Machine learning approaches for elastic localization linkages in high-contrast composite materials

Liu, Ruoqian; Yabansu, Yuksel C.; Agrawal, Ankit; Kalidindi, Surya R.; Choudhary, Alok N.

doi:10.1186/s40192-015-0042-z

Title: Machine learning approaches for elastic localization linkages in high-contrast composite materials

Journal Article · Fri Dec 04 00:00:00 EST 2015 · Integrating Materials and Manufacturing Innovation

DOI:https://doi.org/10.1186/s40192-015-0042-z· OSTI ID:1353512

Liu, Ruoqian; Yabansu, Yuksel C.; Agrawal, Ankit; Kalidindi, Surya R.; Choudhary, Alok N.

View Journal Article

Cite

Export

Save

Sponsoring Organization:: USDOE

Grant/Contract Number:: SC0007456

OSTI ID:: 1353512

Journal Information:: Integrating Materials and Manufacturing Innovation, Journal Name: Integrating Materials and Manufacturing Innovation Vol. 4 Journal Issue: 1; ISSN 2193-9764

Publisher:: SpringerCopyright Statement

Country of Publication:: Germany

Language:: English

References (39)

Measurement of Three Dimensional Stress and Modeling of Stress Induced Migration Failure in Aluminum Interconnects Tezaki, Atsumu; Mineta, Takashi; Egawa, Hidesitsu 28th International Reliability Physics Symposium https://doi.org/10.1109/IRPS.1990.363525	conference	March 1990
Integrated computational materials engineering: A new paradigm for the global materials profession Allison, John; Backman, Dan; Christodoulou, Leo JOM, Vol. 58, Issue 11 https://doi.org/10.1007/s11837-006-0223-5	journal	November 2006
Representation of Hashin–Shtrikman bounds of cubic crystal aggregates in terms of texture coefficients with application in materials design Böhlke, Thomas; Lobos, Mauricio Acta Materialia, Vol. 67 https://doi.org/10.1016/j.actamat.2013.11.003	journal	April 2014
Comparison between X-ray micro-computed tomography and optical scanning tomography for full 3D strain measurement by digital volume correlation Germaneau, Arnaud; Doumalin, Pascal; Dupré, Jean-Christophe NDT & E International, Vol. 41, Issue 6 https://doi.org/10.1016/j.ndteint.2008.04.001	journal	September 2008
Invited review: Data mining and informatics for crystal chemistry: establishing measurement techniques for mapping structure–property relationships Suh, C.; Rajan, K. Materials Science and Technology, Vol. 25, Issue 4 https://doi.org/10.1179/174328409X430483	journal	April 2009
Statistical continuum theory for large plastic deformation of polycrystalline materials Garmestani, H.; Lin, S.; Adams, B. L. Journal of the Mechanics and Physics of Solids, Vol. 49, Issue 3 https://doi.org/10.1016/S0022-5096(00)00040-5	journal	March 2001
A tutorial on support vector regression Smola, Alex J.; Schölkopf, Bernhard Statistics and Computing, Vol. 14, Issue 3 https://doi.org/10.1023/B:STCO.0000035301.49549.88	journal	August 2004
A strong contrast homogenization formulation for multi-phase anisotropic materials Fullwood, David T.; Adams, Brent L.; Kalidindi, Surya R. Journal of the Mechanics and Physics of Solids, Vol. 56, Issue 6 https://doi.org/10.1016/j.jmps.2008.01.003	journal	June 2008
Linking phase-field and finite-element modeling for process–structure–property relations of a Ni-base superalloy Fromm, Bradley S.; Chang, Kunok; McDowell, David L. Acta Materialia, Vol. 60, Issue 17 https://doi.org/10.1016/j.actamat.2012.06.058	journal	October 2012
A data-driven approach to establishing microstructure–property relationships in porous transport layers of polymer electrolyte fuel cells Çeçen, A.; Fast, T.; Kumbur, E. C. Journal of Power Sources, Vol. 245 https://doi.org/10.1016/j.jpowsour.2013.06.100	journal	January 2014
Calibrated localization relationships for elastic response of polycrystalline aggregates Yabansu, Yuksel C.; Patel, Dipen K.; Kalidindi, Surya R. Acta Materialia, Vol. 81 https://doi.org/10.1016/j.actamat.2014.08.022	journal	December 2014
