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Volumn 45, Issue , 2015, Pages 171-193

Materials Data Science: Current Status and Future Outlook

Author keywords

Materials data analytics; Materials data management; Materials database; Materials e collaboration platform; Process structure property linkage

Indexed keywords

BIG DATA; DIGITAL STORAGE; INFORMATION SERVICES;

EID: 84952665515     PISSN: 15317331     EISSN: None     Source Type: Book Series    
DOI: 10.1146/annurev-matsci-070214-020844     Document Type: Article
Times cited : (232)

References (148)
  • 1
    • 0035297750 scopus 로고    scopus 로고
    • Data science: An action plan for expanding the technical areas of the field of statistics
    • Cleveland WS. 2001. Data science: an action plan for expanding the technical areas of the field of statistics. ISI Rev. 69:21-26
    • (2001) ISI Rev. , vol.69 , pp. 21-26
    • Cleveland, W.S.1
  • 2
    • 84888424872 scopus 로고    scopus 로고
    • Data science and prediction
    • Dhar V. 2013. Data science and prediction. Commun. ACM 56:64-73
    • (2013) Commun. ACM , vol.56 , pp. 64-73
    • Dhar, V.1
  • 4
    • 50649096979 scopus 로고    scopus 로고
    • The end of theory: The data deluge makes the scientific method obsolete
    • 16.07
    • Anderson C. 2008. The end of theory: The data deluge makes the scientific method obsolete. Wired Mag. 16:16.07
    • (2008) Wired Mag. , vol.16
    • Anderson, C.1
  • 5
    • 0037252945 scopus 로고    scopus 로고
    • Amazon.com recommendations: Item-to-item collaborative filtering
    • Linden G, Smith G, York J. 2003. Amazon.com recommendations: item-to-item collaborative filtering. Internet Comput. IEEE 7:76-80
    • (2003) Internet Comput. IEEE , vol.7 , pp. 76-80
    • Linden, G.1    Smith, G.2    York, J.3
  • 7
    • 61849137243 scopus 로고    scopus 로고
    • Novel web-based tools combining chemistry informatics, biology and social networks for drug discovery
    • Hohman M, Gregory K, Chibale K, Smith P, Ekins S, Bunin B. 2009. Novel web-based tools combining chemistry informatics, biology and social networks for drug discovery. Drug Discov. Today 14:261-70
    • (2009) Drug Discov. Today , vol.14 , pp. 261-270
    • Hohman, M.1    Gregory, K.2    Chibale, K.3    Smith, P.4    Ekins, S.5    Bunin, B.6
  • 8
    • 0037319494 scopus 로고    scopus 로고
    • Toward a decision informatics paradigm: A real-time, information-based approach to decision making
    • Tien JM. 2003. Toward a decision informatics paradigm: A real-time, information-based approach to decision making. IEEE Trans. Syst. Man Cybern. C 33:102-13
    • (2003) IEEE Trans. Syst. Man Cybern. C , vol.33 , pp. 102-113
    • Tien, J.M.1
  • 9
    • 33744977236 scopus 로고    scopus 로고
    • Healthcare informatics research: From data to evidence-basedmanagement
    • Wan TT. 2006. Healthcare informatics research: from data to evidence-basedmanagement. J. Med. Syst. 30:3-7
    • (2006) J. Med. Syst. , vol.30 , pp. 3-7
    • Wan, T.T.1
  • 10
    • 84956608799 scopus 로고    scopus 로고
    • Dropbox, Inc. 2014. http://www.dropbox.com
    • (2014)
  • 11
    • 84956658829 scopus 로고    scopus 로고
    • GitHub. 2014. https://github.com
    • (2014)
  • 12
    • 84956702223 scopus 로고    scopus 로고
    • HUBzero. 2014. https://hubzero.org
    • (2014)
  • 13
