Concepedia

Machine Learning-based Inversion

Machine Learning-Based Inversion is a computational methodology within inverse heat transfer that employs machine learning models to infer unknown thermal properties, boundary conditions, or initial conditions from measured temperature data by learning the underlying mapping between inputs and outputs through data-driven training.

284

Publications

13.5K

Citations

1K

Authors

373

Institutions

Publications per year

2017–2026

218

Parents

Publications

284

A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics

Ehsan Haghighat, Maziar Raissi, Adrian Moure et al. · Computer Methods in Applied Mechanics and Engineering · 2021 · 1.2K citations

, , +16

A paradigm for data-driven predictive modeling using field inversion and machine learning

Eric Parish, Karthik Duraisamy · Journal of Computational Physics · 2015 · 600 citations

, , +16

Deep learning in nano-photonics: inverse design and beyond

Photonics Research · 2021 · 451 citations · Full text

, , +13

Physics-Inspired Convolutional Neural Network for Solving Full-Wave Inverse Scattering Problems

Zhun Wei, Xudong Chen · IEEE Transactions on Antennas and Propagation · 2019 · 237 citations

, , +17

Transfer learning based physics-informed neural networks for solving inverse problems in engineering structures under different loading scenarios

Xu Chen, Ba Trung Cao, Yong Yuan et al. · Computer Methods in Applied Mechanics and Engineering · 2022 · 225 citations

, , +17

1–5 of 284

Authors

1K

  1. TA
    Tariq Alkhalifah

    King Abdullah University of Science and Technology, Saudi Arabia

    5 publications · 137 citations

    5

    h-index

  2. JH
    J.A. Hernández

    Universidad Autónoma del Estado de Morelos, Mexico

    5 publications · 169 citations

    5

    h-index

  3. BW
    Bangyu Wu

    Xi'an Jiaotong University, China

    4 publications · 231 citations

    4

    h-index

  4. DM
    Delin Meng

    Xi'an Jiaotong University, China

    4 publications · 231 citations

    4

    h-index

  5. ML
    Maokun Li

    Tsinghua University, China

    4 publications · 260 citations

    4

    h-index

1–5 of 1K

Institutions

373

  1. Tsinghua University

    Beijing, China

    9 h-index

    26 publications

    1.3K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    13 publications

    2.6K citations

  3. Xi'an Jiaotong University

    Xi'an, China

    7 h-index

    28 publications

    968 citations

  4. King Abdullah University of Science and Technology

    Jeddah, Saudi Arabia

    6 h-index

    13 publications

    362 citations

  5. University of Michigan

    Ann Arbor, United States

    6 h-index

    13 publications

    1.6K citations

  6. Georgia Institute of Technology

    Atlanta, United States

    5 h-index

    20 publications

    730 citations

  7. Sun Yat-sen University

    Guangzhou, China

    5 h-index

    18 publications

    671 citations

  8. Schlumberger (United States)

    Houston, United States

    4 h-index

    4 publications

    211 citations

1–8 of 373

Venues

  1. arXiv (Cornell University)

    Repository · 15 publications · 496 citations

    12

    h-index

  2. Geophysics

    10 publications · 455 citations

    10

    h-index

  3. IEEE Transactions on Antennas and Propagation

    8 publications · 577 citations

    8

    h-index

  4. 6

    h-index

  5. IEEE Geoscience and Remote Sensing Letters

    GRSL · 5 publications · 264 citations

    5

    h-index

1–5