Fast computation of first-order elastic–plastic closures for polycrystalline cubic-orthorhombic microstructures Knezevic, Marko; Kalidindi, Surya R. Computational Materials Science, Vol. 39, Issue 3 https://doi.org/10.1016/j.commatsci.2006.08.025	journal	May 2007
Optimized structure based representative volume element sets reflecting the ensemble-averaged 2-point statistics Niezgoda, Stephen R.; Turner, David M.; Fullwood, David T. Acta Materialia, Vol. 58, Issue 13 https://doi.org/10.1016/j.actamat.2010.04.041	journal	August 2010
Principal component analysis and dimensional analysis as materials informatics tools to reduce dimensionality in materials science and engineering Rajan, Krishna; Suh, Changwon; Mendez, Patricio F. Statistical Analysis and Data Mining, Vol. 1, Issue 6 https://doi.org/10.1002/sam.10031	journal	June 2009
Understanding and visualizing microstructure and microstructure variance as a stochastic process Niezgoda, Stephen R.; Yabansu, Yuksel C.; Kalidindi, Surya R. Acta Materialia, Vol. 59, Issue 16 https://doi.org/10.1016/j.actamat.2011.06.051	journal	September 2011
Elastic properties closures using second-order homogenization theories: Case studies in composites of two isotropic constituents Kalidindi, Surya R.; Binci, Massimiliano; Fullwood, David Acta Materialia, Vol. 54, Issue 11 https://doi.org/10.1016/j.actamat.2006.03.005	journal	June 2006
Microstructures by design: linear problems in elastic–plastic design Adams, B. L.; Lyon, M.; Henrie, B. International Journal of Plasticity, Vol. 20, Issue 8-9 https://doi.org/10.1016/j.ijplas.2003.11.008	journal	August 2004
A new spectral framework for establishing localization relationships for elastic behavior of composites and their calibration to finite-element models Binci, Massimiliano; Fullwood, David; Kalidindi, Surya R. Acta Materialia, Vol. 56, Issue 10 https://doi.org/10.1016/j.actamat.2008.01.017	journal	June 2008
Materials Informatics Rodgers, John R.; Cebon, David MRS Bulletin, Vol. 31, Issue 12 https://doi.org/10.1557/mrs2006.223	journal	December 2006
Full-Field Dynamic Displacement and Strain Measurement Using Advanced 3d Image Correlation Photogrammetry: part 1 Schmidt, T.; Tyson, J.; Galanulis, K. Experimental Techniques, Vol. 27, Issue 3 https://doi.org/10.1111/j.1747-1567.2003.tb00115.x	journal	May 2003
Procedures for construction of anisotropic elastic–plastic property closures for face-centered cubic polycrystals using first-order bounding relations Proust, G.; Kalidindi, S. Journal of the Mechanics and Physics of Solids, Vol. 54, Issue 8 https://doi.org/10.1016/j.jmps.2006.01.010	journal	August 2006
Multi-scale modeling of elastic response of three-dimensional voxel-based microstructure datasets using novel DFT-based knowledge systems Landi, Giacomo; Niezgoda, Stephen R.; Kalidindi, Surya R. Acta Materialia, Vol. 58, Issue 7 https://doi.org/10.1016/j.actamat.2010.01.007	journal	April 2010
Key computational modeling issues in Integrated Computational Materials Engineering Panchal, Jitesh H.; Kalidindi, Surya R.; McDowell, David L. Computer-Aided Design, Vol. 45, Issue 1 https://doi.org/10.1016/j.cad.2012.06.006	journal	January 2013
Concurrent design of hierarchical materials and structures McDowell, D. L.; Olson, G. B. Scientific Modeling and Simulation SMNS, Vol. 15, Issue 1-3 https://doi.org/10.1007/s10820-008-9100-6	journal	April 2008
Representation and calibration of elastic localization kernels for a broad class of cubic polycrystals Yabansu, Yuksel C.; Kalidindi, Surya R. Acta Materialia, Vol. 94 https://doi.org/10.1016/j.actamat.2015.04.049	journal	August 2015
Computing mechanical response variability of polycrystalline microstructures through dimensionality reduction techniques Li, Zheng; Wen, Bin; Zabaras, Nicholas Computational Materials Science, Vol. 49, Issue 3 https://doi.org/10.1016/j.commatsci.2010.05.051	journal	September 2010