    • 84956621381 scopus 로고    scopus 로고
    • nanoHUB. 2014. https://nanohub.org
    • (2014)
  • 15
    • 84877695084 scopus 로고    scopus 로고
    • Studying Lagrangian dynamics of turbulence using in-demand fluid particle tracking in a public turbulence database
    • Yu H, Kanov K, Perlman E, Graham J, Frederix E, et al. 2012. Studying Lagrangian dynamics of turbulence using in-demand fluid particle tracking in a public turbulence database. J. Turbul. 13:1-29
    • (2012) J. Turbul. , vol.13 , pp. 1-29
    • Yu, H.1    Kanov, K.2    Perlman, E.3    Graham, J.4    Frederix, E.5
  • 16
    • 84956636240 scopus 로고    scopus 로고
    • CERN Open Data Portal. 2014. http://opendata.cern.ch
    • (2014)
  • 18
    • 84956683170 scopus 로고    scopus 로고
    • CERN. 2014. http://home.web.cern.ch/about
    • (2014)
  • 19
    • 84956654029 scopus 로고    scopus 로고
    • Fermi National Accelerator Laboratory. 2014. http://www.fnal.gov
    • (2014)
  • 21
    • 70350343096 scopus 로고    scopus 로고
    • White Pap
    • Fuhrmann P. 2014. dCache, the overview. White Pap., dCache. http://www.dcache.org/manuals/ dcache-whitepaper-light.pdf
    • (2014) DCache, the Overview
    • Fuhrmann, P.1
  • 22
    • 84956653798 scopus 로고    scopus 로고
    • dCache. 2014. http://www.dcache.org
    • (2014)
  • 23
    • 84956633819 scopus 로고    scopus 로고
    • DESY (Deutsches Elektronen-Synchrotron). 2014. http://www.desy.de
    • (2014)
  • 25
    • 84956671683 scopus 로고    scopus 로고
    • National Center for Biotechnology Information. 2014. http://www.ncbi.nlm.nih.gov
    • (2014)
  • 27
    • 84956648418 scopus 로고    scopus 로고
    • NOAA (National Oceanic and Atmospheric Administration). 2014. http://www.nesdis.noaa.gov
    • (2014)
  • 30
    • 84956620392 scopus 로고    scopus 로고
    • GrADS Data Server. 2014. http://grads.iges.org/grads/gds/index.html
    • (2014) GrADS Data Server
  • 31
    • 84956677069 scopus 로고    scopus 로고
    • OPeNDAP. 2014. http://opendap.org
    • (2014)
  • 34
    • 84883570902 scopus 로고    scopus 로고
    • Big data are shaping the future of materials science
    • White AA. 2013. Big data are shaping the future of materials science. MRS Bull. 38:594-95
    • (2013) MRS Bull. , vol.38 , pp. 594-595
    • White, A.A.1
  • 38
    • 84920445800 scopus 로고    scopus 로고
    • Data science and cyberinfrastructure: Critical enablers for accelerated development of hierarchical materials
    • Kalidindi SR. 2015. Data science and cyberinfrastructure: critical enablers for accelerated development of hierarchical materials. Int. Mater. Rev. 60:150-68
    • (2015) Int. Mater. Rev. , vol.60 , pp. 150-168
    • Kalidindi, S.R.1
  • 40
    • 80051526799 scopus 로고    scopus 로고
    • High-energy diffraction microscopy at the Advanced Photon Source
    • Lienert U, Li SF, Hefferan CM, Lind J, Suter RM, et al. 2011. High-energy diffraction microscopy at the Advanced Photon Source. JOM 63:70-77
    • (2011) JOM , vol.63 , pp. 70-77
    • Lienert, U.1    Li, S.F.2    Hefferan, C.M.3    Lind, J.4    Suter, R.M.5
  • 41
    • 84956673906 scopus 로고    scopus 로고
    • Advanced Photon Source, Argonne National Laboratory. 2014. https://www1.aps.anl.gov
    • (2014)
  • 42
    • 84885815127 scopus 로고    scopus 로고
    • The materials research community studies magnitude of Big Data
