Model-Parallel Fourier Neural Operators as Learned Surrogates for
Large-Scale Parametric PDEs

v1v2v3 (latest)

Model-Parallel Fourier Neural Operators as Learned Surrogates for Large-Scale Parametric PDEs

4 April 2022

Thomas J. Grady

Philipp A. Witte

Ranveer Chandra

Russell J. Hewett

Felix J. Herrmann

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Papers citing "Model-Parallel Fourier Neural Operators as Learned Surrogates for Large-Scale Parametric PDEs"

11 / 11 papers shown

Title
Sensitivity-Constrained Fourier Neural Operators for Forward and Inverse Problems in Parametric Differential Equations Abdolmehdi Behroozi Chaopeng Shen and Daniel Kifer AI4CE 116 0 0 13 May 2025
Fourier Neural Operator based surrogates for $CO_2$ storage in realistic geologies Anirban Chandra Marius Koch Suraj Pawar Aniruddha Panda Kamyar Azizzadenesheli ... Farah Hariri Clement Etienam Pandu Devarakota Anima Anandkumar Detlef Hohl AI4CE 138 4 0 14 Mar 2025
Radial Basis Operator Networks Jason Kurz Sean Oughton Shitao Liu 99 0 0 06 Oct 2024
DeltaPhi: Learning Physical Trajectory Residual for PDE Solving Xihang Yue Linchao Zhu Yi Yang AI4CE 82 1 0 14 Jun 2024
Inference of CO2 flow patterns -- a feasibility study A. Gahlot Huseyin Tuna Erdinc Rafael Orozco Ziyi Yin Felix J. Herrmann 60 7 0 01 Nov 2023
Neural Operators for Accelerating Scientific Simulations and Design Kamyar Azzizadenesheli Nikola B. Kovachki Zong-Yi Li Miguel Liu-Schiaffini Jean Kossaifi Anima Anandkumar AI4CE 146 158 0 27 Sep 2023
Solving multiphysics-based inverse problems with learned surrogates and constraints Ziyi Yin Rafael Orozco M. Louboutin Felix J. Herrmann AI4CE 108 10 0 18 Jul 2023
Joint Microseismic Event Detection and Location with a Detection Transformer Yuanyuan Yang C. Birnie T. Alkhalifah 66 1 0 16 Jul 2023
Comparison of Neural FEM and Neural Operator Methods for applications in Solid Mechanics Stefan Hildebrand Sandra Klinge AI4CE 56 2 0 04 Jul 2023
Fourier Neural Operator Surrogate Model to Predict 3D Seismic Waves Propagation F. Lehmann F. Gatti M. Bertin Didier Clouteau AI4CE 64 28 0 20 Apr 2023
Learned multiphysics inversion with differentiable programming and machine learning M. Louboutin Ziyi Yin Rafael Orozco Thomas J. Grady Ali Siahkoohi G. Rizzuti Philipp A. Witte O. Møyner Gerard Gorman Felix J. Herrmann AI4CE 52 11 0 12 Apr 2023