A Statistical Formulation of Viscoplastic Behavior in Heterogeneous Polycrystals Adams, Brent L.; Canova, Gilles R.; Molinari, Alain Textures and Microstructures, Vol. 11, Issue 1 https://doi.org/10.1155/TSM.11.57	journal	January 1989
A new framework for computationally efficient structure–structure evolution linkages to facilitate high-fidelity scale bridging in multi-scale materials models Fast, Tony; Niezgoda, Stephen R.; Kalidindi, Surya R. Acta Materialia, Vol. 59, Issue 2 https://doi.org/10.1016/j.actamat.2010.10.008	journal	January 2011
Application of data science tools to quantify and distinguish between structures and models in molecular dynamics datasets Kalidindi, Surya R.; Gomberg, Joshua A.; Trautt, Zachary T. Nanotechnology, Vol. 26, Issue 34 https://doi.org/10.1088/0957-4484/26/34/344006	journal	August 2015
Partnership for accelerated insertion of new technology: case study for thermal spray technology Sampath, Sanjay; Dwivedi, Gopal; Valarezo, Alfredo Integrating Materials and Manufacturing Innovation, Vol. 2, Issue 1 https://doi.org/10.1186/2193-9772-2-1	journal	April 2013
Microstructure design of a two phase composite using two-point correlation functions Saheli, G.; Garmestani, H.; Adams, B. L. Journal of Computer-Aided Materials Design, Vol. 11, Issue 2-3 https://doi.org/10.1007/s10820-005-3164-3	journal	January 2004
Formulation and calibration of higher-order elastic localization relationships using the MKS approach Fast, Tony; Kalidindi, Surya R. Acta Materialia, Vol. 59, Issue 11 https://doi.org/10.1016/j.actamat.2011.04.005	journal	June 2011
Multi-scale modeling of the elastic response of a structural component made from a composite material using the materials knowledge system Al-Harbi, Hamad F.; Landi, Giacomo; Kalidindi, Surya R. Modelling and Simulation in Materials Science and Engineering, Vol. 20, Issue 5 https://doi.org/10.1088/0965-0393/20/5/055001	journal	June 2012
Bounds for effective elastic moduli of disordered materials Kröner, E. Journal of the Mechanics and Physics of Solids, Vol. 25, Issue 2 https://doi.org/10.1016/0022-5096(77)90009-6	journal	April 1977
Microstructure informatics using higher-order statistics and efficient data-mining protocols Kalidindi, Surya R.; Niezgoda, Stephen R.; Salem, Ayman A. JOM, Vol. 63, Issue 4 https://doi.org/10.1007/s11837-011-0057-7	journal	April 2011
Random Forests Breiman, Leo Machine Learning, Vol. 45, Issue 1, p. 5-32 https://doi.org/10.1023/A:1010933404324	journal	January 2001
Analytics for microstructure datasets produced by phase-field simulations Steinmetz, Philipp; Yabansu, Yuksel C.; Hötzer, Johannes Acta Materialia, Vol. 103 https://doi.org/10.1016/j.actamat.2015.09.047	journal	January 2016
Application of two-point probability distribution functions to predict properties of heterogeneous two-phase materials Belvin, A.; Burrell, R.; Gokhale, A. Materials Characterization, Vol. 60, Issue 9 https://doi.org/10.1016/j.matchar.2009.04.012	journal	September 2009
Materials informatics Rajan, Krishna Materials Today, Vol. 8, Issue 10 https://doi.org/10.1016/S1369-7021(05)71123-8	journal	October 2005

Similar Records

Establishing structure-property localization linkages for elastic deformation of three-dimensional high contrast composites using deep learning approaches

Journal Article · Fri Mar 01 00:00:00 EST 2019 · Acta Materialia · OSTI ID:1353512

Yang, Zijiang; Yabansu, Yuksel C.; Jha, Dipendra; +4 more

A Comparative Study of the Efficacy of Local/Global and Parametric/Nonparametric Machine Learning Methods for Establishing Structure–Property Linkages in High-Contrast 3D Elastic Composites

Journal Article · Sat Jun 01 00:00:00 EDT 2019 · Integrating Materials and Manufacturing Innovation · OSTI ID:1353512

Fernandez-Zelaia, Patxi; Yabansu, Yuksel C.; Kalidindi, Surya R.