    • Auciello O. 2013. The materials research community studies magnitude of Big Data. MRS Bull. 38:766-67
    • (2013) MRS Bull. , vol.38 , pp. 766-767
    • Auciello, O.1
  • 43
    • 84956687830 scopus 로고    scopus 로고
    • Managing materials data
    • ed.MKutz, Chapter 17. New York: JohnWiley & Sons
    • Mies D. 2002. Managing materials data. In Handbook of Materials Selection, ed.MKutz, Chapter 17. New York: JohnWiley & Sons
    • (2002) Handbook of Materials Selection
    • Mies, D.1
  • 45
    • 84956632978 scopus 로고    scopus 로고
    • Clean Energy Project. 2014. http://cleanenergy.molecularspace.org
    • (2014) Clean Energy Project
  • 48
    • 84956672052 scopus 로고    scopus 로고
    • CALPHAD (Computer Coupling of Phase Diagrams and Thermochemistry). 2014. http://www. calphad.org
    • (2014)
  • 50
    • 84956651379 scopus 로고    scopus 로고
    • NIST (National Institute of Standards and Technology) Data Gateway. 2014. http://srdata.nist. gov/gateway/gateway?dblist=1
    • (2014)
  • 51
    • 84956630686 scopus 로고    scopus 로고
    • NIST Material Measurement Laboratory. 2014. http://www.ctcms.nist.gov/potentials/
    • (2014)
  • 52
    • 84956690668 scopus 로고    scopus 로고
    • MatWeb. 2014. http://www.matweb.com/
    • (2014)
  • 53
    • 84956614844 scopus 로고    scopus 로고
    • Granta. 2014. http://www.grantadesign.com/products/ces/
    • (2014)
  • 54
    • 84956638611 scopus 로고    scopus 로고
    • MatNavi (NIMS Materials Database). 2014. http://mits.nims.go.jp/index-en.html
    • (2014)
  • 56
    • 0022893050 scopus 로고
    • The National Materials Property Data Network, Inc.-The technical challenges and the plan
    • Kaufman J. 1986. The National Materials Property Data Network, Inc.-The technical challenges and the plan. Mater. Prop. Data 1:159-63
    • (1986) Mater. Prop. Data , vol.1 , pp. 159-163
    • Kaufman, J.1
  • 60
    • 84867637615 scopus 로고    scopus 로고
    • Key computational modeling issues in integrated computational materials engineering
    • Panchal JH, Kalidindi SR,McDowell DL. 2013. Key computational modeling issues in integrated computational materials engineering. J. Comput. Aided Des. 45:4-25
    • (2013) J. Comput. Aided Des. , vol.45 , pp. 4-25
    • Panchal, J.H.1    Kalidindi, S.R.2    McDowell, D.L.3
  • 61
    • 84956637203 scopus 로고    scopus 로고
    • DREAM.3D. 2014. http://dream3d.bluequartz.net
    • (2014) DREAM.3D
  • 62
    • 84956670045 scopus 로고    scopus 로고
    • Materials Atlas. 2014. https://cosmicweb.mse.iastate.edu/wiki/display/home/materials+atlas+ home
    • (2014) Materials Atlas
  • 64
    • 85075457800 scopus 로고    scopus 로고
    • DREAM.3D: A digital representation environment for the analysis of microstructure in 3D
    • Groeber MA, Jackson MA. 2014. DREAM.3D: A digital representation environment for the analysis of microstructure in 3D. Integr. Mater. Manuf. Innov. 3:5
    • (2014) Integr. Mater. Manuf. Innov. , vol.3 , pp. 5
    • Groeber, M.A.1    Jackson, M.A.2
  • 65
    • 84956611575 scopus 로고    scopus 로고
    • Material Data Management Consortium. 2014. http://www.mdmc.net
    • (2014)
  • 66
    • 84956644419 scopus 로고    scopus 로고
    • TMS (The Minerals, Metals and Materials Society). 2014. http://www.tms.org/
    • (2014)
  • 71
    • 84956674160 scopus 로고    scopus 로고
    • Course Notes, Dep. Comput. Sci., NC State Univ
