Concepedia

Data-driven Multiscale Modeling

Data-Driven Multiscale Modeling is a computational framework within multiscale solid mechanics that integrates empirical or simulated data across spatial and temporal scales to inform, refine, or construct constitutive models or homogenization procedures, distinguishing itself from traditional physics-based approaches by relying on data-informed rather than purely first-principles-derived relationships.

67

Publications

4.4K

Citations

242

Authors

152

Institutions

Publications per year

2017–2026

47

Parents

Publications

67

Multiresolution Dynamic Mode Decomposition

J. Nathan Kutz, Xing Fu, Steven L. Brunton · SIAM Journal on Applied Dynamical Systems · 2016 · 434 citations

, , +15

Multiscale modeling meets machine learning: What can we learn?

Grace C. Y. Peng, Mark Alber, Adrián Buganza Tepole et al. · SUNY Digital Repository Support (State University of New York System) · 2020 · 349 citations

, , +8

Multiple interacting liquids

Frank Losasso, Tamar Shinar, Andrew Selle et al. · ACM Transactions on Graphics · 2006 · 247 citations

, , +12

Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks and Operators in Scientific Computing: Fluid and Solid Mechanics

Salah A. Faroughi, Nikhil M. Pawar, Célio Fernandes et al. · Journal of Computing and Information Science in Engineering · 2024 · 201 citations

, , +17

Exploring the 3D architectures of deep material network in data-driven multiscale mechanics

Zeliang Liu, Cheng Wu · Journal of the Mechanics and Physics of Solids · 2019 · 191 citations · Full text

, , +14

1–5 of 67

Authors

242

  1. SL
    Steven L. Brunton

    University of Washington, United States

    6 publications · 694 citations

    6

    h-index

  2. SR
    Surya R. Kalidindi

    Drexel University, United States

    4 publications · 248 citations

    4

    h-index

  3. JN
    J. Nathan Kutz

    University of Washington Applied Physics Laboratory, United States

    4 publications · 647 citations

    4

    h-index

  4. HH
    Heng Hu

    Wuhan University, China

    3 publications · 225 citations

    3

    h-index

  5. YL
    Yuying Liu

    University of Washington, United States

    3 publications · 92 citations

    3

    h-index

1–5 of 242

Institutions

152

  1. University of Washington

    Seattle, United States

    5 h-index

    10 publications

    1.8K citations

  2. Stanford University

    Stanford, United States

    4 h-index

    13 publications

    1.6K citations

  3. Yale University

    New Haven, United States

    4 h-index

    7 publications

    559 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    5 publications

    480 citations

  5. University of Washington Applied Physics Laboratory

    Seattle, United States

    3 h-index

    3 publications

    213 citations

  6. Wuhan University

    Wuhan, China

    3 h-index

    15 publications

    1.1K citations

  7. Johns Hopkins University

    Baltimore, United States

    3 h-index

    7 publications

    392 citations

  8. University College London

    London, United Kingdom

    3 h-index

    3 publications

    336 citations

1–8 of 152

Venues

  1. 5

    h-index

  2. 2

    h-index

  3. Journal of the Mechanics and Physics of Solids

    2 publications · 381 citations

    2

    h-index

  4. Composite Structures

    2 publications · 126 citations

    2

    h-index

  5. arXiv (Cornell University)

    Repository · 2 publications · 37 citations

    2

    h-index

1–5