Concepedia

Material Behavior Prediction

Material Behavior Prediction is a computational modeling approach that distinguishes itself by enabling the anticipation of a material's response to external stimuli—such as mechanical, thermal, or environmental loads—through data-driven or physics-informed methods, within the domain of Material-Aware Design.

454

Publications

21.9K

Citations

1.6K

Authors

608

Institutions

Publications per year

2017–2026

215

Parents

Publications

454

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 in materials science

Jing Wei, Xuan Chu, Xiangyu Sun et al. · InfoMat · 2019 · 1K citations · Full text

, , +14

Knowledge‐Based Modeling of Material Behavior with Neural Networks

J. Ghaboussi, James H. Garrett, Xiaomin Wu · Journal of Engineering Mechanics · 1991 · 770 citations

, , +17

Data‐Driven Materials Science: Status, Challenges, and Perspectives

Advanced Science · 2019 · 663 citations · Full text

, , +16

<i>Mechanical Behavior of Materials</i>

F. A. McClintock, A. S. Argon, H. M. Otte · Physics Today · 1967 · 449 citations

, , +14

1–5 of 454

Authors

1.6K

  1. SK
    Shobhit K. Patel

    Marwadi University, India

    4 publications · 115 citations

    4

    h-index

  2. PA
    P.J. Arrazola

    Mondragon Unibertsitatea, Spain

    3 publications · 163 citations

    3

    h-index

  3. VK
    Vijay Katkar

    Marwadi University, India

    3 publications · 91 citations

    3

    h-index

  4. MM
    Marion Merklein

    Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany

    3 publications · 50 citations

    3

    h-index

  5. JP
    Juveriya Parmar

    Marwadi University, India

    3 publications · 91 citations

    3

    h-index

1–5 of 1.6K

Institutions

608

  1. Centre National de la Recherche Scientifique

    Paris, France

    12 h-index

    24 publications

    929 citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    9 h-index

    16 publications

    2.1K citations

  3. Arts et Métiers

    Paris, France

    8 h-index

    11 publications

    448 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    7 h-index

    12 publications

    1.1K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    11 publications

    968 citations

  6. RWTH Aachen University

    Aachen, Germany

    6 h-index

    19 publications

    718 citations

  7. Indian Institute of Technology Delhi

    New Delhi, India

    5 h-index

    7 publications

    155 citations

  8. University of Wisconsin–Madison

    Madison, United States

    5 h-index

    11 publications

    426 citations

1–8 of 608

Venues

  1. Computational Materials Science

    13 publications · 783 citations

    11

    h-index

  2. Materials

    9 publications · 499 citations

    9

    h-index

  3. 8

    h-index

  4. Composite Structures

    7 publications · 438 citations

    7

    h-index

  5. Scientific Reports

    6 publications · 218 citations

    6

    h-index

1–5