Neural Operators for Accelerating Scientific Simulations and Design

Neural Operators for Accelerating Scientific Simulations and Design

27 September 2023

Kamyar Azzizadenesheli

Nikola B. Kovachki

Miguel Liu-Schiaffini

Anima Anandkumar

Papers citing "Neural Operators for Accelerating Scientific Simulations and Design"

19 / 19 papers shown

Title
Deep Physics Prior for First Order Inverse Optimization Haoyu Yang Kamyar Azizzadenesheli Haoxing Ren PINN AI4CE 75 0 0 28 Apr 2025
Geometry aware inference of steady state PDEs using Equivariant Neural Fields representations Giovanni Catalani Michaël Bauerheim Frédéric Tost Xavier Bertrand Joseph Morlier AI4CE 42 0 0 24 Apr 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 34 3 0 14 Mar 2025
FuncGenFoil: Airfoil Generation and Editing Model in Function Space Jinouwen Zhang Junjie Ren A. Yang Yan Lu Lu Chen Hairun Xie Jing Wang Miao Zhang W. Ouyang Shixiang Tang 47 0 0 15 Feb 2025
COAST: Intelligent Time-Adaptive Neural Operators Z. Wu Shiyang Zhang Sizhuang He Sifan Wang M. Zhu Anran Jiao Lu Lu David van Dijk 78 1 0 12 Feb 2025
How more data can hurt: Instability and regularization in next-generation reservoir computing Yuanzhao Zhang Edmilson Roque dos Santos Sean P. Cornelius 65 2 0 28 Jan 2025
Radial Basis Operator Networks Jason Kurz Sean Oughton Shitao Liu 23 0 0 06 Oct 2024
Scientific Machine Learning Seismology Tomohisa Okazaki PINN AI4CE 41 0 0 27 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 23 4 0 24 Sep 2024
Distributed computing for physics-based data-driven reduced modeling at scale: Application to a rotating detonation rocket engine Ionut-Gabriel Farcas Rayomand P. Gundevia R. Munipalli Karen E. Willcox AI4CE 39 1 0 13 Jul 2024
Linearization Turns Neural Operators into Function-Valued Gaussian Processes Emilia Magnani Marvin Pfortner Tobias Weber Philipp Hennig UQCV 38 1 0 07 Jun 2024
Multi-Grid Tensorized Fourier Neural Operator for High-Resolution PDEs Jean Kossaifi Nikola B. Kovachki Kamyar Azizzadenesheli Anima Anandkumar AI4CE 37 31 0 29 Sep 2023
An Adversarial Active Sampling-based Data Augmentation Framework for Manufacturable Chip Design Mingjie Liu Haoyu Yang Zong-Yi Li K. Sastry S. Mukhopadhyay Selim Dogru Anima Anandkumar D. Pan Brucek Khailany Haoxing Ren 27 3 0 27 Oct 2022
Nonlinear Reconstruction for Operator Learning of PDEs with Discontinuities S. Lanthaler Roberto Molinaro Patrik Hadorn Siddhartha Mishra 34 23 0 03 Oct 2022
Towards Multi-spatiotemporal-scale Generalized PDE Modeling Jayesh K. Gupta Johannes Brandstetter AI4CE 50 117 0 30 Sep 2022
Fourier Neural Operator with Learned Deformations for PDEs on General Geometries Zong-Yi Li Daniel Zhengyu Huang Burigede Liu Anima Anandkumar AI4CE 105 243 0 11 Jul 2022
Enhancing Computational Fluid Dynamics with Machine Learning Ricardo Vinuesa Steven L. Brunton AI4CE 98 351 0 05 Oct 2021
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 197 2,254 0 18 Oct 2020
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 252 1,394 0 01 Dec 2016