    • Healey CG. 2014. CSC541: advanced data structures. Course Notes, Dep. Comput. Sci., NC State Univ. http://www.csc.ncsu.edu/faculty/healey/csc541/notes/file-sys.pdf
    • (2014) CSC541: Advanced Data Structures
    • Healey, C.G.1
  • 75
    • 77957550127 scopus 로고    scopus 로고
    • MXA: A customizable HDF5-based data format for multidimensional data sets
    • Jackson M, Simmons J, De Graef M. 2010. MXA: A customizable HDF5-based data format for multidimensional data sets. Model. Simul. Mater. Sci. Eng. 18:065008
    • (2010) Model. Simul. Mater. Sci. Eng. , vol.18 , pp. 065008
    • Jackson, M.1    Simmons, J.2    De Graef, M.3
  • 76
    • 84956633231 scopus 로고    scopus 로고
    • The HDF Group. 2014. http://www.hdfgroup.org/
    • (2014)
  • 77
    • 84956603486 scopus 로고    scopus 로고
    • NetCDF. 2014. http://www.unidata.ucar.edu/software/netcdf/index.html
    • (2014) NetCDF
  • 78
    • 84956684802 scopus 로고    scopus 로고
    • PDB (Protein Data Bank). 2014. http://www.pdb.org/pdb/home/home.do
    • (2014)
  • 79
    • 84956604251 scopus 로고    scopus 로고
    • FITS Support Office (NASA/Goddard Space Flight Center). 2014. http://fits.gsfc.nasa.gov/
    • (2014)
  • 80
    • 84956616272 scopus 로고    scopus 로고
    • DICOM. 2014. http://medical.nema.org/
    • (2014) DICOM
  • 83
    • 84956642346 scopus 로고    scopus 로고
    • ISO (International Organization for Standardization) 26234:2012. 2014. http://www.iso.org/iso/ catalogue-detail.htm?csnumber=43506
    • (2014)
  • 84
    • 84956626089 scopus 로고    scopus 로고
    • DOI. 2014. http://www.doi.org/
    • (2014)
  • 85
    • 84956606449 scopus 로고    scopus 로고
    • Handle.Net. 2014. http://www.handle.net/index.html
    • (2014)
  • 86
    • 84956680197 scopus 로고    scopus 로고
    • Corporation for National Research Initiatives. 2014. http://www.cnri.reston.va.us
    • (2014)
  • 87
    • 84956608477 scopus 로고    scopus 로고
    • Globus Online GridFTP. 2014. http://toolkit.globus.org/toolkit/docs/latest-stable/gridftp/
    • (2014) Globus Online GridFTP
  • 88
    • 84956678872 scopus 로고    scopus 로고
    • Internet Engineering Task Force. 2014. https://www.ietf.org
    • (2014)
  • 89
    • 84956667932 scopus 로고    scopus 로고
    • Globus Online. 2014. https://www.globus.org
    • (2014) Globus Online
  • 91
    • 54049144235 scopus 로고    scopus 로고
    • A public turbulence database cluster and applications to study Lagrangian evolution of velocity increments in turbulence
    • Li Y, Perlman E, Wan M, Yang Y, Meneveau C, et al. 2008. A public turbulence database cluster and applications to study Lagrangian evolution of velocity increments in turbulence. J. Turbul. 9:1-29
    • (2008) J. Turbul. , vol.9 , pp. 1-29
    • Li, Y.1    Perlman, E.2    Wan, M.3    Yang, Y.4    Meneveau, C.5
  • 95
    • 33845945316 scopus 로고
    • The deformation and ageing of mild steel. III. Discussion of result
    • Hall E. 1951. The deformation and ageing of mild steel. III. Discussion of result. Proc. Phys. Soc. B 64:747-53
    • (1951) Proc. Phys. Soc. B , vol.64 , pp. 747-753
    • Hall, E.1
  • 96
    • 0002228943 scopus 로고
    • Cleavage strength of polycrystals
    • Petch N. 1953. Cleavage strength of polycrystals. Iron Steel Inst. J. 174:25-28
    • (1953) Iron Steel Inst. J. , vol.174 , pp. 25-28
