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

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

Publication Date:: Fri Dec 04 00:00:00 EST 2015

Sponsoring Org.:: USDOE

OSTI Identifier:: 1353512

Grant/Contract Number:: SC0007456

Resource Type:: Published Article

Journal Name:: Integrating Materials and Manufacturing Innovation

Additional Journal Information:: Journal Name: Integrating Materials and Manufacturing Innovation Journal Volume: 4 Journal Issue: 1; Journal ID: ISSN 2193-9764

Publisher:: Springer

Country of Publication:: Germany

Language:: English

Citation Formats


                    Liu, Ruoqian, Yabansu, Yuksel C., Agrawal, Ankit, Kalidindi, Surya R., and Choudhary, Alok N. Machine learning approaches for elastic localization linkages in high-contrast composite materials.  Germany: N. p., 2015. 
Web.  doi:10.1186/s40192-015-0042-z.

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                    Liu, Ruoqian, Yabansu, Yuksel C., Agrawal, Ankit, Kalidindi, Surya R., & Choudhary, Alok N. Machine learning approaches for elastic localization linkages in high-contrast composite materials.  Germany.  https://doi.org/10.1186/s40192-015-0042-z

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                    Liu, Ruoqian, Yabansu, Yuksel C., Agrawal, Ankit, Kalidindi, Surya R., and Choudhary, Alok N. Fri .  
"Machine learning approaches for elastic localization linkages in high-contrast composite materials".  Germany.  https://doi.org/10.1186/s40192-015-0042-z.

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@article{osti_1353512,

  title        = {Machine learning approaches for elastic localization linkages in high-contrast composite materials},

  author       = {Liu, Ruoqian and Yabansu, Yuksel C. and Agrawal, Ankit and Kalidindi, Surya R. and Choudhary, Alok N.},

  abstractNote = {},

  doi          = {10.1186/s40192-015-0042-z},

  journal      = {Integrating Materials and Manufacturing Innovation},

  number       = 1,

  volume       = 4,

  place        = {Germany},

  year         = {Fri Dec 04 00:00:00 EST 2015},

  month        = {Fri Dec 04 00:00:00 EST 2015}

}

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

Citation Formats

Measurement of Three Dimensional Stress and Modeling of Stress Induced Migration Failure in Aluminum Interconnects conference, March 1990

Integrated computational materials engineering: A new paradigm for the global materials profession journal, November 2006

Representation of Hashin–Shtrikman bounds of cubic crystal aggregates in terms of texture coefficients with application in materials design journal, April 2014

Comparison between X-ray micro-computed tomography and optical scanning tomography for full 3D strain measurement by digital volume correlation journal, September 2008

Invited review: Data mining and informatics for crystal chemistry: establishing measurement techniques for mapping structure–property relationships journal, April 2009

Statistical continuum theory for large plastic deformation of polycrystalline materials journal, March 2001

A tutorial on support vector regression journal, August 2004

A strong contrast homogenization formulation for multi-phase anisotropic materials journal, June 2008

Linking phase-field and finite-element modeling for process–structure–property relations of a Ni-base superalloy journal, October 2012

A data-driven approach to establishing microstructure–property relationships in porous transport layers of polymer electrolyte fuel cells journal, January 2014

Calibrated localization relationships for elastic response of polycrystalline aggregates journal, December 2014

Fast computation of first-order elastic–plastic closures for polycrystalline cubic-orthorhombic microstructures journal, May 2007

The Nature of Statistical Learning Theory book, January 2000

Optimized structure based representative volume element sets reflecting the ensemble-averaged 2-point statistics journal, August 2010

Principal component analysis and dimensional analysis as materials informatics tools to reduce dimensionality in materials science and engineering journal, June 2009

Understanding and visualizing microstructure and microstructure variance as a stochastic process journal, September 2011

Elastic properties closures using second-order homogenization theories: Case studies in composites of two isotropic constituents journal, June 2006

Microstructures by design: linear problems in elastic–plastic design journal, August 2004

A new spectral framework for establishing localization relationships for elastic behavior of composites and their calibration to finite-element models journal, June 2008

Materials Informatics journal, December 2006

Full-Field Dynamic Displacement and Strain Measurement Using Advanced 3d Image Correlation Photogrammetry: part 1 journal, May 2003

Procedures for construction of anisotropic elastic–plastic property closures for face-centered cubic polycrystals using first-order bounding relations journal, August 2006

Multi-scale modeling of elastic response of three-dimensional voxel-based microstructure datasets using novel DFT-based knowledge systems journal, April 2010

Key computational modeling issues in Integrated Computational Materials Engineering journal, January 2013

Concurrent design of hierarchical materials and structures journal, April 2008

Representation and calibration of elastic localization kernels for a broad class of cubic polycrystals journal, August 2015

Computing mechanical response variability of polycrystalline microstructures through dimensionality reduction techniques journal, September 2010

A Statistical Formulation of Viscoplastic Behavior in Heterogeneous Polycrystals journal, January 1989

