Concepedia

Physics-informed Inversion

Physics-Informed Inversion is an inverse modeling framework that integrates governing physical laws, typically expressed as partial differential equations, as structural constraints or regularization mechanisms within the inversion process to enhance solution accuracy and generalization in ill-posed acoustic inverse problems.

155

Publications

30.2K

Citations

406

Authors

175

Institutions

Publications per year

2017–2026

147

Parents

Publications

155

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

Maziar Raissi, Paris Perdikaris, George Em Karniadakis · Journal of Computational Physics · 2018 · 16.9K citations · Full text

, , +16

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

Conservative physics-informed neural networks on discrete domains for conservation laws: Applications to forward and inverse problems

Ameya D. Jagtap, Ehsan Kharazmi, George Em Karniadakis · Computer Methods in Applied Mechanics and Engineering · 2020 · 1.1K citations · Full text

, , +16

B-PINNs: Bayesian physics-informed neural networks for forward and inverse PDE problems with noisy data

Liu Yang, Xuhui Meng, George Em Karniadakis · Journal of Computational Physics · 2020 · 1.1K citations · Full text

, , +14

Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonlinear Partial Differential Equations

Ameya D. Jagtap, George Em Karniadakis · Communications in Computational Physics · 2020 · 982 citations · Full text

, , +17

1–5 of 155

Authors

406

  1. GE
    George Em Karniadakis

    Brown University, United States

    11 publications · 21.4K citations

    11

    h-index

  2. TA
    Tariq Alkhalifah

    King Abdullah University of Science and Technology, Saudi Arabia

    9 publications · 714 citations

    9

    h-index

  3. UB
    Umair bin Waheed

    King Fahd University of Petroleum and Minerals, Saudi Arabia

    6 publications · 597 citations

    6

    h-index

  4. ET
    Erşan Türkoğlu

    Saudi Aramco (United States), United States

    5 publications · 204 citations

    5

    h-index

  5. DC
    Daniele Colombo

    Saudi Aramco (United States), United States

    5 publications · 204 citations

    5

    h-index

1–5 of 406

Institutions

175

  1. Brown University

    Providence, United States

    10 h-index

    22 publications

    45.6K citations

  2. King Abdullah University of Science and Technology

    Jeddah, Saudi Arabia

    9 h-index

    18 publications

    1.4K citations

  3. King Fahd University of Petroleum and Minerals

    Dhahran, Saudi Arabia

    8 h-index

    10 publications

    894 citations

  4. The University of Texas at Austin

    Austin, United States

    7 h-index

    12 publications

    692 citations

  5. Saudi Aramco (United States)

    Houston, United States

    6 h-index

    21 publications

    887 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    6 publications

    2.6K citations

  7. Saudi Aramco (Saudi Arabia)

    Dhahran, Saudi Arabia

    5 h-index

    16 publications

    606 citations

  8. Pacific Northwest National Laboratory

    Richland, United States

    5 h-index

    4 publications

    3.3K citations

1–8 of 175

Venues

  1. 16

    h-index

  2. Journal of Computational Physics

    14 publications · 18.6K citations

    14

    h-index

  3. Geophysical Journal International

    GJI · 7 publications · 632 citations

    7

    h-index

  4. arXiv (Cornell University)

    Repository · 6 publications · 286 citations

    6

    h-index

  5. Geophysics

    6 publications · 236 citations

    6

    h-index

1–5