of Materials Research / Phase-field models for microstructure evolution by Chen (2002)
10.1615/IntJMultCompEng.v1.i1.80 / International Journal of Multiscale Computational Engineering / Modeling dislocation network and dislocation–precipitate interaction at mesoscopic scale using phase field method by Shen (2003)
Belak J, Turchi PEA, Dorr MR, Richards DF, Fattebert J-L, Wickett ME. et al. Coupling of atomistic and meso-scale phase-field modeling of rapid solidification, in 2009 APS March Meeting, March 16–20, Pittsburgh, PA, 2009.
10.1016/S0020-7683(00)00167-0 / International Journal of Solids and Structures / A multi-level computational model for multi-scale damage analysis in composite and porous materials by Ghosh (2001)
10.1016/j.cma.2003.12.008 / Computer Methods in Applied Mechanics and Engineering / An introduction to computational nanomechanics and materials by Liu (2004)
10.1016/j.cma.2005.05.042 / Computer Methods in Applied Mechanics and Engineering / Bridging scale methods for nanomechanics and materials by Liu (2006)
10.1137/050632488 / SIAM Journal on Scientific Computing / Multiscale modeling of physical phenomena: adaptive control of models by Oden (2006)
10.1016/j.mechmat.2006.05.004 / Mechanics of Materials / Concurrent multi-level model for damage evolution in micro structurally debonding composites by Ghosh (2007)
10.1615/IntJMultCompEng.v5.i5.20 / Journal of Multiscale Computational Engineering / Adaptive model selection procedure for concurrent multiscale problems by Nuggehally (2007)
10.1023/B:JCAD.0000036813.66891.41 / Journal of Computer-Aided Materials Design / A hierarchical multi-physics model for design of high toughness steels by Hao (2003)
10.1016/j.cma.2003.12.026 / Computer Methods in Applied Mechanics and Engineering / Multi-scale constitutive model and computational framework for the design of ultra-high strength, high toughness steels by Hao (2004)
10.1016/j.ijplas.2008.01.001 / International Journal of Plasticity / Microstructure-sensitive modeling of polycrystalline in 100 by Shenoy (2008)
10.1016/j.ijplas.2008.11.003 / International Journal of Plasticity / Multiscale modeling of the plasticity in an aluminum single crystal by Groh (2009)
{'year': '1987', 'series-title': 'Homogenization techniques for composite media', 'author': 'Suquet', 'key': '10.1016/j.cad.2012.06.006_br000330'} / Homogenization techniques for composite media by Suquet (1987)
{'year': '1987', 'series-title': 'Micromechanics of defects in solids', 'author': 'Mura', 'key': '10.1016/j.cad.2012.06.006_br000335'} / Micromechanics of defects in solids by Mura (1987)
10.1098/rspa.2003.1212 / Proceedings of the Royal Society of London A / Macroscopic properties and field fluctuations in model power-law polycrystals: full-field solutions versus self-consistent estimates by Lebensohn (2004)
10.1016/j.ijplas.2005.04.014 / International Journal of Plasticity / Atomistic based continuum investigation of plastic deformation in nanocrystalline copper by Warner (2006)
10.1016/j.jmps.2007.04.001 / Journal of the Mechanics and Physics of Solids / dislocation nucleation from bicrystal interfaces and grain boundary ledges: relationship to nanocrystalline deformation by Capolungo (2007)
10.1016/0001-6160(80)90001-2 / Acta Metallurgica / Plastic creep flow effects in the diffusive cavitation of grain-boundaries by Needleman (1980)
10.1016/S1359-6454(02)00153-2 / Acta Materialia / Role of grain rotation during grain growth in a columnar microstructure by mesoscale simulation by Moldovan (2002)
10.1016/S0927-0256(02)00160-X / Compuational Materials Science / Microstructure evolution from the atomic scale up by Cleri (2002)
10.1002/nme.541 / International Journal for Numerical Methods in Engineering / Multi-scale constitutive modelling of heterogeneous materials with a gradient-enhanced computational homogenization scheme by Kouznetsova (2002)
10.1016/j.cma.2003.12.073 / Computer Methods in Applied Mechanics and Engineering / Multi-scale second-order computational homogenization of multi-phase materials: a nested finite element solution strategy by Kouznetsova (2004)
10.1002/nme.1854 / International Journal of Numerical Methods in Engineering / A second-order homogenization procedure for multi-scale analysis based on micropolar kinematics by Larsson (2007)
10.1016/j.jmps.2007.04.008 / Journal of the Mechanics and Physics of Solids / Multi-scale micromorphic theory for hierarchical materials by Vernerey (2007)
10.1016/j.ijplas.2010.05.006 / International Journal of Plasticity / A second gradient theoretical framework for hierarchical multiscale modeling of materials by Luscher (2010)
Luscher DJ, McDowell DL, Bronkhorst CA. Essential features of fine scale boundary conditions for second gradient multiscale homogenization of statistical volume elements, Journal of Multiscale Computational Engineering (in press).
{'key': '10.1016/j.cad.2012.06.006_br000400', 'first-page': '137', 'article-title': 'A review of experimental-observations and theoretical-models of dislocation cells and subgrains', 'volume': '23', 'author': 'Amodeo', 'year': '1988', 'journal-title': 'Res Mechanica'} / Res Mechanica / A review of experimental-observations and theoretical-models of dislocation cells and subgrains by Amodeo (1988)
10.1016/0956-716X(92)90456-O / Scripta Metallurgica / The modeling of dislocation patterns by Kubin (1992)
10.1103/PhysRevB.56.5807 / Physical Review B / Link between the microscopic and mesocopic length-scale description of the collective behavior of dislocations by Groma (1997)
10.1016/S0921-5093(00)01676-2 / Material Science and Engineering A / Statistical modeling of dislocation systems by Zaiser (2001)
10.1016/S1359-6454(99)00020-8 / Acta Materialia / Crystallographic aspects of of geometrically-necessary and statistically-stored dislocation density by Arsenlis (1999)
10.1115/1.1421351 / ASME Journal of Engineering Materials and Technology / A multiscale model of plasticity based on discrete dislocation dynamics by Zbib (2002)
10.1016/S0749-6419(01)00044-4 / International Journal of Plasticity / A multiscale model of plasticity by Zbib (2002)
10.1016/j.ijplas.2003.10.001 / International Journal of Plasticity / Recent advances in multiscale modeling of plasticity by Zbib (2004)
10.1016/j.scriptamat.2005.11.030 / Scripta Materialia / Issues in the coarse-graining of dislocation energetics and dynamics by Rickman (2006)
10.1016/j.ijplas.2006.10.002 / International Journal of Plasticity / A multiscale approach for modeling scale-dependent yield stress in polycrystalline metals by Ohashi (2007)
10.1016/S0022-5096(00)00060-0 / Journal of the Mechanics and Physics of Solids / A model of crystal plasticity based on the theory of continuously distributed dislocations by Acharya (2001)
10.1098/rspa.2002.1095 / Proceedings of the Royal Society of London A / Driving forces and boundary conditions in continuum dislocation mechanics by Acharya (2003)
10.1177/1081286507086903 / Mathematics and Mechanics of Solids / New perspectives in plasticity theory: dislocation nucleation, waves and partial continuity of the plastic strain rate by Acharya (2008)
10.1016/j.scriptamat.2005.10.070 / Scripta Materialia / Continuum theory and methods for coarse-grained, mesoscopic plasticity by Acharya (2006)
10.1016/0921-5093(89)90290-6 / Materials Science and Engineering A / Theory of plastic deformation: properties of low energy dislocation structures by Kuhlmann-Wilsdorf (1989)
10.4028/www.scientific.net/MSF.157-162.1815 / Materials Science Forum / Lattice rotations during plastic deformation with grain subdivision by Leffers (1994)
10.1016/S1359-6454(96)00153-X / Acta Materialia / Scaling of microstructural parameters: misorientations of deformation induced boundaries by Hughes (1997)
10.1016/S0022-5096(99)00104-0 / Journal of the Mechanics and Physics of Solids / A theory of subgrain dislocation structures by Ortiz (2000)
10.1098/rspa.2001.0864 / Proceedings of the Royal Society of London A / Non-convex potentials and microstructures in finite-strain plasticity by Carstensen (2002)
10.1557/mrs2007.48 / MRS Bulletin / The mechanics and physics of defect nucleation by Li (2007)
10.1073/pnas.0611097104 / Proceedings of the National Academy of Sciences of the United States of America / Interfacial plasticity governs strain rate sensitivity and ductility in nanostructured metals by Zhu (2007)
10.1103/PhysRevLett.100.025502 / Physical Review Letters / Temperature and strain-rate dependence of surface dislocation nucleation by Zhu (2008)
10.1088/0965-0393/10/5/308 / Modeling and Simulation in Materials Science and Engineering / First passage time Markov chain analysis of rare events for kinetic Monte Carlo: double kink nucleation during dislocation glide by Deo (2002)
10.1137/070692303 / SIAM Review / Deciding the nature of the coarse equation through microscopic simulations: the baby-bathwater scheme by Li (2007)
10.1016/0304-3991(92)90117-3 / Ultramicroscopy / Micromechanical modelling of interfacial decohesion by Needleman (1992)
10.1016/0020-7683(95)00255-3 / International Journal of Solids Structures / Computational modeling of impact damage in brittle materials by Camacho (1996)
10.1115/1.1647127 / Journal of Engineering Materials and Technology, ASME / Micromechanical simulation of dynamic fracture using the cohesive finite element method by Zhai (2004)
10.1016/j.engfracmech.2004.06.006 / Engineering Fracture Mechanics / Deterministic and stochastic analyses of fracture processes in a brittle microstructure system by Tomar (2005)
10.1023/B:JCAD.0000036813.66891.41 / Journal of Computer-Aided Materials Design / A hierarchical multi-physics model for design of high toughness steels by Hao (2003)
CES selector, Granta Material Intelligence, 2008.