    • Petch, N.1
  • 99
    • 25144449172 scopus 로고    scopus 로고
    • Materials informatics
    • Rajan K. 2005. Materials informatics. Mater. Today 8:38-45
    • (2005) Mater. Today , vol.8 , pp. 38-45
    • Rajan, K.1
  • 100
    • 0034074354 scopus 로고    scopus 로고
    • Functional diversity of compound libraries
    • Gorse D, Lahana R. 2000. Functional diversity of compound libraries. Curr. Opin. Chem. Biol. 4:287-94
    • (2000) Curr. Opin. Chem. Biol. , vol.4 , pp. 287-294
    • Gorse, D.1    Lahana, R.2
  • 102
    • 0032524444 scopus 로고    scopus 로고
    • Predicting properties from scratch
    • Ceder G. 1998. Predicting properties from scratch. Science 280:1099-100
    • (1998) Science , vol.280 , pp. 1099-1100
    • Ceder, G.1
  • 103
    • 84890152401 scopus 로고    scopus 로고
    • Stalking the materials genome: A data-driven approach to the virtual design of nanostructured polymers
    • Breneman C, Brinson L, Schadler L, Natarajan B, Krein M, et al. 2013. Stalking the materials genome: A data-driven approach to the virtual design of nanostructured polymers. Adv. Funct. Mater. 23:5746-52
    • (2013) Adv. Funct. Mater. , vol.23 , pp. 5746-5752
    • Breneman, C.1    Brinson, L.2    Schadler, L.3    Natarajan, B.4    Krein, M.5
  • 104
    • 33846255494 scopus 로고    scopus 로고
    • Engineering materials informatics
    • Cebon D, Ashby M. 2006. Engineering materials informatics. MRS Bull. 31:1004-12
    • (2006) MRS Bull. , vol.31 , pp. 1004-1012
    • Cebon, D.1    Ashby, M.2
  • 105
    • 33144471521 scopus 로고    scopus 로고
    • A lattice approach to image segmentation
    • Serra J. 2006. A lattice approach to image segmentation. J. Math. Imag. Vis. 24:83-130
    • (2006) J. Math. Imag. Vis. , vol.24 , pp. 83-130
    • Serra, J.1
  • 106
    • 84903765681 scopus 로고    scopus 로고
    • Multi-structure propagation incorporating homeomorphism for materials image segmentation
    • Waggoner J, Simmons J, De GraefM,Wang S. 2013. Multi-structure propagation incorporating homeomorphism for materials image segmentation. IEEE Trans. Image Process. 22:5282-93
    • (2013) IEEE Trans. Image Process. , vol.22 , pp. 5282-5293
    • Waggoner, J.1    Simmons, J.2    De Graef, M.3    Wang, S.4
  • 108
    • 84956692721 scopus 로고    scopus 로고
    • EM/MPM Workbench. 2014. http://www.bluequartz.net/?page-id=97
    • (2014) EM/MPM Workbench
  • 109
    • 63749108610 scopus 로고    scopus 로고
    • Application and further development of advanced image processing algorithms for automated analysis of serial section image data
    • Simmons J, Chuang P, Comer M, De Graef M, Uchic M, Spowart J. 2009. Application and further development of advanced image processing algorithms for automated analysis of serial section image data. Model. Simul. Mater. Sci. Eng. 17:025002
    • (2009) Model. Simul. Mater. Sci. Eng. , vol.17 , pp. 025002
    • Simmons, J.1    Chuang, P.2    Comer, M.3    De Graef, M.4    Uchic, M.5    Spowart, J.6
  • 110
    • 37849041265 scopus 로고    scopus 로고
    • On the use of 2-D moment invariants for the automated classification of particle shapes
    • MacSleyne J, Simmons J, De Graef M. 2008. On the use of 2-D moment invariants for the automated classification of particle shapes. Acta Mater. 56:427-37
    • (2008) Acta Mater. , vol.56 , pp. 427-437
