Microstructure informatics using higher-order statistics and efficient data-mining protocols

JOM

Volumn 63, Issue 4, 2011, Pages 34-41

  Kalidindi, Surya R ^a,b   Niezgoda, Stephen R ^b,c   Salem, Ayman A ^c  

^a Lehigh University   (United States)

^b Drexel University   (United States)

^c Materials Resources LLC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACCELERATED DESIGN; ADVANCED MATERIALS; AUTOMATIC IDENTIFICATION; BUILDING BLOCKES; COMPUTATIONAL MATERIALS; COMPUTATIONAL PROTOCOLS; DATA SETS; ENGINEERING PRACTICES; HIGHER ORDER STATISTICS; INFORMATICS; LARGE DATASETS; MACRO SCALE; MATHEMATICAL FRAMEWORKS; OBJECTIVE MEASURE; QUANTITATIVE COMPARISON; ROBUST GENERATION;

AUTOMATION; CRITICAL INFRASTRUCTURES; DESIGN; MICROSTRUCTURAL EVOLUTION;

INFORMATION SCIENCE;

EID: 79955836602     PISSN: 10474838     EISSN: 15431851     Source Type: Journal    
DOI: 10.1007/s11837-011-0057-7     Document Type: Article

References (26)

1. Integrated Computational Materials Engineering: A Transformational Discipline for Improved Competitiveness and National Security (National Research Council. Committee on Integrated Computational Materials, Washington, D.C., National Academies Press, 2008).
2. D.T. Fullwood,,et al. 2010 Progress in Materials Science 55 6 477 562 10.1016/j.pmatsci.2009.08.002 1:CAS:528:DC%2BC3cXltVWlsL0%3D
3. H. Bunge, Texture Analysis in Materials Science (London, Boston: Butterworths, 1982).
4. S.M. Schmid,,et al. 1981 Tectonophysics 78 1-4 101 117 10.1016/0040-1951(81)90009-3
5. S. Torquato, Random Heterogeneous Materials (New York, Springer-Verlag, 2002).
6. A.M. Gokhale 2004 Microscopy and Microanalysis 10 SupplementS02 736 737
7. B.L. Adams,,et al. 1994 Materials Science Forum Proceedings of the 10th International Conference on Textures of Materials 157-6 287 294
8. D.T. Fullwood,,et al. 2008 Acta Materialia 56 5 942 948 10.1016/j.actamat.2007.10.044 1:CAS:528:DC%2BD1cXhvFyqsrc%3D
9. S.R. Niezgoda, "Stochastic Representation of Microstructure via Higher-Order Statistics: Theory and Application" (Ph.D. dissertation, Drexel University, Philadelphia, PA, 2010).
10. D. Blavette,,et al. 1993 Nature 363 6428 432 435 10.1038/363432a0 1:CAS:528:DyaK3sXktlKrtrs%3D
11. E. Maire,,et al. 2001 Advanced Engineering Materials 3 8 539 546 10.1002/1527-2648(200108)3:8<539::AID-ADEM539>3.0.CO;2-6 1:CAS:528:DC%2BD3MXmvV2mur8%3D
12. H.N. Chapman,,et al. 2001 J. Opt. Soc. Am. A 23 5 1179 1200 10.1364/JOSAA.23.001179
13. S.R. Niezgoda S.R. Kalidindi 2009 CMC: Computers, Materials, & Continua 14 2 79 89
14. P.V.C. Hough, "Method and Means for Recognizing Complex Patterns," U.S. patent 3,069,654 (1962).
15. P. Kierkegaard 1992 Machine Vision and Applications 5 4 249 263 10.1007/BF01212714
16. D.H. Ballard 1981 Pattern Recognition 13 2 111 122 10.1016/0031-3203(81) 90009-1 (Pubitemid 11504608)
17. B. Lu S. Torquato 1992 Physical Review A 45 2 922 10.1103/PhysRevA.45.922 1:CAS:528:DyaK38XptFKnug%3D%3D
18. V. Sundararaghavan N. Zabaras 2004 Acta Materialia 52 14 4111 4119 10.1016/j.actamat.2004.05.024 1:CAS:528:DC%2BD2cXlvFamurs%3D
19. V. Sundararaghavan N. Zabaras 2005 Comp. Mater. Science 32 223 239 10.1016/j.commatsci.2004.07.004
20. H.K.D.H. Bhadeshia 2009 Statistical Analysis and Data Mining 1 5 296 305 10.1002/sam.10018
21. S.R. Kalidindi,,et al. 2010 CMC: Computers, Materials, & Continua 17 2 103 126
22. T. Fast,,et al. 2011 Acta Materialia 59 2 699 707 10.1016/j.actamat.2010. 10.008 1:CAS:528:DC%2BC3cXhsVWhur%2FK
23. G. Landi,,et al. 2010 Acta Materialia 58 7 2716 2725 10.1016/j.actamat. 2010.01.007 1:CAS:528:DC%2BC3cXisFSjtb0%3D
24. E. Kröner, Modeling Small Deformation in Polycrystals, ed. J. Gittus and J. Zarka (New York, Elsevier, 1986), pp. 229-291.
25. G. Milton, The Theory of Composites (Cambridge, MA: Cambridge University Press, 2002).
26. C.L. Nikias and A.P. Petropulu, Higher-order Spectra Analysis: A Nonlinear Signal Processing Framework (Englewood Cliffs, NJ: PTR Prentice Hall, 1993).