{'year': '2003', 'series-title': 'Topology optimization theory, methods and applications', 'author': 'Bendsoe', 'key': '10.1016/j.cad.2012.06.006_br000550'} / Topology optimization theory, methods and applications by Bendsoe (2003)
10.1016/S0022-5096(96)00114-7 / Journal of the Mechanics and Physics of Solids / Design of materials with extreme thermal expansion using a three-phase topology optimization method by Sigmund (1997)
10.1016/0020-7683(94)90154-6 / International Journal of Solids and Structures / Materials with prescribed constitutive parameters: an inverse homogenization problem by Sigmund (1994)
10.1016/0167-6636(94)00069-7 / Mechanics of Materials / Tailoring materials with prescribed elastic properties by Sigmund (1995)
10.1016/S0022-5096(99)00043-5 / Journal of the Mechanics and Physics of Solids / Multiphase composites with extremal bulk modulus by Gibiansky (2000)
10.1016/S0045-7949(99)00172-8 / Computers & Structures / Optimal design of periodic linear elastic microstructures by Neves (2000)
10.1016/S0017-9310(00)00234-9 / International Journal of Heat and Mass Transfer / On the design of two-dimensional cellular metals for combined heat dissipation and structural load capacity by Gu (2001)
10.1016/j.commatsci.2006.08.025 / Computational Materials Science / Fast computation of first-order elastic-plastic closures for polycrystalline cubic-orthorhombic microstructures by Knezevic (2007)
10.1016/S0022-5096(01)00016-3 / Journal of the Mechanics and Physics of Solids / Microstructure-sensitive design of a compliant beam by Adams (2001)
10.1016/j.jmps.2006.01.010 / Journal of the Mechanics and Physics of Solids / Procedures for construction of anisotropic elastic-plastic property closures for face-centered cubic polycrystals using first-order bounding relations by Proust (2006)
10.1615/IntJMultCompEng.v5.i3-4.80 / International Journal for Multiscale Computational Engineering / Integration of microstructure-sensitive design with finite element methods: elastic-plastic case studies in FCC polycrystals by Houskamp (2007)
10.1016/j.ijplas.2007.05.002 / International Journal of Plasticity / Delineation of first-order closures for plastic properties requiring explicit consideration of strain hardening and crystallographic texture evolution by Knezevic (2008)
10.1016/j.actamat.2006.12.010 / Acta Materialia / Elastic-plastic property closures for hexagonal close-packed polycrystalline metals using first-order bounding theories by Wu (2007)
10.1016/j.ijplas.2010.03.010 / International Journal of Plasticity / Building texture evolution networks for deformation processing of polycrystalline FCC metals using spectral approaches: applications to process design for targeted performance by Shaffer (2010)
10.1016/j.commatsci.2006.05.016 / Computational Materials Science / Generalized Pareto front methods applied to second-order material property closures by Fullwood (2007)
10.1016/j.actamat.2005.03.052 / Acta Materialia / Finite approximations to the second-order properties closure in single phase polycrystals by Adams (2005)
{'year': '1993', 'series-title': 'Texture analysis in materials science. Mathematical methods', 'author': 'Bunge', 'key': '10.1016/j.cad.2012.06.006_br000630'} / Texture analysis in materials science. Mathematical methods by Bunge (1993)
10.1016/j.actamat.2010.10.008 / Acta Materialia / A new framework for computationally efficient structure-structure evolution linkages to facilitate high-fidelity scale bridging in multi-scale materials models by Fast (2011)
{'key': '10.1016/j.cad.2012.06.006_br000640', 'first-page': '103', 'article-title': 'A novel framework for building materials knowledge systems', 'volume': '17', 'author': 'Kalidindi', 'year': '2009', 'journal-title': 'Computers Materials & Continua'} / Computers Materials & Continua / A novel framework for building materials knowledge systems by Kalidindi (2009)
{'key': '10.1016/j.cad.2012.06.006_br000645', 'first-page': '273', 'article-title': 'Thermo-elastic localization relationships for multi-phase composites', 'volume': '16', 'author': 'Landi', 'year': '2010', 'journal-title': 'Computers, Materials & Continua'} / Computers, Materials & Continua / Thermo-elastic localization relationships for multi-phase composites by Landi (2010)
10.1016/j.actamat.2010.01.007 / Acta Materialia / Multi-scale modeling of elastic response of three-dimensional voxel-based microstructure datasets using novel DFT-based knowledge systems by Landi (2009)
10.1016/j.actamat.2011.04.005 / Acta Materialia / Formulation and calibration of higher-order elastic localization relationships using the MKS approach by Fast (2011)
{'key': '10.1016/j.cad.2012.06.006_br000660', 'series-title': 'Modelling small deformations of polycrystals', 'first-page': '229', 'article-title': 'Statistical modelling', 'author': 'Kröner', 'year': '1986'} / Modelling small deformations of polycrystals / Statistical modelling by Kröner (1986)
10.1016/0022-5096(77)90009-6 / Journal of the Mechanics and Physics of Solids / Bounds for effective elastic moduli of disordered materials by Kröner (1977)
{'year': '1959', 'series-title': 'Theory of functionals and integral and integro-differential equations', 'author': 'Volterra', 'key': '10.1016/j.cad.2012.06.006_br000670'} / Theory of functionals and integral and integro-differential equations by Volterra (1959)
{'year': '1958', 'series-title': 'Nonlinear problems in random theory', 'author': 'Wiener', 'key': '10.1016/j.cad.2012.06.006_br000675'} / Nonlinear problems in random theory by Wiener (1958)
10.1016/S0022-5096(00)00040-5 / Journal of the Mechanics and Physics of Solids / Statistical continuum theory for large plastic deformation of polycrystalline materials by Garmestani (2001)
10.1016/S1359-8368(99)00050-5 / Composites Part B: Engineering / Statistical continuum mechanics analysis of an elastic two-isotropic-phase composite material by Lin (2000)
10.1007/s11661-999-0150-5 / Metallurgical and Materials Transactions A: Physical Metallurgy and Materials Science / Use of microstructural statistics in predicting polycrystalline material properties by Mason (1999)
10.1016/S0749-6419(98)00019-9 / International Journal of Plasticity / Statistical continuum theory for inelastic behavior of a two-phase medium by Garmestani (1998)
10.1016/0022-5096(96)00052-X / Journal of the Mechanics and Physics of Solids / Bounding elastic constants of an orthotropic polycrystal using measurements of the microstructure by Beran (1996)
{'year': '1968', 'series-title': 'Statistical continuum theories', 'author': 'Beran', 'key': '10.1016/j.cad.2012.06.006_br000705'} / Statistical continuum theories by Beran (1968)
{'year': '2002', 'series-title': 'The theory of composites', 'author': 'Milton', 'key': '10.1016/j.cad.2012.06.006_br000710'} / The theory of composites by Milton (2002)
{'year': '1995', 'series-title': 'Distortion analysis of weakly nonlinear filters using Volterra series', 'author': 'Cherry', 'key': '10.1016/j.cad.2012.06.006_br000715'} / Distortion analysis of weakly nonlinear filters using Volterra series by Cherry (1995)
10.1007/BF00202758 / Biological Cybernetics / Calculation of the Volterra kernels of non-linear dynamic systems using an artificial neural network by Wray (1994)
10.1007/BF02667354 / Annals of Biomedical Engineering / The identification of nonlinear biological systems: volterra kernel approaches by Korenberg (1996)
10.1080/00207176508905543 / International Journal of Control / Measurement of the wiener kernels of a non-linear system by cross-correlation by Lee (1965)
10.1103/PhysRevB.81.012104 / Physical Review B / Building effective models from sparse but precise data: application to an alloy cluster expansion model by Cockayne (2009)
10.1115/1.1569947 / Journal of Vibration and Acoustics / Bayesian model screening for the identification of nonlinear mechanical structures by Kerschen (2003)
{'year': '2000', 'series-title': 'The engineering design of systems: models and methods', 'author': 'Buede', 'key': '10.1016/j.cad.2012.06.006_br000745'} / The engineering design of systems: models and methods by Buede (2000)
AIAA, Guidelines for the verification and validation of computational fluid dynamics simulations, 1998, Report Number: AIAA-G-077-1998.
10.1111/j.0022-2720.2004.01329.x / Journal of Microscopy / Application of the dual-beam fib/sem to metals research by Sivel (2004)
{'year': '2005', 'series-title': 'Introduction to focused ion beams : instrumentation, theory, techniques, and practice', 'author': 'Giannuzzi', 'key': '10.1016/j.cad.2012.06.006_br000760'} / Introduction to focused ion beams : instrumentation, theory, techniques, and practice by Giannuzzi (2005)
10.1007/s11837-003-0173-0 / JOM Journal of the Minerals, Metals and Materials Society / Collecting and analyzing microstructures in three dimensions: a fully automated approach by Spowart (2003)
10.1016/j.scriptamat.2006.01.019 / Scripta Materialia / Automated serial sectioning for 3-d analysis of microstructures by Spowart (2006)
10.1016/S0168-583X(02)01689-0 / Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms / X-ray micro-tomography an attractive characterisation technique in materials science by Salvo (2003)
10.1016/S0304-3991(03)00105-0 / Ultramicroscopy / 3-D electron microscopy in the physical sciences: the development of Z-contrast and EFTEM tomography by Midgley (2003)
10.1016/j.msea.2009.02.008 / Materials Science and Engineering: A / A new methodology based on X-ray micro-tomography to estimate stress concentrations around inclusions in high strength steels by Stiénon (2009)
10.1016/j.engfracmech.2006.06.019 / Engineering Fracture Mechanics / Three-dimensional study of a fretting crack using synchrotron X-ray micro-tomography by Proudhon (2007)
10.1016/j.fusengdes.2006.11.003 / Fusion Engineering and Design / 3-D X-ray micro-tomography for modeling of NB3SN multifilamentary superconducting wires by Tiseanu (2007)
10.1016/j.matchar.2009.02.007 / Materials Characterization / Atom probe tomography by Miller (2009)
10.1016/j.ultramic.2008.05.008 / Ultramicroscopy / Towards better 3-D reconstructions by combining electron tomography and atom-probe tomography by Arslan (2008)
10.1016/j.actamat.2010.06.030 / Acta Materialia / Three-dimensional analysis of grain topology and interface curvature in a β-titanium alloy by Rowenhorst (2010)
10.1007/BF02586212 / Metallurgical and Materials Transactions A / Methodology for recovering and analyzing two-point pair correlation functions in polycrystalline materials by Gao (2006)
10.1016/j.scriptamat.2005.06.013 / Scripta Materialia / Constraints on microstructural two-point correlation functions by Gokhale (2005)
10.1016/j.actamat.2008.07.005 / Acta Materialia / Delineation of the space of 2-point correlations in a composite material system by Niezgoda (2008)
10.1016/j.actamat.2010.04.041 / Acta Materialia / Optimized structure based representative volume element sets reflecting the ensemble averaged 2-point statistics by Niezgoda (2010)
10.1007/s11837-011-0045-y / JOM Journal of the Minerals, Metals and Materials Society / Representation and computational structure-property relations of random media by McDowell (2011)
SAMSI workshop on uncertainty quantification in engineering and renewable energy, http://www.samsi.info/programs/2011-12-program-uncertainty-quantification-engineering-and-renewable-energy, accessed May 5, 2012.
{'year': '2005', 'series-title': 'Propagating and mitigating uncertainty in the design of complex multidisciplinary systems', 'author': 'Thunnissen', 'key': '10.1016/j.cad.2012.06.006_br000845'} / Propagating and mitigating uncertainty in the design of complex multidisciplinary systems by Thunnissen (2005)
10.1111/j.1539-6924.1981.tb01350.x / Risk Analysis / On the quantitative definition of risk by Kaplan (1981)
10.1109/EMR.2006.261384 / IEEE Engineering Management Review / A framework for understanding uncertainty and its mitigation and exploitation in complex systems by McManus (2006)
10.2514/1.491 / AIAA Journal / Model validation via uncertainty propagation and data transformations by Chen (2004)
10.1115/1.2829860 / ASME Journal of Mechanical Design / An inductive design exploration method for robust multiscale materials design by Choi (2008)
10.1111/1467-9868.00294 / Journal of the Royal Statistical Society: Series B (Statistical Methodology) / Bayesian calibration of computer models by Kennedy (2001)
10.1016/j.ress.2004.03.001 / Reliability Engineering & System Safety / Alternative representations of epistemic uncertainty by Helton (2004)
10.1007/s00158-008-0234-7 / Structural and Mulidisciplinary Optimization / A comparative study of uncertainty propagation methods for black-box-type problems by Lee (2009)
{'key': '10.1016/j.cad.2012.06.006_br000885', 'article-title': 'Efficient random field uncertainty propagation in design using multiscale analysis', 'volume': '131', 'author': 'Yin', 'year': '2009', 'journal-title': 'Journal of Mechancial Design'} / Journal of Mechancial Design / Efficient random field uncertainty propagation in design using multiscale analysis by Yin (2009)
Ferson S, Kreinovich V, Hajagos J, Oberkampf W, Ginzburg L. Experimental uncertainty estimation and statistics for data having interval uncertainty, Sandia National Laboratories, 2007, Report Number: SAND2007-0939. (10.2172/910198)
Zabaras N. Advanced computational techniques for materials-by-design, in Joint Contractors Meeting of the AFOSR Applied Analysis and Computational Mathematics Programs, Long Beach, CA, 2006 (August 7–11).