    • MacSleyne, J.1    Simmons, J.2    De Graef, M.3
  • 111
    • 44949244850 scopus 로고    scopus 로고
    • On the use of moment invariants for the automated analysis of 3-D particle shapes
    • MacSleyne J, Simmons J, De GraefM. 2008. On the use of moment invariants for the automated analysis of 3-D particle shapes. Model. Simul. Mater. Sci. Eng. 16:045008
    • (2008) Model. Simul. Mater. Sci. Eng. , vol.16 , pp. 045008
    • MacSleyne, J.1    Simmons, J.2    De Graef, M.3
  • 112
    • 19944426895 scopus 로고    scopus 로고
    • Crystal shapes and crystallization in continuum modeling
    • Hütler M, Rutledge G, Armstrong R. 2005. Crystal shapes and crystallization in continuum modeling. Phys. Fluids 17:014107
    • (2005) Phys. Fluids , vol.17 , pp. 014107
    • Hütler, M.1    Rutledge, G.2    Armstrong, R.3
  • 113
    • 34247641637 scopus 로고    scopus 로고
    • The von Neumann relation generalized to coarsening of threedimensional microstructures
    • MacPherson R, Srolovitz D. 2007. The von Neumann relation generalized to coarsening of threedimensional microstructures. Nature 446:1053-55
    • (2007) Nature , vol.446 , pp. 1053-1055
    • MacPherson, R.1    Srolovitz, D.2
  • 115
    • 20644431588 scopus 로고    scopus 로고
    • Finite approximations to the second-order properties closure in single phase polycrystals
    • Adams BL, Gao X, Kalidindi SR. 2005. Finite approximations to the second-order properties closure in single phase polycrystals. Acta Mater. 53:3563-77
    • (2005) Acta Mater. , vol.53 , pp. 3563-3577
    • Adams, B.L.1    Gao, X.2    Kalidindi, S.R.3
  • 116
    • 53049105643 scopus 로고    scopus 로고
    • Delineation of the space of 2-point correlations in a composite material system
    • Niezgoda SR, Fullwood DT, Kalidindi SR. 2008. Delineation of the space of 2-point correlations in a composite material system. Acta Mater. 56:5285-92
    • (2008) Acta Mater. , vol.56 , pp. 5285-5292
    • Niezgoda, S.R.1    Fullwood, D.T.2    Kalidindi, S.R.3
  • 117
    • 39149124178 scopus 로고    scopus 로고
    • Microstructure reconstructions from 2-point statistics using phase-recovery algorithms
    • Fullwood DT, Niezgoda SR, Kalidindi SR. 2008. Microstructure reconstructions from 2-point statistics using phase-recovery algorithms. Acta Mater. 56:942-48
    • (2008) Acta Mater. , vol.56 , pp. 942-948
    • Fullwood, D.T.1    Niezgoda, S.R.2    Kalidindi, S.R.3
  • 119
    • 79955876528 scopus 로고    scopus 로고
    • Applications of the phase-coded generalized Hough transform to feature detection, analysis, and segmentation of digital microstructures
    • Niezgoda SR, Kalidindi SR. 2009. Applications of the phase-coded generalized Hough transform to feature detection, analysis, and segmentation of digital microstructures. Comput. Mater. Contin. 14:79-97
    • (2009) Comput. Mater. Contin. , vol.14 , pp. 79-97
    • Niezgoda, S.R.1    Kalidindi, S.R.2
  • 120
    • 79955866796 scopus 로고    scopus 로고
    • Optimized structure based representative volume element sets reflecting the ensemble-averaged 2-point statistics
    • Niezgoda SR, TurnerDM, Fullwood DT, Kalidindi SR. 2010. Optimized structure based representative volume element sets reflecting the ensemble-averaged 2-point statistics. Acta Mater. 58:4432-45
    • (2010) Acta Mater. , vol.58 , pp. 4432-4445