A new framework for computationally efficient structure–structure evolution linkages to facilitate high-fidelity scale bridging in multi-scale materials models journal, January 2011

Application of data science tools to quantify and distinguish between structures and models in molecular dynamics datasets journal, August 2015

Partnership for accelerated insertion of new technology: case study for thermal spray technology journal, April 2013

Microstructure design of a two phase composite using two-point correlation functions journal, January 2004

Formulation and calibration of higher-order elastic localization relationships using the MKS approach journal, June 2011

Multi-scale modeling of the elastic response of a structural component made from a composite material using the materials knowledge system journal, June 2012

Bounds for effective elastic moduli of disordered materials journal, April 1977

Microstructure informatics using higher-order statistics and efficient data-mining protocols journal, April 2011

Random Forests journal, January 2001

Analytics for microstructure datasets produced by phase-field simulations journal, January 2016

Application of two-point probability distribution functions to predict properties of heterogeneous two-phase materials journal, September 2009

Materials informatics journal, October 2005

Measurement of Three Dimensional Stress and Modeling of Stress Induced Migration Failure in Aluminum Interconnects
conference, March 1990

Integrated computational materials engineering: A new paradigm for the global materials profession
journal, November 2006

Representation of Hashin–Shtrikman bounds of cubic crystal aggregates in terms of texture coefficients with application in materials design
journal, April 2014

Comparison between X-ray micro-computed tomography and optical scanning tomography for full 3D strain measurement by digital volume correlation
journal, September 2008

Invited review: Data mining and informatics for crystal chemistry: establishing measurement techniques for mapping structure–property relationships
journal, April 2009

Statistical continuum theory for large plastic deformation of polycrystalline materials
journal, March 2001

A tutorial on support vector regression
journal, August 2004

A strong contrast homogenization formulation for multi-phase anisotropic materials
journal, June 2008

Linking phase-field and finite-element modeling for process–structure–property relations of a Ni-base superalloy
journal, October 2012

A data-driven approach to establishing microstructure–property relationships in porous transport layers of polymer electrolyte fuel cells
journal, January 2014

Calibrated localization relationships for elastic response of polycrystalline aggregates
journal, December 2014

Fast computation of first-order elastic–plastic closures for polycrystalline cubic-orthorhombic microstructures
journal, May 2007

The Nature of Statistical Learning Theory
book, January 2000

Optimized structure based representative volume element sets reflecting the ensemble-averaged 2-point statistics
journal, August 2010

Principal component analysis and dimensional analysis as materials informatics tools to reduce dimensionality in materials science and engineering
journal, June 2009

Understanding and visualizing microstructure and microstructure variance as a stochastic process
journal, September 2011

Elastic properties closures using second-order homogenization theories: Case studies in composites of two isotropic constituents
journal, June 2006

Microstructures by design: linear problems in elastic–plastic design
journal, August 2004

A new spectral framework for establishing localization relationships for elastic behavior of composites and their calibration to finite-element models
journal, June 2008

Materials Informatics
journal, December 2006

Full-Field Dynamic Displacement and Strain Measurement Using Advanced 3d Image Correlation Photogrammetry: part 1
journal, May 2003

Procedures for construction of anisotropic elastic–plastic property closures for face-centered cubic polycrystals using first-order bounding relations
journal, August 2006

Multi-scale modeling of elastic response of three-dimensional voxel-based microstructure datasets using novel DFT-based knowledge systems
journal, April 2010

Key computational modeling issues in Integrated Computational Materials Engineering
journal, January 2013

Concurrent design of hierarchical materials and structures
journal, April 2008

Representation and calibration of elastic localization kernels for a broad class of cubic polycrystals
journal, August 2015

Computing mechanical response variability of polycrystalline microstructures through dimensionality reduction techniques
journal, September 2010

A Statistical Formulation of Viscoplastic Behavior in Heterogeneous Polycrystals
journal, January 1989

A new framework for computationally efficient structure–structure evolution linkages to facilitate high-fidelity scale bridging in multi-scale materials models
journal, January 2011

Application of data science tools to quantify and distinguish between structures and models in molecular dynamics datasets
journal, August 2015

Partnership for accelerated insertion of new technology: case study for thermal spray technology
journal, April 2013

Microstructure design of a two phase composite using two-point correlation functions
journal, January 2004

Formulation and calibration of higher-order elastic localization relationships using the MKS approach
journal, June 2011

Multi-scale modeling of the elastic response of a structural component made from a composite material using the materials knowledge system
journal, June 2012

Bounds for effective elastic moduli of disordered materials
journal, April 1977

Microstructure informatics using higher-order statistics and efficient data-mining protocols
journal, April 2011

Random Forests
journal, January 2001

Analytics for microstructure datasets produced by phase-field simulations
journal, January 2016

Application of two-point probability distribution functions to predict properties of heterogeneous two-phase materials
journal, September 2009

Materials informatics
journal, October 2005