10.1115/1.2202880 / ASME Journal of Mechanical Design / Robust design for multidisciplinary and multiscale applications by Allen (2006)
10.1080/15732470600590408 / Structure and Infrastructure Engineering: Maintenance, Management, Lifecycle / Reliability-based design using variable fidelity optimization by Gano (2006)
{'year': '1986', 'series-title': 'Introduction to quality engineering', 'author': 'Taguchi', 'key': '10.1016/j.cad.2012.06.006_br000910'} / Introduction to quality engineering by Taguchi (1986)
10.1177/1063293X9700500302 / Concurrent Engineering: Research and Applications / A robust concept exploration method for enhancing productivity in concurrent systems design by Chen (1997)
{'key': '10.1016/j.cad.2012.06.006_br000920', 'series-title': 'Structural optimization: status and promise', 'first-page': '251', 'article-title': 'The compromise decision support problem and the adaptive linear programming algorithm', 'author': 'Mistree', 'year': '1992'} / Structural optimization: status and promise / The compromise decision support problem and the adaptive linear programming algorithm by Mistree (1992)
10.1115/1.2826915 / ASME Journal of Mechanical Design / A procedure for robust design: minimizing variations caused by noise factors and control factors by Chen (1996)
10.1007/s001630100002 / Research in Engineering Design / Product platform design: method and application by Simpson (2001)
Sues RH, Oakley DR, Rhodes GS. Multidisciplinary stochastic optimization, in: 10th conference on engineering mechanics, Boulder, CO, 1995, 934–7.
10.1016/S0266-8920(97)00004-0 / Probabilistic Engineering Mechanics / Performance optimization of multidisciplinary mechanical systems subject to uncertainties by Oakley (1998)
10.2514/2.1681 / AIAA Journal / Efficient uncertainty analysis methods for multidisciplinary robust design by Du (2002)
10.1007/s001580050148 / Structural and Multidisciplinary Optimization / Worst case propagated uncertainty of multidisciplinary systems in robust design optimization by Gu (2000)
10.1115/1.2205870 / Journal of Mechanical Design / Probabilistic analytical target cascading: a moment matching formulation for multilevel optimization under uncertainty by Liu (2006)
10.1115/1.1586308 / Journal of Mechanical Design / Target cascading in optimal system design by Kim (2003)
Choi H-J, Allen JK, Rosen D, McDowell DL, Mistree F. An inductive design exploration method for the integrated design of multi-scale materials and products, in: Design engineering technical conferences — design automation conference, Long Beach, CA, 2005, Paper Number DETC2005-85335. (10.1115/DETC2005-85335)
Choi H-J. A robust design method for model and propagated uncertainty, Ph.D. Dissertation, The GW Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 2005.
10.1080/03052150701742201 / Engineering Optimization / An inductive design exploration method for hierarchical systems design under uncertainty by Choi (2008)
Sinha A, Panchal JH, Allen JK, Mistree F. Managing uncertainty in multiscale systems via simulation model refinement, in: ASME 2011 international design engineering technical conferences and computers and information in engineering conference, August 28–31, Washington, DC, 2011. Paper Number: DETC2011/47655.
10.1080/03052150701690764 / Engineering Optimization / A value-of-information based approach to simulation model refinement by Panchal (2008)
{'key': '10.1016/j.cad.2012.06.006_br000990', 'article-title': 'Model selection under limited information using a value-of-information-based indicator', 'volume': '132', 'author': 'Messer', 'year': '2010', 'journal-title': 'Journal of Mechancial Design'} / Journal of Mechancial Design / Model selection under limited information using a value-of-information-based indicator by Messer (2010)
10.1007/s10820-007-9062-0 / Journal of Computer-Aided Materials Design / A systems based approach for integrated design of materials, products, and design process chains by Panchal (2007)
{'key': '10.1016/j.cad.2012.06.006_br001000', 'first-page': '779', 'article-title': 'Information value theory', 'volume': 'SSC-2', 'author': 'Howard', 'year': '1966', 'journal-title': 'IEEE Transactions on Systems Science and Cybernetics'} / IEEE Transactions on Systems Science and Cybernetics / Information value theory by Howard (1966)
{'year': '1999', 'series-title': 'The economic value of information', 'author': 'Lawrence', 'key': '10.1016/j.cad.2012.06.006_br001005'} / The economic value of information by Lawrence (1999)
Panchal JH, Allen JK, Paredis CJJ, Mistree F. Simulation model refinement for decision making via a value-of-information based metric, in: Design automation conference, Philadelphia, PA, 2006. Paper Number: DETC2006-99433. (10.1115/DETC2006-99433)
10.1080/0305215X.2010.512086 / Engineering Optimization / Model refinement decisions using the process performance indicator by Messer (2011)
Valerdi R. The constructive systems engineering cost model (Cosysmo), Ph.D. Dissertation, Industrial and Systems Engineering, University of Southern California, Los Angeles, 2005.
Oberkampf WL, DeLand SM, Rutherford BM, Diegert KV, Alvin KF. Estimation of total uncertainty in modeling and simulation, Sandia National Laboratories, 2000, Report Number: SAND2000-0824.
Sargent R. Verification and validation of simulation models, in: Winter simulation conferences, New Orleans, LA, 2003, 37-48. (10.1109/WSC.1991.185589)
10.1198/004017007000000092 / Technometrics / A framework for validation of computer models by Bayarri (2007)
10.1016/j.ress.2010.07.014 / Reliability Engineering and System Safety / Model validation under epistemic uncertainty by Sankararaman (2011)
10.1115/1.2809439 / ASME Journal of Mechanical Design / A design-driven validation approach using Bayesine prediction models by Chen (2008)
10.1007/s00163-007-0031-0 / Research in Engineering Design / Validating behavioral models for reuse by Malak (2007)
Mocko GM, Panchal JH, Fernández MG, Peak R, Mistree F. Towards reusable knowledge-based idealizations for rapid design and analysis, in: 45th AIAA/ASME/ASCE/AHS/ASC structures, structural dynamics & materials conference, Palm Springs, CA, 2004. Paper Number: AIAA-2004-2009. (10.2514/6.2004-2009)
{'key': '10.1016/j.cad.2012.06.006_br001060', 'article-title': 'Using support vector machines to formalize the valid input domain in predictive models in systems design problems', 'volume': '132', 'author': 'Malak', 'year': '2010', 'journal-title': 'Journal of Mechancial Design'} / Journal of Mechancial Design / Using support vector machines to formalize the valid input domain in predictive models in systems design problems by Malak (2010)
Pedersen K, Emblemsvag J, Bailey R, Allen J, Mistree F. The ‘validation square’ — validating design methods, in: ASME design theory and methodology conference, New York, 2000. Paper Number: ASME DETC2000/DTM-14579.
{'key': '10.1016/j.cad.2012.06.006_br001070', 'series-title': 'Decision-based design: making effective decisions in product and systems design', 'article-title': 'The validation square: how does one verify and validate a design method?', 'author': 'Seepersad', 'year': '2005'} / Decision-based design: making effective decisions in product and systems design / The validation square: how does one verify and validate a design method? by Seepersad (2005)
Li J, Mourelatos ZP, Kokkolaras M, Papalambros PY. Validating designs through sequential simulation-based optimization, in: ASME 2010 design engineering technical conferences & computers in engineering conference, Montreal, Quebec, 2010. Paper Number: DETC2010-28431. (10.1115/DETC2010-28431)
{'key': '10.1016/j.cad.2012.06.006_br001080', 'series-title': 'Proc. symposium held at materials science and technology 2010', 'first-page': '31', 'article-title': 'Critical path issues in ICME, models, databases, and simulation tools needed for the realization of integrated computational materials engineering', 'author': 'McDowell', 'year': '2011'} / Proc. symposium held at materials science and technology 2010 / Critical path issues in ICME, models, databases, and simulation tools needed for the realization of integrated computational materials engineering by McDowell (2011)

Dates

Type	When
Created	13 years, 1 month ago (July 5, 2012, 7:50 p.m.)
Deposited	4 months, 3 weeks ago (April 3, 2025, 4:54 a.m.)
Indexed	1 day, 6 hours ago (Aug. 29, 2025, 5:57 a.m.)
Issued	12 years, 7 months ago (Jan. 1, 2013)
Published	12 years, 7 months ago (Jan. 1, 2013)
Published Print	12 years, 7 months ago (Jan. 1, 2013)

Funders 0

None

BibTeX

@article{Panchal_2013, title={Key computational modeling issues in Integrated Computational Materials Engineering}, volume={45}, ISSN={0010-4485}, url={http://dx.doi.org/10.1016/j.cad.2012.06.006}, DOI={10.1016/j.cad.2012.06.006}, number={1}, journal={Computer-Aided Design}, publisher={Elsevier BV}, author={Panchal, Jitesh H. and Kalidindi, Surya R. and McDowell, David L.}, year={2013}, month=jan, pages={4–25} }

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    {
      "year": "1999",
      "series-title": "Materials selection in mechanical design",
      "author": "Ashby",
      "key": "10.1016/j.cad.2012.06.006_br000005"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000010",
      "doi-asserted-by": "crossref",
      "first-page": "56",
      "DOI": "10.1007/s11837-008-0035-x",
      "article-title": "Informatics for combinatorial materials science",
      "volume": "60",
      "author": "Broderick",
      "year": "2008",
      "journal-title": "JOM Journal of the Minerals, Metals and Materials Society"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000015",
      "unstructured": "Billinge SJE, Rajan K, Sinnot SB. From cyberinfrastructure to cyberdiscovery in materials science: enhancing outcomes in materials research, Report of NSF-Sponsored workshop held in Arlington, VA, August 3\u20135. http://www.mcc.uiuc.edu/nsf/ciw_2006/, accessed October 19, 2011. See also http://www.nsf.gov/crssprgm/cdi/, accessed October 19, 2011, 2006."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000020",
      "doi-asserted-by": "crossref",
      "first-page": "517",
      "DOI": "10.1007/s11669-009-9570-6",
      "article-title": "First principles calculations and Calphad modeling of thermodynamics",
      "volume": "30",
      "author": "Liu",
      "year": "2009",
      "journal-title": "Journal of Phase Equilibria and Diffusion"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000025",
      "doi-asserted-by": "crossref",
      "first-page": "656",
      "DOI": "10.1021/ic102031h",
      "article-title": "Data mined ionic substitutions for the discovery of new compounds",
      "volume": "50",
      "author": "Hautier",
      "year": "2011",
      "journal-title": "Inorganic Chemistry"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000030",
      "doi-asserted-by": "crossref",
      "first-page": "046401",
      "DOI": "10.1103/PhysRevLett.97.046401",
      "article-title": "Searching for alloy configurations with target physical properties: impurity design via a genetic algorithm inverse band structure approach",
      "volume": "97",
      "author": "Dudiy",
      "year": "2006",
      "journal-title": "Physical Review Letters"
    },
    {
      "year": "2008",
      "series-title": "Integrated computational materials engineering: A transformational discipline for improved competitiveness and national security",
      "author": "Pollock",
      "key": "10.1016/j.cad.2012.06.006_br000035"
    },
    {
      "year": "2004",
      "series-title": "Accelerating technology transition: Bridging the valley of death for materials and processes in defense systems",
      "author": "Apelian",
      "key": "10.1016/j.cad.2012.06.006_br000040"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000045",
      "doi-asserted-by": "crossref",
      "first-page": "25",
      "DOI": "10.1007/s11837-006-0223-5",
      "article-title": "Integrated computational materials engineering: a new paradigm for the global materials profession",
      "volume": "58",
      "author": "Allison",
      "year": "2006",
      "journal-title": "JOM Journal of the Minerals, Metals and Materials Society"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000050",
      "doi-asserted-by": "crossref",
      "first-page": "1237",
      "DOI": "10.1126/science.277.5330.1237",
      "article-title": "Computational design of hierarchically structured materials",
      "volume": "277",
      "author": "Olson",
      "year": "1997",
      "journal-title": "Science"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000055",
      "unstructured": "McDowell DL, Story TL. New directions in materials design science and engineering (MDS&E), Report of a NSF DMR-sponsored workshop, October 19-21, 1998. http://www.me.gatech.edu/paden/material-design/md_se.pdf, accessed May 5, 2012."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000060",
      "doi-asserted-by": "crossref",
      "first-page": "21",
      "DOI": "10.1007/s11837-007-0111-7",
      "article-title": "Simulation-assisted materials design for the concurrent design of materials and products",
      "volume": "59",
      "author": "McDowell",
      "year": "2007",
      "journal-title": "JOM Journal of the Minerals, Metals and Materials Society"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000065",
      "doi-asserted-by": "crossref",
      "first-page": "207",
      "DOI": "10.1007/s10820-008-9100-6",
      "article-title": "Concurrent design of hierarchical materials and structures",
      "volume": "15",
      "author": "McDowell",
      "year": "2008",
      "journal-title": "Scientific Modeling and Simulation"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000070",
      "series-title": "Computational methods for microstructure-property relationships",
      "article-title": "Simulation-assisted design and accelerated insertion of materials",
      "author": "McDowell",
      "year": "2010"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000075",
      "series-title": "Integrated design of multiscale, multifunctional materials and products",