    • Niezgoda, S.R.1    Turner, D.M.2    Fullwood, D.T.3    Kalidindi, S.R.4
  • 121
    • 80054802448 scopus 로고    scopus 로고
    • Selection of representative volume elements for pore-scale analysis of transport in fuel cell materials
    • Wargo EA, Hanna AC, Çeçen A, Kalidindi SR, Kumbur EC. 2012. Selection of representative volume elements for pore-scale analysis of transport in fuel cell materials. J. Power Sources 197:168-79
    • (2012) J. Power Sources , vol.197 , pp. 168-179
    • Wargo, E.A.1    Hanna, A.C.2    Çeçen, A.3    Kalidindi, S.R.4    Kumbur, E.C.5
  • 122
    • 84864057117 scopus 로고    scopus 로고
    • Estimating response of polycrystalline materials using sets of weighted statistical volume elements (WSVEs)
    • Qidwai SM, Turner DM, Niezgoda SR, Lewis AC, Geltmacher AB, et al. 2012. Estimating response of polycrystalline materials using sets of weighted statistical volume elements (WSVEs). Acta Mater. 60:5284-99
    • (2012) Acta Mater. , vol.60 , pp. 5284-5299
    • Qidwai, S.M.1    Turner, D.M.2    Niezgoda, S.R.3    Lewis, A.C.4    Geltmacher, A.B.5
  • 123
    • 49849093306 scopus 로고    scopus 로고
    • Gradient-based microstructure reconstructions from distributions using fast Fourier transforms
    • Fullwood DM, Kalidindi SR, Niezgoda SR, Fast A, Hampson N. 2008. Gradient-based microstructure reconstructions from distributions using fast Fourier transforms. Mater. Sci. Eng. A 494:68-72
    • (2008) Mater. Sci. Eng. A , vol.494 , pp. 68-72
    • Fullwood, D.M.1    Kalidindi, S.R.2    Niezgoda, S.R.3    Fast, A.4    Hampson, N.5
  • 124
    • 4344601963 scopus 로고    scopus 로고
    • Reconstruction of random microstructures: A stochastic optimization problem
    • Bochenek B, PyrzR. 2004. Reconstruction of random microstructures: A stochastic optimization problem. Comput. Mater. Sci. 31:93-112
    • (2004) Comput. Mater. Sci. , vol.31 , pp. 93-112
    • Bochenek, B.1    Pyrz, R.2
  • 125
    • 0001372511 scopus 로고    scopus 로고
    • Statistical reconstruction of three-dimensional porous media from two-dimensional images
    • Roberts AP. 1997. Statistical reconstruction of three-dimensional porous media from two-dimensional images. Phys. Rev. E 56:3203-12
    • (1997) Phys. Rev. e , vol.56 , pp. 3203-3212
    • Roberts, A.P.1
  • 126
    • 85075456680 scopus 로고    scopus 로고
    • Novel microstructure quantification framework for databasing, visualization, and analysis of microstructure data
    • Niezgoda SR, Kanjarla AK, Kalidindi SR. 2013. Novel microstructure quantification framework for databasing, visualization, and analysis of microstructure data. Integr. Mater. Manuf. Innov. 2:3
    • (2013) Integr. Mater. Manuf. Innov. , vol.2 , pp. 3
    • Niezgoda, S.R.1    Kanjarla, A.K.2    Kalidindi, S.R.3
  • 127
    • 79955836602 scopus 로고    scopus 로고
    • Microstructure informatics using higher-order statistics and efficient data-mining protocols
    • Kalidindi SR, Niezgoda SR, Salem AA. 2011. Microstructure informatics using higher-order statistics and efficient data-mining protocols. JOM 63:34-41
    • (2011) JOM , vol.63 , pp. 34-41
    • Kalidindi, S.R.1    Niezgoda, S.R.2    Salem, A.A.3
  • 128
    • 84920428722 scopus 로고    scopus 로고
    • Computationally-efficient fully-coupled multi-scale modeling of materials phenomena using calibrated localization linkages
