Concepedia

Materials Data-driven Design

Materials Data-Driven Design is a computational methodology that belongs to the class of materials design paradigms, distinguished by its reliance on empirical data and machine learning models to guide the discovery, optimization, and synthesis of materials without reliance on prior theoretical assumptions.

429

Publications

45K

Citations

1.9K

Authors

594

Institutions

Publications per year

2017–2026

382

Parents

Publications

429

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

, , +17

Computational Alchemy: The Search for New Superhard Materials

David M. Teter · MRS Bulletin · 1998 · 978 citations

, , +10

Deep-Learning-Enabled On-Demand Design of Chiral Metamaterials

Wei Ma, Feng Cheng, Yongmin Liu · ACS Nano · 2018 · 923 citations

, , +14

Machine learning assisted design of high entropy alloys with desired property

Cheng Wen, Yan Zhang, Changxin Wang et al. · Acta Materialia · 2019 · 899 citations · Full text

, , +16

Data-driven design of metal–organic frameworks for wet flue gas CO2 capture

Peter G. Boyd, Arunraj Chidambaram, Enrique García-Díez et al. · Nature · 2019 · 875 citations · Full text

, , +12

1–5 of 429

Authors

1.9K

  1. TL
    Turab Lookman

    Los Alamos National Laboratory, United States

    11 publications · 2.1K citations

    10

    h-index

  2. WC
    Wei Chen

    Northwestern University, United States

    9 publications · 378 citations

    8

    h-index

  3. DX
    Dezhen Xue

    Xi'an Jiaotong University, China

    9 publications · 1.6K citations

    8

    h-index

  4. RA
    Raymundo Arróyave

    Texas A&M University, United States

    7 publications · 431 citations

    7

    h-index

  5. PV
    Prasanna V. Balachandran

    University of Virginia, United States

    7 publications · 490 citations

    7

    h-index

1–5 of 1.9K

Institutions

594

  1. Northwestern University

    Evanston, United States

    20 h-index

    64 publications

    4.6K citations

  2. University of Science and Technology Beijing

    Beijing, China

    16 h-index

    85 publications

    10.2K citations

  3. Los Alamos National Laboratory

    Los Alamos, United States

    13 h-index

    32 publications

    5.3K citations

  4. Shanghai University

    Shanghai, China

    13 h-index

    60 publications

    3.7K citations

  5. Xi'an Jiaotong University

    Xi'an, China

    12 h-index

    39 publications

    3.1K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    11 h-index

    34 publications

    145K citations

  7. Shanghai Jiao Tong University

    Shanghai, China

    11 h-index

    45 publications

    1.8K citations

  8. Texas A&M University

    College Station, United States

    10 h-index

    44 publications

    2.7K citations

1–8 of 594

Venues

  1. Computational Materials Science

    26 publications · 2K citations

    20

    h-index

  2. npj Computational Materials

    21 publications · 2K citations

    20

    h-index

  3. Acta Materialia

    12 publications · 2K citations

    11

    h-index

  4. Materials Today Communications

    12 publications · 257 citations

    10

    h-index

  5. ACS Applied Materials & Interfaces

    9 publications · 690 citations

    9

    h-index

1–5