      "isbn-type": "print",
      "author": "McDowell",
      "year": "2009",
      "ISBN": "https://id.crossref.org/isbn/9781856176620"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000080",
      "unstructured": "Materials genome initiative for global competitiveness, National Science and Technology Council, Committee on Technology, June 2011. http://www.whitehouse.gov/sites/default/files/microsites/ostp/materials_genome_initiative-final.pdf, accessed May 5, 2012."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000085",
      "first-page": "28",
      "article-title": "A perspective on materials databases",
      "volume": "90",
      "author": "Freiman",
      "year": "2011",
      "journal-title": "American Ceramic Society Bulletin"
    },
    {
      "year": "2001",
      "series-title": "The theory of composites",
      "author": "Milton",
      "key": "10.1016/j.cad.2012.06.006_br000090"
    },
    {
      "year": "2002",
      "series-title": "Random heterogeneous materials",
      "author": "Torquato",
      "key": "10.1016/j.cad.2012.06.006_br000095"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000100",
      "doi-asserted-by": "crossref",
      "first-page": "477",
      "DOI": "10.1016/j.pmatsci.2009.08.002",
      "article-title": "Microstructure sensitive design for performance optimization",
      "volume": "55",
      "author": "Fullwood",
      "year": "2010",
      "journal-title": "Progress in Materials Science"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000105",
      "doi-asserted-by": "crossref",
      "first-page": "6387",
      "DOI": "10.1016/j.actamat.2011.06.051",
      "article-title": "Understanding and visualizing microstructure and microstructure variance as a stochastic process",
      "volume": "59",
      "author": "Niezgoda",
      "year": "2011",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000110",
      "doi-asserted-by": "crossref",
      "first-page": "34",
      "DOI": "10.1007/s11837-011-0057-7",
      "article-title": "Microstructure informatics using higher-order statistics and efficient data-mining protocols",
      "volume": "63",
      "author": "Kalidindi",
      "year": "2011",
      "journal-title": "JOM Journal of the Minerals, Metals and Materials Society"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000115",
      "doi-asserted-by": "crossref",
      "first-page": "245",
      "DOI": "10.1016/S0167-8442(01)00077-5",
      "article-title": "Materials design: a useful research focus for inelastic behavior of structural metals",
      "volume": "37",
      "author": "McDowell",
      "year": "2001",
      "journal-title": "Theoretical and Applied Fracture Mechanics"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000120",
      "doi-asserted-by": "crossref",
      "first-page": "67",
      "DOI": "10.1016/j.mser.2008.04.003",
      "article-title": "Viscoplasticity of heterogeneous metallic materials",
      "volume": "62",
      "author": "McDowell",
      "year": "2008",
      "journal-title": "Materials Science and Engineering R"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000125",
      "doi-asserted-by": "crossref",
      "first-page": "1280",
      "DOI": "10.1016/j.ijplas.2010.02.008",
      "article-title": "A perspective on trends in multiscale plasticity",
      "volume": "26",
      "author": "McDowell",
      "year": "2010",
      "journal-title": "International Journal of Plasticity"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000130",
      "series-title": "An introduction to thermomechanics",
      "volume": "vol. 21",
      "author": "Ziegler",
      "year": "1983"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000135",
      "doi-asserted-by": "crossref",
      "first-page": "286",
      "DOI": "10.1115/1.3225717",
      "article-title": "Material response and continuum relations: or from microscales to macroscales",
      "volume": "106",
      "author": "Drucker",
      "year": "1984",
      "journal-title": "ASME Journal of Engineering Materials and Technology"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000140",
      "series-title": "Handbook of materials modeling, Part A: methods",
      "first-page": "1151",
      "article-title": "Internal state variable theory",
      "author": "McDowell",
      "year": "2005"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000145",
      "doi-asserted-by": "crossref",
      "first-page": "2897",
      "DOI": "10.1557/JMR.1995.2897",
      "article-title": "An atomistic study of brittle fracture: toward explicit failure criteria from atomistic modeling",
      "volume": "10",
      "author": "Gumbsch",
      "year": "1995",
      "journal-title": "Journal of Materials Research"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000150",
      "doi-asserted-by": "crossref",
      "first-page": "135501",
      "DOI": "10.1103/PhysRevLett.87.135501",
      "article-title": "Matching conditions in atomistic-continuum modeling of materials",
      "volume": "87",
      "author": "Weinan",
      "year": "2001",
      "journal-title": "Physical Review Letters"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000155",
      "doi-asserted-by": "crossref",
      "first-page": "2085",
      "DOI": "10.1016/S0022-5096(02)00017-0",
      "article-title": "A coupled atomistic/continuum model of defects in solids",
      "volume": "50",
      "author": "Shilkrot",
      "year": "2002",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
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      "key": "10.1016/j.cad.2012.06.006_br000160",
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      "first-page": "755",
      "DOI": "10.1016/j.jmps.2003.09.023",
      "article-title": "multiscale plasticity modeling: coupled atomistics and discrete dislocation mechanics",
      "volume": "52",
      "author": "Shilkrot",
      "year": "2004",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
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      "key": "10.1016/j.cad.2012.06.006_br000165",
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      "first-page": "358",
      "DOI": "10.1115/1.1924561",
      "article-title": "Coupled atomistic/discrete dislocation simulations of nanoindentation at finite temperature",
      "volume": "127",
      "author": "Shiari",
      "year": "2005",
      "journal-title": "ASME Journal of Engineering Materials and Technology"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000170",
      "doi-asserted-by": "crossref",
      "first-page": "1101",
      "DOI": "10.1088/0965-0393/13/7/007",
      "article-title": "A finite-temperature dynamic coupled atomistic/discrete dislocation method",
      "volume": "13",
      "author": "Qu",
      "year": "2005",
      "journal-title": "Modelling and Simulation in Materials Science and Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000175",
      "doi-asserted-by": "crossref",
      "first-page": "1212",
      "DOI": "10.1016/j.scriptamat.2010.08.038",
      "article-title": "Coupling quantum and continuum scales to predict crack tip dislocation nucleation",
      "volume": "63",
      "author": "Nair",
      "year": "2010",
      "journal-title": "Scripta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000180",
      "doi-asserted-by": "crossref",
      "first-page": "1529",
      "DOI": "10.1080/01418619608243000",
      "article-title": "Quasicontinuum analysis of defects in solids",
      "volume": "73",
      "author": "Tadmor",
      "year": "1996",
      "journal-title": "Philosophical Magazine A"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000185",
      "doi-asserted-by": "crossref",
      "first-page": "4529",
      "DOI": "10.1021/la9508912",
      "article-title": "Mixed atomistic and continuum models of deformation in solids",
      "volume": "12",
      "author": "Tadmor",
      "year": "1996",
      "journal-title": "Langmuir"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000190",
      "doi-asserted-by": "crossref",
      "first-page": "742",
      "DOI": "10.1103/PhysRevLett.80.742",
      "article-title": "Quasicontinuum models of interfacial structure and deformation",
      "volume": "80",
      "author": "Shenoy",
      "year": "1998",
      "journal-title": "Physical Review Letters"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000195",
      "doi-asserted-by": "crossref",
      "first-page": "607",
      "DOI": "10.1088/0965-0393/6/5/008",
      "article-title": "Quasicontinuum simulation of fracture at the atomic scale",
      "volume": "6",
      "author": "Miller",
      "year": "1998",
      "journal-title": "Modelling and Simulation in Materials Science and Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000200",
      "doi-asserted-by": "crossref",
      "first-page": "611",
      "DOI": "10.1016/S0022-5096(98)00051-9",
      "article-title": "An adaptive finite element approach to atomic-scale mechanics \u2014 the quasicontinuum method",
      "volume": "47",
      "author": "Shenoy",
      "year": "1999",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000205",
      "doi-asserted-by": "crossref",
      "first-page": "255504",
      "DOI": "10.1103/PhysRevLett.88.255504",
      "article-title": "Dynamics of an inhomogeneously coarse grained multiscale system",
      "volume": "88",
      "author": "Curtarolo",
      "year": "2002",
      "journal-title": "Physical Review Letters"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000210",
      "doi-asserted-by": "crossref",
      "first-page": "2547",
      "DOI": "10.1080/01418610208240052",
      "article-title": "Equivalent continuum for dynamically deforming atomistic particle systems",
      "volume": "82",
      "author": "Zhou",
      "year": "2002",
      "journal-title": "Philosophical Magazine A"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000215",
      "doi-asserted-by": "crossref",
      "first-page": "2563",
      "DOI": "10.1016/S0020-7683(03)00058-1",
      "article-title": "On a formulation for a multiscale atomistic-continuum homogenization method",
      "volume": "40",
      "author": "Chung",
      "year": "2003",
      "journal-title": "International Journal of Solids and Structures"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000220",
      "doi-asserted-by": "crossref",
      "first-page": "3437",
      "DOI": "10.1098/rspa.2005.1468",
      "article-title": "Thermomechanical continuum representation of atomistic deformation at arbitrary size scales",
      "volume": "461",
      "author": "Zhou",
      "year": "2005",
      "journal-title": "Proceedings of the Royal Society A"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000225",
      "doi-asserted-by": "crossref",
      "first-page": "060202",
      "DOI": "10.1103/PhysRevLett.95.060202",
      "article-title": "Finite-temperature quasicontinuum: molecular dynamics without all the atoms",
      "volume": "95",
      "author": "Dupuy",
      "year": "2005",
      "journal-title": "Physical Review Letters"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000230",
      "doi-asserted-by": "crossref",
      "first-page": "913",
      "DOI": "10.1557/mrs2007.188",
      "article-title": "Coupled quantum-atomistic and quantum-continuum mechanics methods in materials research",
      "volume": "32",
      "author": "Ramasubramaniam",
      "year": "2007",
      "journal-title": "MRS Bulletin"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000235",
      "doi-asserted-by": "crossref",
      "first-page": "R5893",
      "DOI": "10.1103/PhysRevB.58.R5893",
      "article-title": "Coarse-grained molecular dynamics and the atomic limit of finite elements",
      "volume": "58",
      "author": "Rudd",
      "year": "1998",
      "journal-title": "Physical Review B"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000240",
      "doi-asserted-by": "crossref",
      "first-page": "251",
      "DOI": "10.1002/(SICI)1521-3951(200001)217:1<251::AID-PSSB251>3.0.CO;2-A",
      "article-title": "Concurrent coupling of length scales in solid state systems",
      "volume": "217",
      "author": "Rudd",
      "year": "2000",
      "journal-title": "Physica Status Solidi B-Basic Research"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000245",
      "doi-asserted-by": "crossref",
      "first-page": "144104",
      "DOI": "10.1103/PhysRevB.72.144104",
      "article-title": "Coarse-grained molecular dynamics: nonlinear finite elements and finite temperature",
      "volume": "72",
      "author": "Rudd",
      "year": "2005",
      "journal-title": "Physical Review B"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000250",
      "doi-asserted-by": "crossref",
      "first-page": "1417",
      "DOI": "10.1016/j.jmps.2007.09.005",
      "article-title": "A variational approach to coarse-graining of equilibrium and non-equilibrium atomistic description at finite temperature",
      "volume": "56",
      "author": "Kulkarni",
      "year": "2008",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000255",
      "doi-asserted-by": "crossref",
      "first-page": "134706",
      "DOI": "10.1063/1.3103887",
      "article-title": "Reformulation of microscopic balance equations for multiscale materials modeling",
      "volume": "130",
      "author": "Chen",
      "year": "2009",
      "journal-title": "Journal of Chemical Physics"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000260",
      "doi-asserted-by": "crossref",
      "first-page": "1847",
      "DOI": "10.1016/S1359-6454(01)00075-1",
      "article-title": "Nanoscale phase field microelasticity theory of dislocations: model and 3-D simulations",
      "volume": "49",
      "author": "Wang",
      "year": "2001",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000265",
      "doi-asserted-by": "crossref",
      "first-page": "113",
      "DOI": "10.1146/annurev.matsci.32.112001.132041",
      "article-title": "Phase-field models for microstructure evolution",
      "volume": "32",
      "author": "Chen",
      "year": "2002",
