PyDEns: a Python Framework for Solving Differential Equations with
Neural Networks

PyDEns: a Python Framework for Solving Differential Equations with Neural Networks

25 September 2019

R. Khudorozhkov

Papers citing "PyDEns: a Python Framework for Solving Differential Equations with Neural Networks"

13 / 13 papers shown

Title
Stable Weight Updating: A Key to Reliable PDE Solutions Using Deep Learning A. Noorizadegan R. Cavoretto D. Young C. S. Chen 36 7 0 10 Jul 2024
Gravitational Duals from Equations of State Yago Bea Raul Jimenez David Mateos Shuheng Liu P. Protopapas Pedro Tarancón-Álvarez Pablo Tejerina-Pérez 29 3 0 21 Mar 2024
NeuralUQ: A comprehensive library for uncertainty quantification in neural differential equations and operators Zongren Zou Xuhui Meng Apostolos F. Psaros George Karniadakis AI4CE 34 37 0 25 Aug 2022
Qade: Solving Differential Equations on Quantum Annealers J. C. Criado M. Spannowsky 34 12 0 07 Apr 2022
Physics-informed neural networks for solving parametric magnetostatic problems Andrés Beltrán-Pulido Ilias Bilionis D. Aliprantis 30 34 0 08 Feb 2022
Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's next S. Cuomo Vincenzo Schiano Di Cola F. Giampaolo G. Rozza Maizar Raissi F. Piccialli PINN 31 1,190 0 14 Jan 2022
Learning Density Distribution of Reachable States for Autonomous Systems Yue Meng Dawei Sun Zeng Qiu Md Tawhid Bin Waez Chuchu Fan 82 19 0 14 Sep 2021
Finite Basis Physics-Informed Neural Networks (FBPINNs): a scalable domain decomposition approach for solving differential equations Benjamin Moseley Andrew Markham T. Nissen‐Meyer PINN 48 211 0 16 Jul 2021
IDRLnet: A Physics-Informed Neural Network Library Wei Peng Jun Zhang Weien Zhou Xiaoyu Zhao W. Yao Xiaoqian Chen PINN AI4CE 41 15 0 09 Jul 2021
Conditional physics informed neural networks A. Kovacs L. Exl Alexander Kornell J. Fischbacher Markus Hovorka ... N. Sakuma Akihito Kinoshita T. Shoji A. Kato T. Schrefl PINN 27 38 0 06 Apr 2021
dNNsolve: an efficient NN-based PDE solver V. Guidetti F. Muia Y. Welling A. Westphal 27 6 0 15 Mar 2021
Solving Differential Equations Using Neural Network Solution Bundles Cedric Wen Flamant P. Protopapas David Sondak 28 29 0 17 Jun 2020
ODEN: A Framework to Solve Ordinary Differential Equations using Artificial Neural Networks Liam L. H. Lau D. Werth 6 3 0 28 May 2020