Concepedia

Materials Informatics

Materials Informatics is an interdisciplinary academic field that belongs to the broader domain of computational materials science, distinguished by its systematic application of data science, machine learning, and statistical methods to accelerate the discovery, design, and deployment of materials through the analysis and integration of experimental and computational materials data.

1.4K

Publications

127.7K

Citations

5K

Authors

1.3K

Institutions

Publications per year

2017–2026

1.1K

Parents

Children

Publications

1.4K

Commentary: The Materials Project: A materials genome approach to accelerating materials innovation

Anubhav Jain, Shyue Ping Ong, Geoffroy Hautier et al. · APL Materials · 2013 · 12.7K citations · Full text

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Materials Design and Discovery with High-Throughput Density Functional Theory: The Open Quantum Materials Database (OQMD)

James E. Saal, Scott Kirklin, Muratahan Aykol et al. · JOM · 2013 · 2.5K citations

, , +16

The high-throughput highway to computational materials design

Stefano Curtarolo, Gus L. W. Hart, Marco Buongiorno Nardelli et al. · Nature Materials · 2013 · 2K citations

, , +13

Machine learning in materials informatics: recent applications and prospects

Rampi Ramprasad, Rohit Batra, Ghanshyam Pilania et al. · npj Computational Materials · 2017 · 1.8K citations · Full text

, , +17

Machine-learning-assisted materials discovery using failed experiments

Paul Raccuglia, Katherine C. Elbert, Philip Adler et al. · Nature · 2016 · 1.7K citations

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1–5 of 1.4K

Authors

5K

  1. KA
    Kristin A. Persson

    Lawrence Berkeley National Laboratory, United States

    29 publications · 18.6K citations

    25

    h-index

  2. GC
    Gerbrand Ceder

    Massachusetts Institute of Technology, United States

    18 publications · 16.2K citations

    17

    h-index

  3. AJ
    Anubhav Jain

    Lawrence Berkeley National Laboratory, United States

    18 publications · 17.1K citations

    16

    h-index

  4. BM
    Bryce Meredig

    Citrine Informatics (United States), United States

    15 publications · 4.2K citations

    15

    h-index

  5. TL
    Turab Lookman

    Los Alamos National Laboratory, United States

    16 publications · 3K citations

    15

    h-index

1–5 of 5K

Institutions

1.3K

  1. Northwestern University

    Evanston, United States

    43 h-index

    168 publications

    50.2K citations

  2. Lawrence Berkeley National Laboratory

    Berkeley, United States

    42 h-index

    224 publications

    185.3K citations

  3. University of California, Berkeley

    Berkeley, United States

    32 h-index

    110 publications

    20.4K citations

  4. National Institute of Standards and Technology

    Gaithersburg, United States

    32 h-index

    138 publications

    21.6K citations

  5. Georgia Institute of Technology

    Atlanta, United States

    32 h-index

    114 publications

    15.1K citations

  6. Shanghai University

    Shanghai, China

    27 h-index

    123 publications

    15.1K citations

  7. Argonne National Laboratory

    Lemont, United States

    27 h-index

    73 publications

    9.2K citations

  8. Massachusetts Institute of Technology

    Cambridge, United States

    27 h-index

    103 publications

    152.2K citations

1–8 of 1.3K

Venues

  1. Computational Materials Science

    65 publications · 7.7K citations

    40

    h-index

  2. npj Computational Materials

    59 publications · 10.9K citations

    40

    h-index

  3. Acta Materialia

    24 publications · 2.8K citations

    23

    h-index

  4. MRS Bulletin

    29 publications · 1.3K citations

    22

    h-index

  5. Scientific Data

    22 publications · 2.6K citations

    21

    h-index

1–5