      "journal-title": "Annual Review of Materials Research"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000270",
      "doi-asserted-by": "crossref",
      "first-page": "91",
      "DOI": "10.1615/IntJMultCompEng.v1.i1.80",
      "article-title": "Modeling dislocation network and dislocation\u2013precipitate interaction at mesoscopic scale using phase field method",
      "volume": "1",
      "author": "Shen",
      "year": "2003",
      "journal-title": "International Journal of Multiscale Computational Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000275",
      "unstructured": "Belak J, Turchi PEA, Dorr MR, Richards DF, Fattebert J-L, Wickett ME. et al. Coupling of atomistic and meso-scale phase-field modeling of rapid solidification, in 2009 APS March Meeting, March 16\u201320, Pittsburgh, PA, 2009."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000280",
      "doi-asserted-by": "crossref",
      "first-page": "2335",
      "DOI": "10.1016/S0020-7683(00)00167-0",
      "article-title": "A multi-level computational model for multi-scale damage analysis in composite and porous materials",
      "volume": "38",
      "author": "Ghosh",
      "year": "2001",
      "journal-title": "International Journal of Solids and Structures"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000285",
      "doi-asserted-by": "crossref",
      "first-page": "1529",
      "DOI": "10.1016/j.cma.2003.12.008",
      "article-title": "An introduction to computational nanomechanics and materials",
      "volume": "193",
      "author": "Liu",
      "year": "2004",
      "journal-title": "Computer Methods in Applied Mechanics and Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000290",
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      "first-page": "1407",
      "DOI": "10.1016/j.cma.2005.05.042",
      "article-title": "Bridging scale methods for nanomechanics and materials",
      "volume": "195",
      "author": "Liu",
      "year": "2006",
      "journal-title": "Computer Methods in Applied Mechanics and Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000295",
      "doi-asserted-by": "crossref",
      "first-page": "2359",
      "DOI": "10.1137/050632488",
      "article-title": "Multiscale modeling of physical phenomena: adaptive control of models",
      "volume": "29",
      "author": "Oden",
      "year": "2006",
      "journal-title": "SIAM Journal on Scientific Computing"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000300",
      "doi-asserted-by": "crossref",
      "first-page": "241",
      "DOI": "10.1016/j.mechmat.2006.05.004",
      "article-title": "Concurrent multi-level model for damage evolution in micro structurally debonding composites",
      "volume": "39",
      "author": "Ghosh",
      "year": "2007",
      "journal-title": "Mechanics of Materials"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000305",
      "doi-asserted-by": "crossref",
      "first-page": "369",
      "DOI": "10.1615/IntJMultCompEng.v5.i5.20",
      "article-title": "Adaptive model selection procedure for concurrent multiscale problems",
      "volume": "5",
      "author": "Nuggehally",
      "year": "2007",
      "journal-title": "Journal of Multiscale Computational Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000310",
      "doi-asserted-by": "crossref",
      "first-page": "99",
      "DOI": "10.1023/B:JCAD.0000036813.66891.41",
      "article-title": "A hierarchical multi-physics model for design of high toughness steels",
      "volume": "10",
      "author": "Hao",
      "year": "2003",
      "journal-title": "Journal of Computer-Aided Materials Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000315",
      "doi-asserted-by": "crossref",
      "first-page": "1865",
      "DOI": "10.1016/j.cma.2003.12.026",
      "article-title": "Multi-scale constitutive model and computational framework for the design of ultra-high strength, high toughness steels",
      "volume": "193",
      "author": "Hao",
      "year": "2004",
      "journal-title": "Computer Methods in Applied Mechanics and Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000320",
      "doi-asserted-by": "crossref",
      "first-page": "1694",
      "DOI": "10.1016/j.ijplas.2008.01.001",
      "article-title": "Microstructure-sensitive modeling of polycrystalline in 100",
      "volume": "24",
      "author": "Shenoy",
      "year": "2008",
      "journal-title": "International Journal of Plasticity"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000325",
      "doi-asserted-by": "crossref",
      "first-page": "1456",
      "DOI": "10.1016/j.ijplas.2008.11.003",
      "article-title": "Multiscale modeling of the plasticity in an aluminum single crystal",
      "volume": "25",
      "author": "Groh",
      "year": "2009",
      "journal-title": "International Journal of Plasticity"
    },
    {
      "year": "1987",
      "series-title": "Homogenization techniques for composite media",
      "author": "Suquet",
      "key": "10.1016/j.cad.2012.06.006_br000330"
    },
    {
      "year": "1987",
      "series-title": "Micromechanics of defects in solids",
      "author": "Mura",
      "key": "10.1016/j.cad.2012.06.006_br000335"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000340",
      "doi-asserted-by": "crossref",
      "first-page": "1381",
      "DOI": "10.1098/rspa.2003.1212",
      "article-title": "Macroscopic properties and field fluctuations in model power-law polycrystals: full-field solutions versus self-consistent estimates",
      "volume": "460",
      "author": "Lebensohn",
      "year": "2004",
      "journal-title": "Proceedings of the Royal Society of London A"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000345",
      "doi-asserted-by": "crossref",
      "first-page": "754",
      "DOI": "10.1016/j.ijplas.2005.04.014",
      "article-title": "Atomistic based continuum investigation of plastic deformation in nanocrystalline copper",
      "volume": "22",
      "author": "Warner",
      "year": "2006",
      "journal-title": "International Journal of Plasticity"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000350",
      "doi-asserted-by": "crossref",
      "first-page": "2300",
      "DOI": "10.1016/j.jmps.2007.04.001",
      "article-title": "dislocation nucleation from bicrystal interfaces and grain boundary ledges: relationship to nanocrystalline deformation",
      "volume": "55",
      "author": "Capolungo",
      "year": "2007",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000355",
      "doi-asserted-by": "crossref",
      "first-page": "1315",
      "DOI": "10.1016/0001-6160(80)90001-2",
      "article-title": "Plastic creep flow effects in the diffusive cavitation of grain-boundaries",
      "volume": "28",
      "author": "Needleman",
      "year": "1980",
      "journal-title": "Acta Metallurgica"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000360",
      "doi-asserted-by": "crossref",
      "first-page": "3397",
      "DOI": "10.1016/S1359-6454(02)00153-2",
      "article-title": "Role of grain rotation during grain growth in a columnar microstructure by mesoscale simulation",
      "volume": "50",
      "author": "Moldovan",
      "year": "2002",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000365",
      "doi-asserted-by": "crossref",
      "first-page": "21",
      "DOI": "10.1016/S0927-0256(02)00160-X",
      "article-title": "Microstructure evolution from the atomic scale up",
      "volume": "24",
      "author": "Cleri",
      "year": "2002",
      "journal-title": "Compuational Materials Science"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000370",
      "doi-asserted-by": "crossref",
      "first-page": "1235",
      "DOI": "10.1002/nme.541",
      "article-title": "Multi-scale constitutive modelling of heterogeneous materials with a gradient-enhanced computational homogenization scheme",
      "volume": "54",
      "author": "Kouznetsova",
      "year": "2002",
      "journal-title": "International Journal for Numerical Methods in Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000375",
      "doi-asserted-by": "crossref",
      "first-page": "5525",
      "DOI": "10.1016/j.cma.2003.12.073",
      "article-title": "Multi-scale second-order computational homogenization of multi-phase materials: a nested finite element solution strategy",
      "volume": "193",
      "author": "Kouznetsova",
      "year": "2004",
      "journal-title": "Computer Methods in Applied Mechanics and Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000380",
      "doi-asserted-by": "crossref",
      "first-page": "2485",
      "DOI": "10.1002/nme.1854",
      "article-title": "A second-order homogenization procedure for multi-scale analysis based on micropolar kinematics",
      "volume": "69",
      "author": "Larsson",
      "year": "2007",
      "journal-title": "International Journal of Numerical Methods in Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000385",
      "doi-asserted-by": "crossref",
      "first-page": "2603",
      "DOI": "10.1016/j.jmps.2007.04.008",
      "article-title": "Multi-scale micromorphic theory for hierarchical materials",
      "volume": "55",
      "author": "Vernerey",
      "year": "2007",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000390",
      "doi-asserted-by": "crossref",
      "first-page": "1248",
      "DOI": "10.1016/j.ijplas.2010.05.006",
      "article-title": "A second gradient theoretical framework for hierarchical multiscale modeling of materials",
      "volume": "26",
      "author": "Luscher",
      "year": "2010",
      "journal-title": "International Journal of Plasticity"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000395",
      "unstructured": "Luscher DJ, McDowell DL, Bronkhorst CA. Essential features of fine scale boundary conditions for second gradient multiscale homogenization of statistical volume elements, Journal of Multiscale Computational Engineering (in press)."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000400",
      "first-page": "137",
      "article-title": "A review of experimental-observations and theoretical-models of dislocation cells and subgrains",
      "volume": "23",
      "author": "Amodeo",
      "year": "1988",
      "journal-title": "Res Mechanica"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000405",
      "doi-asserted-by": "crossref",
      "first-page": "957",
      "DOI": "10.1016/0956-716X(92)90456-O",
      "article-title": "The modeling of dislocation patterns",
      "volume": "27",
      "author": "Kubin",
      "year": "1992",
      "journal-title": "Scripta Metallurgica"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000410",
      "doi-asserted-by": "crossref",
      "first-page": "5807",
      "DOI": "10.1103/PhysRevB.56.5807",
      "article-title": "Link between the microscopic and mesocopic length-scale description of the collective behavior of dislocations",
      "volume": "56",
      "author": "Groma",
      "year": "1997",
      "journal-title": "Physical Review B"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000415",
      "doi-asserted-by": "crossref",
      "first-page": "304",
      "DOI": "10.1016/S0921-5093(00)01676-2",
      "article-title": "Statistical modeling of dislocation systems",
      "volume": "309\u2013310",
      "author": "Zaiser",
      "year": "2001",
      "journal-title": "Material Science and Engineering A"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000420",
      "doi-asserted-by": "crossref",
      "first-page": "1597",
      "DOI": "10.1016/S1359-6454(99)00020-8",
      "article-title": "Crystallographic aspects of of geometrically-necessary and statistically-stored dislocation density",
      "volume": "47",
      "author": "Arsenlis",
      "year": "1999",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000425",
      "doi-asserted-by": "crossref",
      "first-page": "78",
      "DOI": "10.1115/1.1421351",
      "article-title": "A multiscale model of plasticity based on discrete dislocation dynamics",
      "volume": "124",
      "author": "Zbib",
      "year": "2002",
      "journal-title": "ASME Journal of Engineering Materials and Technology"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000430",
      "doi-asserted-by": "crossref",
      "first-page": "1133",
      "DOI": "10.1016/S0749-6419(01)00044-4",
      "article-title": "A multiscale model of plasticity",
      "volume": "18",
      "author": "Zbib",
      "year": "2002",
      "journal-title": "International Journal of Plasticity"
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      "issue": "6",
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      "first-page": "979",
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      "volume": "20",
      "author": "Zbib",
      "year": "2004",
      "journal-title": "International Journal of Plasticity"
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      "first-page": "735",
      "DOI": "10.1016/j.scriptamat.2005.11.030",
      "article-title": "Issues in the coarse-graining of dislocation energetics and dynamics",
      "volume": "54",
      "author": "Rickman",
      "year": "2006",
      "journal-title": "Scripta Materialia"
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    {
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      "article-title": "A multiscale approach for modeling scale-dependent yield stress in polycrystalline metals",
      "volume": "23",
      "author": "Ohashi",
      "year": "2007",
      "journal-title": "International Journal of Plasticity"
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      "first-page": "761",
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      "article-title": "A model of crystal plasticity based on the theory of continuously distributed dislocations",
      "volume": "49",
      "author": "Acharya",
      "year": "2001",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
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      "first-page": "1343",
      "DOI": "10.1098/rspa.2002.1095",
