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Materials Descriptor Engineering

Materials Descriptor Engineering is the systematic development of quantitative characteristics or features that capture the essential physicochemical attributes of materials, enabling their predictive modeling and optimization within data-driven materials science.

24

Publications

1.4K

Citations

117

Authors

55

Institutions

Publications per year

2017–2026

18

Parents

Publications

24

A Statistical Learning Framework for Materials Science: Application to Elastic Moduli of k-nary Inorganic Polycrystalline Compounds

Maarten de Jong, Wei Chen, Randy Notestine et al. · Scientific Reports · 2016 · 254 citations · Full text

, , +15

New Opportunity: Machine Learning for Polymer Materials Design and Discovery

Pengcheng Xu, Huimin Chen, Minjie Li et al. · Advanced Theory and Simulations · 2022 · 121 citations

, , +13

The Development of Descriptors for Solids: Teaching “Catalytic Intuition” to a Computer

Catharina Klanner, David Farrusseng, Laurent A. Baumes et al. · Angewandte Chemie International Edition · 2004 · 105 citations

, , +15

Machine Learning and Statistical Analysis for Materials Science: Stability and Transferability of Fingerprint Descriptors and Chemical Insights

Praveen Pankajakshan, Suchismita Sanyal, Onno E. de Noord et al. · Chemistry of Materials · 2017 · 94 citations · Full text

, , +17

Encoding the atomic structure for machine learning in materials science

Shunning Li, Yuanji Liu, Dong Chen et al. · Wiley Interdisciplinary Reviews Computational Molecular Science · 2021 · 83 citations

, , +14

1–5 of 24

Authors

117

  1. FS
    Ferdi Schüth

    Max-Planck-Institut für Kohlenforschung, Germany

    2 publications · 123 citations

    2

    h-index

  2. CM
    C. Mirodatos

    Institut de Recherches sur la Catalyse et l'Environnement de Lyon, France

    2 publications · 123 citations

    2

    h-index

  3. CK
    Catharina Klanner

    Centre National de la Recherche Scientifique, France

    2 publications · 123 citations

    2

    h-index

  4. LA
    Laurent A. Baumes

    Instituto de Tecnología Química, Spain

    2 publications · 123 citations

    2

    h-index

  5. ML
    Mourad Lengliz

    Centre National de la Recherche Scientifique, France

    2 publications · 123 citations

    2

    h-index

1–5 of 117

Institutions

55

  1. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    7 publications

    474 citations

  2. National Institute for Materials Science

    Tsukuba, Japan

    2 h-index

    6 publications

    188 citations

  3. Shanghai University of Engineering Science

    Shanghai, China

    2 h-index

    8 publications

    471 citations

  4. Japan Science and Technology Agency

    Tokyo, Japan

    2 h-index

    3 publications

    132 citations

  5. Shanghai University

    Shanghai, China

    2 h-index

    9 publications

    734 citations

  6. Institut de Recherches sur la Catalyse et l'Environnement de Lyon

    Villeurbanne, France

    2 h-index

    7 publications

    474 citations

  7. Max-Planck-Institut für Kohlenforschung

    Mülheim, Germany

    2 h-index

    5 publications

    351 citations

  8. Beihang University

    Beijing, China

    1 h-index

    4 publications

    180 citations

1–8 of 55

Venues

  1. The Journal of Chemical Physics

    2 publications · 109 citations

    2

    h-index

  2. Materials & Design

    2 publications · 95 citations

    2

    h-index

  3. JOM

    1 publications · 45 citations

    1

    h-index

  4. Applied Catalysis A General

    1 publications · 30 citations

    1

    h-index

  5. Acta Materialia

    1 publications · 82 citations

    1

    h-index

1–5