Concepedia

Data-driven Model Reduction

Data-Driven Model Reduction is a model reduction technique that belongs to the class of reduced-order modeling methods, distinguished by its reliance on empirical data rather than explicit physical or mathematical equations to construct low-dimensional approximations of high-dimensional systems.

263

Publications

12.8K

Citations

638

Authors

294

Institutions

Publications per year

2017–2026

198

Variants

Data-driven Model Order Reduction

Parents

Publications

263

Data-driven operator inference for nonintrusive projection-based model reduction

Benjamin Peherstorfer, Karen Willcox · Computer Methods in Applied Mechanics and Engineering · 2016 · 449 citations · Full text

, , +12

Skinning mesh animations

Doug L. James, Christopher D. Twigg · ACM Transactions on Graphics · 2005 · 364 citations

, , +16

Model Reduction for Large-Scale Systems with High-Dimensional Parametric Input Space

Tan Bui–Thanh, Karen Willcox, Omar Ghattas · SIAM Journal on Scientific Computing · 2008 · 359 citations · Full text

, , +16

Data-driven approximation of the Koopman generator: Model reduction, system identification, and control

Stefan Klus, Feliks Nüske, Sebastian Peitz et al. · Physica D Nonlinear Phenomena · 2020 · 262 citations · Full text

, , +16

Data-Driven Model Reduction and Transfer Operator Approximation

Journal of Nonlinear Science · 2018 · 259 citations · Full text

, , +13

1–5 of 263

Authors

638

  1. KW
    Karen Willcox

    Massachusetts Institute of Technology, United States

    13 publications · 1.8K citations

    13

    h-index

  2. GR
    Gianluigi Rozza

    Scuola Internazionale Superiore di Studi Avanzati, Italy

    8 publications · 502 citations

    9

    h-index

  3. GH
    George Haller

    ETH Zurich, Switzerland

    8 publications · 377 citations

    8

    h-index

  4. BP
    Benjamin Peherstorfer

    Courant Institute of Mathematical Sciences, United States

    8 publications · 953 citations

    8

    h-index

  5. BK
    Boris Krämer

    University of California San Diego, United States

    5 publications · 231 citations

    6

    h-index

1–5 of 638

Institutions

294

  1. Virginia Tech

    Blacksburg, United States

    10 h-index

    13 publications

    817 citations

  2. ETH Zurich

    Zurich, Switzerland

    10 h-index

    24 publications

    1.6K citations

  3. The University of Texas at Austin

    Austin, United States

    10 h-index

    17 publications

    1.1K citations

  4. Max Planck Institute for Dynamics of Complex Technical Systems

    Magdeburg, Germany

    10 h-index

    18 publications

    562 citations

  5. Scuola Internazionale Superiore di Studi Avanzati

    Trieste, Italy

    9 h-index

    21 publications

    1.5K citations

  6. Imperial College London

    London, United Kingdom

    9 h-index

    27 publications

    1.4K citations

  7. Texas A&M University

    College Station, United States

    8 h-index

    23 publications

    641 citations

  8. American Institute of Aeronautics and Astronautics

    Reston, United States

    8 h-index

    14 publications

    2.5K citations

1–8 of 294

Venues

  1. 17

    h-index

  2. Journal of Computational Physics

    16 publications · 1.2K citations

    14

    h-index

  3. arXiv (Cornell University)

    Repository · 9 publications · 392 citations

    9

    h-index

  4. SIAM Journal on Scientific Computing

    8 publications · 855 citations

    9

    h-index

  5. Nonlinear Dynamics

    8 publications · 205 citations

    8

    h-index

1–5