      "article-title": "Driving forces and boundary conditions in continuum dislocation mechanics",
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      "author": "Acharya",
      "year": "2003",
      "journal-title": "Proceedings of the Royal Society of London A"
    },
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      "first-page": "292",
      "DOI": "10.1177/1081286507086903",
      "article-title": "New perspectives in plasticity theory: dislocation nucleation, waves and partial continuity of the plastic strain rate",
      "volume": "13",
      "author": "Acharya",
      "year": "2008",
      "journal-title": "Mathematics and Mechanics of Solids"
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      "first-page": "705",
      "DOI": "10.1016/j.scriptamat.2005.10.070",
      "article-title": "Continuum theory and methods for coarse-grained, mesoscopic plasticity",
      "volume": "54",
      "author": "Acharya",
      "year": "2006",
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    {
      "key": "10.1016/j.cad.2012.06.006_br000470",
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      "first-page": "1",
      "DOI": "10.1016/0921-5093(89)90290-6",
      "article-title": "Theory of plastic deformation: properties of low energy dislocation structures",
      "volume": "113",
      "author": "Kuhlmann-Wilsdorf",
      "year": "1989",
      "journal-title": "Materials Science and Engineering A"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000475",
      "doi-asserted-by": "crossref",
      "first-page": "1815",
      "DOI": "10.4028/www.scientific.net/MSF.157-162.1815",
      "article-title": "Lattice rotations during plastic deformation with grain subdivision",
      "volume": "157\u2013162",
      "author": "Leffers",
      "year": "1994",
      "journal-title": "Materials Science Forum"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000480",
      "doi-asserted-by": "crossref",
      "first-page": "105",
      "DOI": "10.1016/S1359-6454(96)00153-X",
      "article-title": "Scaling of microstructural parameters: misorientations of deformation induced boundaries",
      "volume": "45",
      "author": "Hughes",
      "year": "1997",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000485",
      "doi-asserted-by": "crossref",
      "first-page": "2077",
      "DOI": "10.1016/S0022-5096(99)00104-0",
      "article-title": "A theory of subgrain dislocation structures",
      "volume": "48",
      "author": "Ortiz",
      "year": "2000",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000490",
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      "first-page": "299",
      "DOI": "10.1098/rspa.2001.0864",
      "article-title": "Non-convex potentials and microstructures in finite-strain plasticity",
      "volume": "458",
      "author": "Carstensen",
      "year": "2002",
      "journal-title": "Proceedings of the Royal Society of London A"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000495",
      "doi-asserted-by": "crossref",
      "first-page": "151",
      "DOI": "10.1557/mrs2007.48",
      "article-title": "The mechanics and physics of defect nucleation",
      "volume": "32",
      "author": "Li",
      "year": "2007",
      "journal-title": "MRS Bulletin"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000500",
      "doi-asserted-by": "crossref",
      "first-page": "3031",
      "DOI": "10.1073/pnas.0611097104",
      "article-title": "Interfacial plasticity governs strain rate sensitivity and ductility in nanostructured metals",
      "volume": "104",
      "author": "Zhu",
      "year": "2007",
      "journal-title": "Proceedings of the National Academy of Sciences of the United States of America"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000505",
      "doi-asserted-by": "crossref",
      "first-page": "025502",
      "DOI": "10.1103/PhysRevLett.100.025502",
      "article-title": "Temperature and strain-rate dependence of surface dislocation nucleation",
      "volume": "100",
      "author": "Zhu",
      "year": "2008",
      "journal-title": "Physical Review Letters"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000510",
      "doi-asserted-by": "crossref",
      "first-page": "581",
      "DOI": "10.1088/0965-0393/10/5/308",
      "article-title": "First passage time Markov chain analysis of rare events for kinetic Monte Carlo: double kink nucleation during dislocation glide",
      "volume": "10",
      "author": "Deo",
      "year": "2002",
      "journal-title": "Modeling and Simulation in Materials Science and Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000515",
      "doi-asserted-by": "crossref",
      "first-page": "469",
      "DOI": "10.1137/070692303",
      "article-title": "Deciding the nature of the coarse equation through microscopic simulations: the baby-bathwater scheme",
      "volume": "49",
      "author": "Li",
      "year": "2007",
      "journal-title": "SIAM Review"
    },
    {
      "issue": "3",
      "key": "10.1016/j.cad.2012.06.006_br000520",
      "doi-asserted-by": "crossref",
      "first-page": "203",
      "DOI": "10.1016/0304-3991(92)90117-3",
      "article-title": "Micromechanical modelling of interfacial decohesion",
      "volume": "40",
      "author": "Needleman",
      "year": "1992",
      "journal-title": "Ultramicroscopy"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000525",
      "doi-asserted-by": "crossref",
      "first-page": "2899",
      "DOI": "10.1016/0020-7683(95)00255-3",
      "article-title": "Computational modeling of impact damage in brittle materials",
      "volume": "33",
      "author": "Camacho",
      "year": "1996",
      "journal-title": "International Journal of Solids Structures"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000530",
      "doi-asserted-by": "crossref",
      "first-page": "179",
      "DOI": "10.1115/1.1647127",
      "article-title": "Micromechanical simulation of dynamic fracture using the cohesive finite element method",
      "volume": "126",
      "author": "Zhai",
      "year": "2004",
      "journal-title": "Journal of Engineering Materials and Technology, ASME"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000535",
      "doi-asserted-by": "crossref",
      "first-page": "1920",
      "DOI": "10.1016/j.engfracmech.2004.06.006",
      "article-title": "Deterministic and stochastic analyses of fracture processes in a brittle microstructure system",
      "volume": "72",
      "author": "Tomar",
      "year": "2005",
      "journal-title": "Engineering Fracture Mechanics"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000540",
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      "first-page": "99",
      "DOI": "10.1023/B:JCAD.0000036813.66891.41",
      "article-title": "A hierarchical multi-physics model for design of high toughness steels",
      "volume": "10",
      "author": "Hao",
      "year": "2003",
      "journal-title": "Journal of Computer-Aided Materials Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000545",
      "unstructured": "CES selector, Granta Material Intelligence, 2008."
    },
    {
      "year": "2003",
      "series-title": "Topology optimization theory, methods and applications",
      "author": "Bendsoe",
      "key": "10.1016/j.cad.2012.06.006_br000550"
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    {
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      "first-page": "1037",
      "DOI": "10.1016/S0022-5096(96)00114-7",
      "article-title": "Design of materials with extreme thermal expansion using a three-phase topology optimization method",
      "volume": "45",
      "author": "Sigmund",
      "year": "1997",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000560",
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      "first-page": "2313",
      "DOI": "10.1016/0020-7683(94)90154-6",
      "article-title": "Materials with prescribed constitutive parameters: an inverse homogenization problem",
      "volume": "31",
      "author": "Sigmund",
      "year": "1994",
      "journal-title": "International Journal of Solids and Structures"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000565",
      "doi-asserted-by": "crossref",
      "first-page": "351",
      "DOI": "10.1016/0167-6636(94)00069-7",
      "article-title": "Tailoring materials with prescribed elastic properties",
      "volume": "20",
      "author": "Sigmund",
      "year": "1995",
      "journal-title": "Mechanics of Materials"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000570",
      "doi-asserted-by": "crossref",
      "first-page": "461",
      "DOI": "10.1016/S0022-5096(99)00043-5",
      "article-title": "Multiphase composites with extremal bulk modulus",
      "volume": "48",
      "author": "Gibiansky",
      "year": "2000",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000575",
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      "first-page": "421",
      "DOI": "10.1016/S0045-7949(99)00172-8",
      "article-title": "Optimal design of periodic linear elastic microstructures",
      "volume": "76",
      "author": "Neves",
      "year": "2000",
      "journal-title": "Computers & Structures"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000580",
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      "first-page": "2163",
      "DOI": "10.1016/S0017-9310(00)00234-9",
      "article-title": "On the design of two-dimensional cellular metals for combined heat dissipation and structural load capacity",
      "volume": "44",
      "author": "Gu",
      "year": "2001",
      "journal-title": "International Journal of Heat and Mass Transfer"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000585",
      "doi-asserted-by": "crossref",
      "first-page": "643",
      "DOI": "10.1016/j.commatsci.2006.08.025",
      "article-title": "Fast computation of first-order elastic-plastic closures for polycrystalline cubic-orthorhombic microstructures",
      "volume": "39",
      "author": "Knezevic",
      "year": "2007",
      "journal-title": "Computational Materials Science"
    },
    {
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      "first-page": "1639",
      "DOI": "10.1016/S0022-5096(01)00016-3",
      "article-title": "Microstructure-sensitive design of a compliant beam",
      "volume": "49",
      "author": "Adams",
      "year": "2001",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000595",
      "doi-asserted-by": "crossref",
      "first-page": "1744",
      "DOI": "10.1016/j.jmps.2006.01.010",
      "article-title": "Procedures for construction of anisotropic elastic-plastic property closures for face-centered cubic polycrystals using first-order bounding relations",
      "volume": "54",
      "author": "Proust",
      "year": "2006",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000600",
      "doi-asserted-by": "crossref",
      "first-page": "261",
      "DOI": "10.1615/IntJMultCompEng.v5.i3-4.80",
      "article-title": "Integration of microstructure-sensitive design with finite element methods: elastic-plastic case studies in FCC polycrystals",
      "volume": "5",
      "author": "Houskamp",
      "year": "2007",
      "journal-title": "International Journal for Multiscale Computational Engineering"
    },
    {
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      "first-page": "327",
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      "volume": "24",
      "author": "Knezevic",
      "year": "2008",
      "journal-title": "International Journal of Plasticity"
    },
    {
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      "doi-asserted-by": "crossref",
      "first-page": "2729",
      "DOI": "10.1016/j.actamat.2006.12.010",
      "article-title": "Elastic-plastic property closures for hexagonal close-packed polycrystalline metals using first-order bounding theories",
      "volume": "55",
      "author": "Wu",
      "year": "2007",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000615",
      "doi-asserted-by": "crossref",
      "first-page": "1183",
      "DOI": "10.1016/j.ijplas.2010.03.010",
      "article-title": "Building texture evolution networks for deformation processing of polycrystalline FCC metals using spectral approaches: applications to process design for targeted performance",
      "volume": "26",
      "author": "Shaffer",
      "year": "2010",
      "journal-title": "International Journal of Plasticity"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000620",
      "doi-asserted-by": "crossref",
      "first-page": "788",
      "DOI": "10.1016/j.commatsci.2006.05.016",
      "article-title": "Generalized Pareto front methods applied to second-order material property closures",
      "volume": "38",
      "author": "Fullwood",
      "year": "2007",
      "journal-title": "Computational Materials Science"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000625",
      "doi-asserted-by": "crossref",
      "first-page": "3563",
      "DOI": "10.1016/j.actamat.2005.03.052",
      "article-title": "Finite approximations to the second-order properties closure in single phase polycrystals",
      "volume": "53",
      "author": "Adams",
      "year": "2005",
      "journal-title": "Acta Materialia"
    },
    {
      "year": "1993",
      "series-title": "Texture analysis in materials science. Mathematical methods",
      "author": "Bunge",
      "key": "10.1016/j.cad.2012.06.006_br000630"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000635",
      "doi-asserted-by": "crossref",
      "first-page": "699",
      "DOI": "10.1016/j.actamat.2010.10.008",
      "article-title": "A new framework for computationally efficient structure-structure evolution linkages to facilitate high-fidelity scale bridging in multi-scale materials models",
      "volume": "59",
      "author": "Fast",
      "year": "2011",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000640",
      "first-page": "103",
      "article-title": "A novel framework for building materials knowledge systems",
      "volume": "17",
      "author": "Kalidindi",
      "year": "2009",
