Concepedia

Data-driven Material Design

Data-Driven Material Design is a systematic approach to material innovation that leverages empirical data and computational analysis to inform and optimize material properties and behaviors, distinguishing itself from traditional design methodologies through its reliance on data-derived insights rather than heuristic or intuition-based reasoning.

122

Publications

20.7K

Citations

615

Authors

232

Institutions

Publications per year

2017–2026

95

Parents

Publications

122

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

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

Data-Driven Strategies for Accelerated Materials Design

Robert Pollice, Gabriel dos Passos Gomes, Matteo Aldeghi et al. · Accounts of Chemical Research · 2021 · 472 citations · Full text

, , +16

Data-Driven Design of Ecofriendly Thermoelectric High-Entropy Sulfides

Ruizhi Zhang, Francesco Gucci, Hongyu Zhu et al. · Inorganic Chemistry · 2018 · 338 citations · Full text

, , +17

Materials Informatics: The Materials “Gene” and Big Data

Krishna Rajan · Annual Review of Materials Research · 2015 · 294 citations

, , +17

1–5 of 122

Authors

615

  1. WC
    Wei Chen

    Northwestern University, United States

    4 publications · 135 citations

    4

    h-index

  2. RA
    Raymundo Arróyave

    Texas A&M University, United States

    4 publications · 217 citations

    4

    h-index

  3. KR
    Krishna Rajan

    Iowa State University, United States

    3 publications · 406 citations

    3

    h-index

  4. KC
    Kamal Choudhary

    National Institute of Standards and Technology, United States

    3 publications · 246 citations

    3

    h-index

  5. SC
    Stefano Curtarolo

    Duke University, United States

    3 publications · 166 citations

    3

    h-index

1–5 of 615

Institutions

232

  1. Northwestern University

    Evanston, United States

    10 h-index

    26 publications

    929 citations

  2. Shanghai University

    Shanghai, China

    7 h-index

    25 publications

    3K citations

  3. Duke University

    Durham, United States

    6 h-index

    14 publications

    597 citations

  4. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    14 publications

    715 citations

  5. National Institute of Standards and Technology

    Gaithersburg, United States

    5 h-index

    12 publications

    1.5K citations

  6. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    9 publications

    386 citations

  7. Linköping University

    Linköping, Sweden

    4 h-index

    5 publications

    231 citations

  8. UCLouvain

    Louvain-la-Neuve, Belgium

    4 h-index

    5 publications

    13K citations

1–8 of 232

Venues

  1. npj Computational Materials

    5 publications · 287 citations

    5

    h-index

  2. Materials Genome Engineering Advances

    3 publications · 194 citations

    3

    h-index

  3. 3

    h-index

  4. Journal of Materiomics

    3 publications · 418 citations

    3

    h-index

  5. Journal of Materials Informatics

    JMI · 3 publications · 79 citations

    3

    h-index

1–5