    • Kalidindi SR. 2012. Computationally-efficient fully-coupled multi-scale modeling of materials phenomena using calibrated localization linkages. ISRN Mater. Sci. 2012:305692
    • (2012) ISRN Mater. Sci. , vol.2012 , pp. 305692
    • Kalidindi, S.R.1
  • 129
    • 78449260300 scopus 로고    scopus 로고
    • A new framework for computationally efficient structurestructure evolution linkages to facilitate high-fidelity scale bridging in multi-scale materials models
    • Fast T, Niezgoda SR, Kalidindi SR. 2011. A new framework for computationally efficient structurestructure evolution linkages to facilitate high-fidelity scale bridging in multi-scale materials models. Acta Mater. 59:699-707
    • (2011) Acta Mater. , vol.59 , pp. 699-707
    • Fast, T.1    Niezgoda, S.R.2    Kalidindi, S.R.3
  • 130
    • 79956011479 scopus 로고    scopus 로고
    • Formulation and calibration of higher-order elastic localization relationships using the MKS approach
    • Fast T, Kalidindi SR. 2011. Formulation and calibration of higher-order elastic localization relationships using the MKS approach. Acta Mater. 59:4595-605
    • (2011) Acta Mater. , vol.59 , pp. 4595-4605
    • Fast, T.1    Kalidindi, S.R.2
  • 131
    • 77249164958 scopus 로고    scopus 로고
    • Multi-scale modeling of elastic response of three-dimensional voxel-basedmicrostructure datasets using novel DFT-based knowledge systems
    • LandiG,Niezgoda SR,Kalidindi SR. 2010. Multi-scale modeling of elastic response of three-dimensional voxel-basedmicrostructure datasets using novel DFT-based knowledge systems. Acta Mater. 58:2716-25
    • (2010) Acta Mater. , vol.58 , pp. 2716-2725
    • Landi, G.1    Niezgoda, S.R.2    Kalidindi, S.R.3
  • 132
    • 84907188568 scopus 로고    scopus 로고
    • Calibrated localization relationships for elastic response of polycrystalline aggregates
    • Yabansu YC, Patel DK, Kalidindi SR. 2014. Calibrated localization relationships for elastic response of polycrystalline aggregates. Acta Mater. 81:151-60
    • (2014) Acta Mater. , vol.81 , pp. 151-160
    • Yabansu, Y.C.1    Patel, D.K.2    Kalidindi, S.R.3
  • 134
    • 84956602010 scopus 로고    scopus 로고
    • Google Docs. 2014. https://docs.google.com/
    • (2014)
  • 135
    • 84956647918 scopus 로고    scopus 로고
    • Authorea. 2014. https://www.authorea.com/
    • (2014)
  • 136
    • 84956614062 scopus 로고    scopus 로고
    • ShareLaTeX. 2014. https://www.sharelatex.com/
    • (2014)
  • 137
    • 84956603837 scopus 로고    scopus 로고
    • Mendeley. 2014. http://www.mendeley.com/
    • (2014)
  • 138
    • 84956657421 scopus 로고    scopus 로고
    • ResearchGate. 2014. http://www.researchgate.net/
    • (2014)
  • 139
    • 84956630865 scopus 로고    scopus 로고
    • Sourceforge. 2014. http://sourceforge.net/
    • (2014)
  • 140
    • 84956666457 scopus 로고    scopus 로고
    • Plotly. 2014. https://plot.ly/
    • (2014)
  • 141
    • 84956706150 scopus 로고    scopus 로고
    • Google+. 2014. https://plus.google.com/
    • (2014)
  • 142
    • 84956686629 scopus 로고    scopus 로고
    • LinkedIn. 2014. https://www.linkedin.com/
    • (2014)
  • 148
    • 84956684778 scopus 로고    scopus 로고
    • maTIN. 2015. http://materials.gatech.edu/matin
    • (2015) MaTIN


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