Concepedia

Multifidelity Modeling

Multifidelity Modeling is a computational modeling approach that integrates information from multiple sources of varying fidelity—ranging from low-accuracy, computationally inexpensive approximations to high-accuracy, expensive simulations or experiments—to construct a more efficient and accurate surrogate model than could be achieved using high-fidelity data alone.

189

Publications

10K

Citations

554

Authors

211

Institutions

Publications per year

2017–2026

135

Variants

Multifidelity Modelling

Parents

Publications

189

Survey of Multifidelity Methods in Uncertainty Propagation, Inference, and Optimization

Benjamin Peherstorfer, Karen Willcox, Max Gunzburger · SIAM Review · 2018 · 1K citations · Full text

, , +15

Active learning in materials science with emphasis on adaptive sampling using uncertainties for targeted design

Turab Lookman, Prasanna V. Balachandran, Dezhen Xue et al. · npj Computational Materials · 2019 · 686 citations · Full text

, , +17

Extraction of mechanical properties of materials through deep learning from instrumented indentation

Lu Lu, Ming Dao, Punit Kumar et al. · Proceedings of the National Academy of Sciences · 2020 · 344 citations · Full text

, , +17

An investment model prediction of dating infidelity.

Stephen M. Drigotas, C. Annette Safstrom, Tiffany Gentilia · Journal of Personality and Social Psychology · 1999 · 281 citations

, , +4

Optimal Model Management for Multifidelity Monte Carlo Estimation

Benjamin Peherstorfer, Karen Willcox, Max Gunzburger · SIAM Journal on Scientific Computing · 2016 · 252 citations

, , +16

1–5 of 189

Authors

554

  1. KW
    Karen Willcox

    Massachusetts Institute of Technology, United States

    22 publications · 2.3K citations

    18

    h-index

  2. ME
    Michael Eldred

    Sandia National Laboratories, United States

    7 publications · 420 citations

    7

    h-index

  3. DA
    Douglas Allaire

    Texas A&M University, United States

    7 publications · 276 citations

    7

    h-index

  4. XS
    Xueguan Song

    Dalian University of Technology, China

    7 publications · 246 citations

    7

    h-index

  5. LL
    Leifur Leifsson

    Reykjavík University, Iceland

    6 publications · 154 citations

    6

    h-index

1–5 of 554

Institutions

211

  1. Massachusetts Institute of Technology

    Cambridge, United States

    22 h-index

    66 publications

    4.6K citations

  2. University of Michigan

    Ann Arbor, United States

    10 h-index

    18 publications

    689 citations

  3. American Institute of Aeronautics and Astronautics

    Reston, United States

    10 h-index

    19 publications

    1.5K citations

  4. Sandia National Laboratories

    Albuquerque, United States

    9 h-index

    18 publications

    1K citations

  5. Dalian University of Technology

    Dalian, China

    7 h-index

    24 publications

    912 citations

  6. United States Air Force Research Laboratory

    Wright-Patterson AFB, United States

    7 h-index

    10 publications

    178 citations

  7. Brown University

    Providence, United States

    7 h-index

    10 publications

    1.1K citations

  8. Stanford University

    Stanford, United States

    6 h-index

    16 publications

    943 citations

1–8 of 211

Venues

  1. AIAA Journal

    25 publications · 1.2K citations

    18

    h-index

  2. Journal of Aircraft

    10 publications · 419 citations

    10

    h-index

  3. Journal of Mechanical Design

    8 publications · 284 citations

    8

    h-index

  4. Journal of Computational Physics

    8 publications · 404 citations

    8

    h-index

  5. Structural and Multidisciplinary Optimization

    6 publications · 264 citations

    6

    h-index

1–5