Concepedia

George Em Karniadakis

GE

9

Publications

562

Citations

9

H-Index

1989

Active since

Affiliations

Brown University(Current)

George Em Karniadakis is an author at Brown University specializing in physics, engineering, and computational mechanics.

Top concepts

PhysicsEngineeringMachine LearningComputational MechanicsUncertainty QuantificationBiophysicsTurbulenceAerodynamicsData ScienceNeuroscience

Publications per year

1989–2025

9

Publications

9

Physics-Informed Generative Adversarial Networks for Stochastic Differential Equations

Liu Yang, Dongkun Zhang, George Em Karniadakis · SIAM Journal on Scientific Computing · 2020 · 396 citations · Full text

Engineering, Machine Learning, Neural Network +16

Spectral element simulations of laminar and turbulent flows in complex geometries

George Em Karniadakis · Applied Numerical Mathematics · 1989 · 68 citations

Numerical Analysis, Aeroacoustics, Spectral Element Simulations +13

Uncertainty quantification for noisy inputs–outputs in physics-informed neural networks and neural operators

Zongren Zou, Xuhui Meng, George Em Karniadakis · Computer Methods in Applied Mechanics and Engineering · 2024 · 22 citations

Artificial Intelligence, Uncertainty (Quantum Physics), Engineering +9

NeuroSEM: A hybrid framework for simulating multiphysics problems by coupling PINNs and spectral elements

Khemraj Shukla, Zongren Zou, Chi Hin Chan et al. · Computer Methods in Applied Mechanics and Engineering · 2024 · 17 citations

Physics, Computational Neuroscience, Hybrid Framework +14

From PINNs to PIKANs: Recent Advances in Physics-Informed Machine Learning

Juan Diego Toscano, Vivek Oommen, Alan John Varghese et al. · arXiv (Cornell University) · 2024 · 13 citations · Full text

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