Solving inverse-PDE problems with physics-aware neural networks

Solving inverse-PDE problems with physics-aware neural networks

10 January 2020

Samira Pakravan

Pouria A. Mistani

M. Aragon-Calvo

Frédéric Gibou

Papers citing "Solving inverse-PDE problems with physics-aware neural networks"

10 / 10 papers shown

Title
Neural Partial Differential Equations with Functional Convolution Z. Wu Xingzhe He Yijun Li Cheng Yang Rui Liu S. Xiong Bo Zhu 23 1 0 10 Mar 2023
Partial Differential Equations Meet Deep Neural Networks: A Survey Shudong Huang Wentao Feng Chenwei Tang Jiancheng Lv AI4CE AIMat 26 17 0 27 Oct 2022
Neuro-symbolic partial differential equation solver Pouria A. Mistani Samira Pakravan Rajesh Ilango S. Choudhry Frédéric Gibou 31 1 0 25 Oct 2022
JAX-DIPS: Neural bootstrapping of finite discretization methods and application to elliptic problems with discontinuities Pouria A. Mistani Samira Pakravan Rajesh Ilango Frédéric Gibou 16 8 0 25 Oct 2022
Transformer Meets Boundary Value Inverse Problems Ruchi Guo Shuhao Cao Long Chen MedIm 36 21 0 29 Sep 2022
Physics Informed Neural Fields for Smoke Reconstruction with Sparse Data Mengyu Chu Lingjie Liu Q. Zheng Erik Franz Hans-Peter Seidel Christian Theobalt Rhaleb Zayer AI4CE 28 53 0 14 Jun 2022
SPDCinv: Inverse Quantum-Optical Design of High-Dimensional Qudits Eyal Rozenberg Aviv Karnieli O. Yesharim Joshua Foley-Comer Sivan Trajtenberg‐Mills Daniel Freedman A. Bronstein A. Arie 40 0 0 11 Dec 2021
Short-term traffic prediction using physics-aware neural networks M. Pereira Annika Lang Balázs Kulcsár 34 21 0 21 Sep 2021
Physics-Integrated Variational Autoencoders for Robust and Interpretable Generative Modeling Naoya Takeishi Alexandros Kalousis DRL AI4CE 30 54 0 25 Feb 2021
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,636 0 03 Jul 2012