Bryce Meredig

发表

Solving industrial materials problems by using machine learning across diverse computational and experimental data

Maxwell Hutchinson, Erin Antono, Brenna M. Gibbons, 2018 .

A Formation Energy Predictor for Crystalline Materials Using Ensemble Data Mining

Alok N. Choudhary, Ankit Agrawal, Bryce Meredig, 2016, 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW).

Data-Driven Materials Investigations: The Next Frontier in Understanding and Predicting Fatigue Behavior

Surya R. Kalidindi, Bryce Meredig, Antonios Kontsos, 2018 .

Machine-learned metrics for predicting the likelihood of success in materials discovery

Erin Antono, Julia Ling, Bryce Meredig, 2019, npj Computational Materials.

Building Data-driven Models with Microstructural Images: Generalization and Interpretability pdf

Erin Antono, Julia Ling, Bryce Meredig, 2017, ArXiv.

Overcoming data scarcity with transfer learning pdf

Erin Antono, Brenna M. Gibbons, Sean Paradiso, 2017, ArXiv.

Materials Data Infrastructure and Materials Informatics

Arun Mannodi-Kanakkithodi, Bryce Meredig, Joanne Hill, 2018 .

Can machine learning identify the next high-temperature superconductor? Examining extrapolation performance for materials discovery

Ian Foster, Ian Foster, Brenna M. Gibbons, 2018 .

Strategies for accelerating the adoption of materials informatics

Ian Foster, Muratahan Aykol, Santosh K. Suram, 2018, MRS Bulletin.

Data-Driven Computational Methods for Materials Characterization, Classification, and Discovery

Bryce Meredig, 2012 .

Materials Data Infrastructure: A Case Study of the Citrination Platform to Examine Data Import, Storage, and Access

Bryce Meredig, Jordan O’Mara, Kyle Michel, 2016 .

Machine Learning–Based Reduce Order Crystal Plasticity Modeling for ICME Applications

Sean Paradiso, Bryce Meredig, Stephen R. Niezgoda, 2018, Integrating Materials and Manufacturing Innovation.

Robust FCC solute diffusion predictions from ab-initio machine learning methods

Bryce Meredig, Dane Morgan, Henry H. Wu, 2017, 1705.08798.

Beyond bulk single crystals: A data format for all materials structure–property–processing relationships

Bryce Meredig, Kyle Michel, B. Meredig, 2016 .

High‐Throughput Computational Screening of New Li‐Ion Battery Anode Materials

Christopher M Wolverton, Bryce Meredig, Scott Kirklin, 2013 .

Industrial materials informatics: Analyzing large-scale data to solve applied problems in R&D, manufacturing, and supply chain

Bryce Meredig, B. Meredig, 2017 .

Data‐driven glass/ceramic science research: Insights from the glass and ceramic and data science/informatics communities

Ulrich Fotheringham, Krishna Rajan, Elizabeth C. Dickey, 2019, Journal of the American Ceramic Society.

A recommendation engine for suggesting unexpected thermoelectric chemistries

Bryce Meredig, Taylor D. Sparks, Michael W. Gaultois, 2015, 1502.07635.

Combinatorial screening for new materials in unconstrained composition space with machine learning

Alok Choudhary, Bryce Meredig, Jeff W. Doak, 2014 .

Understanding thermoelectric properties from high-throughput calculations: trends, insights, and comparisons with experiment

Anubhav Jain, Kristin A. Persson, Bryce Meredig, 2016 .

The 2019 materials by design roadmap

Aron Walsh, Alán Aspuru-Guzik, Lubos Mitas, 2018, Journal of physics D: Applied physics.

Machine Learning for Alloy Composition and Process Optimization

Erin Antono, Brenna M. Gibbons, Sean Paradiso, 2018, Volume 6: Ceramics; Controls, Diagnostics, and Instrumentation; Education; Manufacturing Materials and Metallurgy.

Data mining our way to the next generation of thermoelectrics

Bryce Meredig, Taylor D. Sparks, Jakoah Brgoch, 2016 .

Dissolving the Periodic Table in Cubic Zirconia: Data Mining to Discover Chemical Trends

Christopher M Wolverton, Bryce Meredig, B. Meredig, 2014 .

A hybrid computational-experimental approach for automated crystal structure solution.

Bryce Meredig, B. Meredig, C. Wolverton, 2013, Nature materials.

Revisiting the revised Ag-Pt phase diagram

Gus L. W. Hart, Christopher M Wolverton, Bryce Meredig, 2017 .