      "journal-title": "Computers Materials & Continua"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000645",
      "first-page": "273",
      "article-title": "Thermo-elastic localization relationships for multi-phase composites",
      "volume": "16",
      "author": "Landi",
      "year": "2010",
      "journal-title": "Computers, Materials & Continua"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000650",
      "doi-asserted-by": "crossref",
      "first-page": "2716",
      "DOI": "10.1016/j.actamat.2010.01.007",
      "article-title": "Multi-scale modeling of elastic response of three-dimensional voxel-based microstructure datasets using novel DFT-based knowledge systems",
      "volume": "58",
      "author": "Landi",
      "year": "2009",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000655",
      "doi-asserted-by": "crossref",
      "first-page": "4595",
      "DOI": "10.1016/j.actamat.2011.04.005",
      "article-title": "Formulation and calibration of higher-order elastic localization relationships using the MKS approach",
      "volume": "59",
      "author": "Fast",
      "year": "2011",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000660",
      "series-title": "Modelling small deformations of polycrystals",
      "first-page": "229",
      "article-title": "Statistical modelling",
      "author": "Kr\u00f6ner",
      "year": "1986"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000665",
      "doi-asserted-by": "crossref",
      "first-page": "137",
      "DOI": "10.1016/0022-5096(77)90009-6",
      "article-title": "Bounds for effective elastic moduli of disordered materials",
      "volume": "25",
      "author": "Kr\u00f6ner",
      "year": "1977",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "year": "1959",
      "series-title": "Theory of functionals and integral and integro-differential equations",
      "author": "Volterra",
      "key": "10.1016/j.cad.2012.06.006_br000670"
    },
    {
      "year": "1958",
      "series-title": "Nonlinear problems in random theory",
      "author": "Wiener",
      "key": "10.1016/j.cad.2012.06.006_br000675"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000680",
      "doi-asserted-by": "crossref",
      "first-page": "589",
      "DOI": "10.1016/S0022-5096(00)00040-5",
      "article-title": "Statistical continuum theory for large plastic deformation of polycrystalline materials",
      "volume": "49",
      "author": "Garmestani",
      "year": "2001",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000685",
      "doi-asserted-by": "crossref",
      "first-page": "39",
      "DOI": "10.1016/S1359-8368(99)00050-5",
      "article-title": "Statistical continuum mechanics analysis of an elastic two-isotropic-phase composite material",
      "volume": "31",
      "author": "Lin",
      "year": "2000",
      "journal-title": "Composites Part B: Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000690",
      "doi-asserted-by": "crossref",
      "first-page": "969",
      "DOI": "10.1007/s11661-999-0150-5",
      "article-title": "Use of microstructural statistics in predicting polycrystalline material properties",
      "volume": "30",
      "author": "Mason",
      "year": "1999",
      "journal-title": "Metallurgical and Materials Transactions A: Physical Metallurgy and Materials Science"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000695",
      "doi-asserted-by": "crossref",
      "first-page": "719",
      "DOI": "10.1016/S0749-6419(98)00019-9",
      "article-title": "Statistical continuum theory for inelastic behavior of a two-phase medium",
      "volume": "14",
      "author": "Garmestani",
      "year": "1998",
      "journal-title": "International Journal of Plasticity"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000700",
      "doi-asserted-by": "crossref",
      "first-page": "1543",
      "DOI": "10.1016/0022-5096(96)00052-X",
      "article-title": "Bounding elastic constants of an orthotropic polycrystal using measurements of the microstructure",
      "volume": "44",
      "author": "Beran",
      "year": "1996",
      "journal-title": "Journal of the Mechanics and Physics of Solids"
    },
    {
      "year": "1968",
      "series-title": "Statistical continuum theories",
      "author": "Beran",
      "key": "10.1016/j.cad.2012.06.006_br000705"
    },
    {
      "year": "2002",
      "series-title": "The theory of composites",
      "author": "Milton",
      "key": "10.1016/j.cad.2012.06.006_br000710"
    },
    {
      "year": "1995",
      "series-title": "Distortion analysis of weakly nonlinear filters using Volterra series",
      "author": "Cherry",
      "key": "10.1016/j.cad.2012.06.006_br000715"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000720",
      "doi-asserted-by": "crossref",
      "first-page": "187",
      "DOI": "10.1007/BF00202758",
      "article-title": "Calculation of the Volterra kernels of non-linear dynamic systems using an artificial neural network",
      "volume": "71",
      "author": "Wray",
      "year": "1994",
      "journal-title": "Biological Cybernetics"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000725",
      "doi-asserted-by": "crossref",
      "first-page": "250",
      "DOI": "10.1007/BF02667354",
      "article-title": "The identification of nonlinear biological systems: volterra kernel approaches",
      "volume": "24",
      "author": "Korenberg",
      "year": "1996",
      "journal-title": "Annals of Biomedical Engineering"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000730",
      "doi-asserted-by": "crossref",
      "first-page": "237",
      "DOI": "10.1080/00207176508905543",
      "article-title": "Measurement of the wiener kernels of a non-linear system by cross-correlation",
      "volume": "2",
      "author": "Lee",
      "year": "1965",
      "journal-title": "International Journal of Control"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000735",
      "doi-asserted-by": "crossref",
      "first-page": "012104",
      "DOI": "10.1103/PhysRevB.81.012104",
      "article-title": "Building effective models from sparse but precise data: application to an alloy cluster expansion model",
      "volume": "81",
      "author": "Cockayne",
      "year": "2009",
      "journal-title": "Physical Review B"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000740",
      "doi-asserted-by": "crossref",
      "first-page": "389",
      "DOI": "10.1115/1.1569947",
      "article-title": "Bayesian model screening for the identification of nonlinear mechanical structures",
      "volume": "125",
      "author": "Kerschen",
      "year": "2003",
      "journal-title": "Journal of Vibration and Acoustics"
    },
    {
      "year": "2000",
      "series-title": "The engineering design of systems: models and methods",
      "author": "Buede",
      "key": "10.1016/j.cad.2012.06.006_br000745"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000750",
      "unstructured": "AIAA, Guidelines for the verification and validation of computational fluid dynamics simulations, 1998, Report Number: AIAA-G-077-1998."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000755",
      "doi-asserted-by": "crossref",
      "first-page": "237",
      "DOI": "10.1111/j.0022-2720.2004.01329.x",
      "article-title": "Application of the dual-beam fib/sem to metals research",
      "volume": "21",
      "author": "Sivel",
      "year": "2004",
      "journal-title": "Journal of Microscopy"
    },
    {
      "year": "2005",
      "series-title": "Introduction to focused ion beams : instrumentation, theory, techniques, and practice",
      "author": "Giannuzzi",
      "key": "10.1016/j.cad.2012.06.006_br000760"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000765",
      "doi-asserted-by": "crossref",
      "first-page": "35",
      "DOI": "10.1007/s11837-003-0173-0",
      "article-title": "Collecting and analyzing microstructures in three dimensions: a fully automated approach",
      "volume": "55",
      "author": "Spowart",
      "year": "2003",
      "journal-title": "JOM Journal of the Minerals, Metals and Materials Society"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000770",
      "doi-asserted-by": "crossref",
      "first-page": "5",
      "DOI": "10.1016/j.scriptamat.2006.01.019",
      "article-title": "Automated serial sectioning for 3-d analysis of microstructures",
      "volume": "55",
      "author": "Spowart",
      "year": "2006",
      "journal-title": "Scripta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000775",
      "doi-asserted-by": "crossref",
      "first-page": "273",
      "DOI": "10.1016/S0168-583X(02)01689-0",
      "article-title": "X-ray micro-tomography an attractive characterisation technique in materials science",
      "volume": "200",
      "author": "Salvo",
      "year": "2003",
      "journal-title": "Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000780",
      "doi-asserted-by": "crossref",
      "first-page": "413",
      "DOI": "10.1016/S0304-3991(03)00105-0",
      "article-title": "3-D electron microscopy in the physical sciences: the development of Z-contrast and EFTEM tomography",
      "volume": "96",
      "author": "Midgley",
      "year": "2003",
      "journal-title": "Ultramicroscopy"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000785",
      "doi-asserted-by": "crossref",
      "first-page": "376",
      "DOI": "10.1016/j.msea.2009.02.008",
      "article-title": "A new methodology based on X-ray micro-tomography to estimate stress concentrations around inclusions in high strength steels",
      "volume": "513\u2013514",
      "author": "Sti\u00e9non",
      "year": "2009",
      "journal-title": "Materials Science and Engineering: A"
    },
    {
      "issue": "5",
      "key": "10.1016/j.cad.2012.06.006_br000790",
      "doi-asserted-by": "crossref",
      "first-page": "782",
      "DOI": "10.1016/j.engfracmech.2006.06.019",
      "article-title": "Three-dimensional study of a fretting crack using synchrotron X-ray micro-tomography",
      "volume": "74",
      "author": "Proudhon",
      "year": "2007",
      "journal-title": "Engineering Fracture Mechanics"
    },
    {
      "issue": "5\u201314",
      "key": "10.1016/j.cad.2012.06.006_br000795",
      "doi-asserted-by": "crossref",
      "first-page": "1447",
      "DOI": "10.1016/j.fusengdes.2006.11.003",
      "article-title": "3-D X-ray micro-tomography for modeling of NB3SN multifilamentary superconducting wires",
      "volume": "82",
      "author": "Tiseanu",
      "year": "2007",
      "journal-title": "Fusion Engineering and Design"
    },
    {
      "issue": "6",
      "key": "10.1016/j.cad.2012.06.006_br000800",
      "doi-asserted-by": "crossref",
      "first-page": "461",
      "DOI": "10.1016/j.matchar.2009.02.007",
      "article-title": "Atom probe tomography",
      "volume": "60",
      "author": "Miller",
      "year": "2009",
      "journal-title": "Materials Characterization"
    },
    {
      "issue": "12",
      "key": "10.1016/j.cad.2012.06.006_br000805",
      "doi-asserted-by": "crossref",
      "first-page": "1579",
      "DOI": "10.1016/j.ultramic.2008.05.008",
      "article-title": "Towards better 3-D reconstructions by combining electron tomography and atom-probe tomography",
      "volume": "108",
      "author": "Arslan",
      "year": "2008",
      "journal-title": "Ultramicroscopy"
    },
    {
      "issue": "16",
      "key": "10.1016/j.cad.2012.06.006_br000810",
      "doi-asserted-by": "crossref",
      "first-page": "5511",
      "DOI": "10.1016/j.actamat.2010.06.030",
      "article-title": "Three-dimensional analysis of grain topology and interface curvature in a \u03b2-titanium alloy",
      "volume": "58",
      "author": "Rowenhorst",
      "year": "2010",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000815",
      "doi-asserted-by": "crossref",
      "first-page": "2379",
      "DOI": "10.1007/BF02586212",
      "article-title": "Methodology for recovering and analyzing two-point pair correlation functions in polycrystalline materials",
      "volume": "37",
      "author": "Gao",
      "year": "2006",
      "journal-title": "Metallurgical and Materials Transactions A"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000820",
      "doi-asserted-by": "crossref",
      "first-page": "989",
      "DOI": "10.1016/j.scriptamat.2005.06.013",
      "article-title": "Constraints on microstructural two-point correlation functions",
      "volume": "53",
      "author": "Gokhale",
      "year": "2005",
      "journal-title": "Scripta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000825",
      "doi-asserted-by": "crossref",
      "first-page": "5285",
      "DOI": "10.1016/j.actamat.2008.07.005",
      "article-title": "Delineation of the space of 2-point correlations in a composite material system",
      "volume": "56",
      "author": "Niezgoda",
      "year": "2008",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000830",
      "doi-asserted-by": "crossref",
      "first-page": "4432",
      "DOI": "10.1016/j.actamat.2010.04.041",
      "article-title": "Optimized structure based representative volume element sets reflecting the ensemble averaged 2-point statistics",
      "volume": "58",
      "author": "Niezgoda",
      "year": "2010",
      "journal-title": "Acta Materialia"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000835",
      "doi-asserted-by": "crossref",
      "first-page": "45",
      "DOI": "10.1007/s11837-011-0045-y",
      "article-title": "Representation and computational structure-property relations of random media",
      "volume": "63",
      "author": "McDowell",
      "year": "2011",
      "journal-title": "JOM Journal of the Minerals, Metals and Materials Society"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000840",
      "unstructured": "SAMSI workshop on uncertainty quantification in engineering and renewable energy, http://www.samsi.info/programs/2011-12-program-uncertainty-quantification-engineering-and-renewable-energy, accessed May 5, 2012."
