Concepedia

Materials Knowledge Graphs

Materials Knowledge Graphs is a structured representation of materials science data that organizes entities and their relationships within a unified semantic framework, distinguishing it from general knowledge graphs through its specific focus on materials properties, synthesis methods, and performance characteristics.

103

Publications

8.9K

Citations

440

Authors

162

Institutions

Publications per year

2017–2026

69

Parents

Publications

103

AFLOW: An automatic framework for high-throughput materials discovery

Stefano Curtarolo, Wahyu Setyawan, Gus L. W. Hart et al. · Computational Materials Science · 2012 · 1.5K citations · Full text

, , +14

Unsupervised word embeddings capture latent knowledge from materials science literature

Vahe Tshitoyan, John Dagdelen, Leigh Weston et al. · Nature · 2019 · 1.1K citations · Full text

, , +14

Matminer: An open source toolkit for materials data mining

Logan Ward, Alexander Dunn, Alireza Faghaninia et al. · Computational Materials Science · 2018 · 1K citations · Full text

, , +14

Extracting accurate materials data from research papers with conversational language models and prompt engineering

Maciej P. Polak, Dane Morgan · Nature Communications · 2024 · 302 citations · Full text

, , +17

New opportunities for materials informatics: Resources and data mining techniques for uncovering hidden relationships

Anubhav Jain, Geoffroy Hautier, Shyue Ping Ong et al. · Journal of materials research/Pratt's guide to venture capital sources · 2016 · 247 citations · Full text

, , +17

1–5 of 103

Authors

440

  1. KA
    Kristin A. Persson

    Lawrence Berkeley National Laboratory, United States

    6 publications · 2.7K citations

    6

    h-index

  2. JH
    Joseph H. Montoya

    Toyota Research Institute

    4 publications · 1.2K citations

    4

    h-index

  3. AJ
    Anubhav Jain

    Lawrence Berkeley National Laboratory, United States

    4 publications · 2.4K citations

    4

    h-index

  4. IF
    Ian Foster

    Argonne National Laboratory, United States

    3 publications · 1.2K citations

    3

    h-index

  5. LC
    L. Catherine Brinson

    Northwestern University, United States

    3 publications · 282 citations

    3

    h-index

1–5 of 440

Institutions

162

  1. Lawrence Berkeley National Laboratory

    Berkeley, United States

    11 h-index

    35 publications

    18.6K citations

  2. University of California, Berkeley

    Berkeley, United States

    10 h-index

    18 publications

    8.2K citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    19 publications

    1.2K citations

  4. Federal Institute For Materials Research and Testing

    Berlin, Germany

    5 h-index

    23 publications

    1.2K citations

  5. University of Wisconsin–Madison

    Madison, United States

    4 h-index

    6 publications

    2.3K citations

  6. Northwestern University

    Evanston, United States

    4 h-index

    9 publications

    2.4K citations

  7. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    5 publications

    268 citations

  8. University of Science and Technology Beijing

    Beijing, China

    4 h-index

    8 publications

    601 citations

1–8 of 162

Venues

  1. Digital Discovery

    7 publications · 430 citations

    6

    h-index

  2. JOM

    5 publications · 143 citations

    5

    h-index

  3. Advanced Engineering Informatics

    4 publications · 134 citations

    4

    h-index

  4. Computational Materials Science

    4 publications · 2.6K citations

    4

    h-index

  5. MRS Communications

    4 publications · 136 citations

    4

    h-index

1–5