    },
    {
      "year": "2005",
      "series-title": "Propagating and mitigating uncertainty in the design of complex multidisciplinary systems",
      "author": "Thunnissen",
      "key": "10.1016/j.cad.2012.06.006_br000845"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000850",
      "doi-asserted-by": "crossref",
      "first-page": "11",
      "DOI": "10.1111/j.1539-6924.1981.tb01350.x",
      "article-title": "On the quantitative definition of risk",
      "volume": "1",
      "author": "Kaplan",
      "year": "1981",
      "journal-title": "Risk Analysis"
    },
    {
      "issue": "3",
      "key": "10.1016/j.cad.2012.06.006_br000855",
      "doi-asserted-by": "crossref",
      "first-page": "81",
      "DOI": "10.1109/EMR.2006.261384",
      "article-title": "A framework for understanding uncertainty and its mitigation and exploitation in complex systems",
      "volume": "34",
      "author": "McManus",
      "year": "2006",
      "journal-title": "IEEE Engineering Management Review"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000860",
      "doi-asserted-by": "crossref",
      "first-page": "1406",
      "DOI": "10.2514/1.491",
      "article-title": "Model validation via uncertainty propagation and data transformations",
      "volume": "42",
      "author": "Chen",
      "year": "2004",
      "journal-title": "AIAA Journal"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000865",
      "doi-asserted-by": "crossref",
      "DOI": "10.1115/1.2829860",
      "article-title": "An inductive design exploration method for robust multiscale materials design",
      "volume": "130",
      "author": "Choi",
      "year": "2008",
      "journal-title": "ASME Journal of Mechanical Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000870",
      "doi-asserted-by": "crossref",
      "first-page": "425",
      "DOI": "10.1111/1467-9868.00294",
      "article-title": "Bayesian calibration of computer models",
      "volume": "63",
      "author": "Kennedy",
      "year": "2001",
      "journal-title": "Journal of the Royal Statistical Society: Series B (Statistical Methodology)"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000875",
      "doi-asserted-by": "crossref",
      "first-page": "1",
      "DOI": "10.1016/j.ress.2004.03.001",
      "article-title": "Alternative representations of epistemic uncertainty",
      "volume": "85",
      "author": "Helton",
      "year": "2004",
      "journal-title": "Reliability Engineering & System Safety"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000880",
      "doi-asserted-by": "crossref",
      "first-page": "239",
      "DOI": "10.1007/s00158-008-0234-7",
      "article-title": "A comparative study of uncertainty propagation methods for black-box-type problems",
      "volume": "37",
      "author": "Lee",
      "year": "2009",
      "journal-title": "Structural and Mulidisciplinary Optimization"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000885",
      "article-title": "Efficient random field uncertainty propagation in design using multiscale analysis",
      "volume": "131",
      "author": "Yin",
      "year": "2009",
      "journal-title": "Journal of Mechancial Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000890",
      "doi-asserted-by": "crossref",
      "unstructured": "Ferson S, Kreinovich V, Hajagos J, Oberkampf W, Ginzburg L. Experimental uncertainty estimation and statistics for data having interval uncertainty, Sandia National Laboratories, 2007, Report Number: SAND2007-0939.",
      "DOI": "10.2172/910198"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000895",
      "unstructured": "Zabaras N. Advanced computational techniques for materials-by-design, in Joint Contractors Meeting of the AFOSR Applied Analysis and Computational Mathematics Programs, Long Beach, CA, 2006 (August 7\u201311)."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000900",
      "doi-asserted-by": "crossref",
      "first-page": "832",
      "DOI": "10.1115/1.2202880",
      "article-title": "Robust design for multidisciplinary and multiscale applications",
      "volume": "128",
      "author": "Allen",
      "year": "2006",
      "journal-title": "ASME Journal of Mechanical Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000905",
      "doi-asserted-by": "crossref",
      "first-page": "247",
      "DOI": "10.1080/15732470600590408",
      "article-title": "Reliability-based design using variable fidelity optimization",
      "volume": "2",
      "author": "Gano",
      "year": "2006",
      "journal-title": "Structure and Infrastructure Engineering: Maintenance, Management, Lifecycle"
    },
    {
      "year": "1986",
      "series-title": "Introduction to quality engineering",
      "author": "Taguchi",
      "key": "10.1016/j.cad.2012.06.006_br000910"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000915",
      "doi-asserted-by": "crossref",
      "first-page": "203",
      "DOI": "10.1177/1063293X9700500302",
      "article-title": "A robust concept exploration method for enhancing productivity in concurrent systems design",
      "volume": "5",
      "author": "Chen",
      "year": "1997",
      "journal-title": "Concurrent Engineering: Research and Applications"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000920",
      "series-title": "Structural optimization: status and promise",
      "first-page": "251",
      "article-title": "The compromise decision support problem and the adaptive linear programming algorithm",
      "author": "Mistree",
      "year": "1992"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000925",
      "doi-asserted-by": "crossref",
      "first-page": "478",
      "DOI": "10.1115/1.2826915",
      "article-title": "A procedure for robust design: minimizing variations caused by noise factors and control factors",
      "volume": "118",
      "author": "Chen",
      "year": "1996",
      "journal-title": "ASME Journal of Mechanical Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000930",
      "doi-asserted-by": "crossref",
      "first-page": "2",
      "DOI": "10.1007/s001630100002",
      "article-title": "Product platform design: method and application",
      "volume": "13",
      "author": "Simpson",
      "year": "2001",
      "journal-title": "Research in Engineering Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000935",
      "unstructured": "Sues RH, Oakley DR, Rhodes GS. Multidisciplinary stochastic optimization, in: 10th conference on engineering mechanics, Boulder, CO, 1995, 934\u20137."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000940",
      "doi-asserted-by": "crossref",
      "first-page": "15",
      "DOI": "10.1016/S0266-8920(97)00004-0",
      "article-title": "Performance optimization of multidisciplinary mechanical systems subject to uncertainties",
      "volume": "13",
      "author": "Oakley",
      "year": "1998",
      "journal-title": "Probabilistic Engineering Mechanics"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000945",
      "doi-asserted-by": "crossref",
      "first-page": "545",
      "DOI": "10.2514/2.1681",
      "article-title": "Efficient uncertainty analysis methods for multidisciplinary robust design",
      "volume": "40",
      "author": "Du",
      "year": "2002",
      "journal-title": "AIAA Journal"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000950",
      "doi-asserted-by": "crossref",
      "first-page": "190",
      "DOI": "10.1007/s001580050148",
      "article-title": "Worst case propagated uncertainty of multidisciplinary systems in robust design optimization",
      "volume": "20",
      "author": "Gu",
      "year": "2000",
      "journal-title": "Structural and Multidisciplinary Optimization"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000955",
      "doi-asserted-by": "crossref",
      "first-page": "991",
      "DOI": "10.1115/1.2205870",
      "article-title": "Probabilistic analytical target cascading: a moment matching formulation for multilevel optimization under uncertainty",
      "volume": "128",
      "author": "Liu",
      "year": "2006",
      "journal-title": "Journal of Mechanical Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000960",
      "doi-asserted-by": "crossref",
      "first-page": "481",
      "DOI": "10.1115/1.1586308",
      "article-title": "Target cascading in optimal system design",
      "volume": "125",
      "author": "Kim",
      "year": "2003",
      "journal-title": "Journal of Mechanical Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000965",
      "doi-asserted-by": "crossref",
      "unstructured": "Choi H-J, Allen JK, Rosen D, McDowell DL, Mistree F. An inductive design exploration method for the integrated design of multi-scale materials and products, in: Design engineering technical conferences \u2014 design automation conference, Long Beach, CA, 2005, Paper Number DETC2005-85335.",
      "DOI": "10.1115/DETC2005-85335"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000970",
      "unstructured": "Choi H-J. A robust design method for model and propagated uncertainty, Ph.D. Dissertation, The GW Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 2005."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000975",
      "doi-asserted-by": "crossref",
      "first-page": "287",
      "DOI": "10.1080/03052150701742201",
      "article-title": "An inductive design exploration method for hierarchical systems design under uncertainty",
      "volume": "40",
      "author": "Choi",
      "year": "2008",
      "journal-title": "Engineering Optimization"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000980",
      "unstructured": "Sinha A, Panchal JH, Allen JK, Mistree F. Managing uncertainty in multiscale systems via simulation model refinement, in: ASME 2011 international design engineering technical conferences and computers and information in engineering conference, August 28\u201331, Washington, DC, 2011. Paper Number: DETC2011/47655."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000985",
      "doi-asserted-by": "crossref",
      "first-page": "223",
      "DOI": "10.1080/03052150701690764",
      "article-title": "A value-of-information based approach to simulation model refinement",
      "volume": "40",
      "author": "Panchal",
      "year": "2008",
      "journal-title": "Engineering Optimization"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000990",
      "article-title": "Model selection under limited information using a value-of-information-based indicator",
      "volume": "132",
      "author": "Messer",
      "year": "2010",
      "journal-title": "Journal of Mechancial Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br000995",
      "doi-asserted-by": "crossref",
      "first-page": "265",
      "DOI": "10.1007/s10820-007-9062-0",
      "article-title": "A systems based approach for integrated design of materials, products, and design process chains",
      "volume": "14",
      "author": "Panchal",
      "year": "2007",
      "journal-title": "Journal of Computer-Aided Materials Design"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br001000",
      "first-page": "779",
      "article-title": "Information value theory",
      "volume": "SSC-2",
      "author": "Howard",
      "year": "1966",
      "journal-title": "IEEE Transactions on Systems Science and Cybernetics"
    },
    {
      "year": "1999",
      "series-title": "The economic value of information",
      "author": "Lawrence",
      "key": "10.1016/j.cad.2012.06.006_br001005"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br001010",
      "doi-asserted-by": "crossref",
      "unstructured": "Panchal JH, Allen JK, Paredis CJJ, Mistree F. Simulation model refinement for decision making via a value-of-information based metric, in: Design automation conference, Philadelphia, PA, 2006. Paper Number: DETC2006-99433.",
      "DOI": "10.1115/DETC2006-99433"
    },
    {
      "issue": "7",
      "key": "10.1016/j.cad.2012.06.006_br001015",
      "doi-asserted-by": "crossref",
      "first-page": "741",
      "DOI": "10.1080/0305215X.2010.512086",
      "article-title": "Model refinement decisions using the process performance indicator",
      "volume": "43",
      "author": "Messer",
      "year": "2011",
      "journal-title": "Engineering Optimization"
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br001020",
      "unstructured": "Valerdi R. The constructive systems engineering cost model (Cosysmo), Ph.D. Dissertation, Industrial and Systems Engineering, University of Southern California, Los Angeles, 2005."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br001025",
      "unstructured": "Oberkampf WL, DeLand SM, Rutherford BM, Diegert KV, Alvin KF. Estimation of total uncertainty in modeling and simulation, Sandia National Laboratories, 2000, Report Number: SAND2000-0824."
    },
    {
      "key": "10.1016/j.cad.2012.06.006_br001030",
      "doi-asserted-by": "crossref",
      "unstructured": "Sargent R. Verification and validation of simulation models, in: Winter simulation conferences, New Orleans, LA, 2003, 37-48.",
      "DOI": "10.1109/WSC.1991.185589"
    },
    {
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