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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
A. Koryagin
R. Khudorozhkov
S. Tsimfer
    OODAI4CE
ArXiv (abs)PDFHTML

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

15 / 15 papers shown
Learning Biomolecular Motion: The Physics-Informed Machine Learning Paradigm
Learning Biomolecular Motion: The Physics-Informed Machine Learning Paradigm
Aaryesh Deshpande
AI4CE
454
1
0
10 Nov 2025
From PINNs to PIKANs: Recent Advances in Physics-Informed Machine
  Learning
From PINNs to PIKANs: Recent Advances in Physics-Informed Machine Learning
Juan Diego Toscano
Vivek Oommen
Alan John Varghese
Zongren Zou
Nazanin Ahmadi Daryakenari
Chenxi Wu
George Karniadakis
PINNAI4CE
335
170
0
17 Oct 2024
Stable Weight Updating: A Key to Reliable PDE Solutions Using Deep
  Learning
Stable Weight Updating: A Key to Reliable PDE Solutions Using Deep Learning
A. Noorizadegan
R. Cavoretto
D. Young
C. S. Chen
196
14
0
10 Jul 2024
Gravitational Duals from Equations of State
Gravitational Duals from Equations of State
Yago Bea
Raul Jimenez
David Mateos
Shuheng Liu
P. Protopapas
Pedro Tarancón-Álvarez
Pablo Tejerina-Pérez
170
13
0
21 Mar 2024
NeuralUQ: A comprehensive library for uncertainty quantification in
  neural differential equations and operators
NeuralUQ: A comprehensive library for uncertainty quantification in neural differential equations and operators
Zongren Zou
Xuhui Meng
Apostolos F. Psaros
George Karniadakis
AI4CE
276
49
0
25 Aug 2022
Qade: Solving Differential Equations on Quantum Annealers
Qade: Solving Differential Equations on Quantum AnnealersQuantum Science and Technology (QST), 2022
J. C. Criado
M. Spannowsky
334
22
0
07 Apr 2022
Physics-informed neural networks for solving parametric magnetostatic
  problems
Physics-informed neural networks for solving parametric magnetostatic problemsIEEE transactions on energy conversion (IEEE Trans. Energy Convers.), 2022
Andrés Beltrán-Pulido
Ilias Bilionis
D. Aliprantis
258
54
0
08 Feb 2022
Scientific Machine Learning through Physics-Informed Neural Networks:
  Where we are and What's next
Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's nextJournal of Scientific Computing (J. Sci. Comput.), 2022
S. Cuomo
Vincenzo Schiano Di Cola
F. Giampaolo
G. Rozza
Maizar Raissi
F. Piccialli
PINN
661
2,104
0
14 Jan 2022
Learning Density Distribution of Reachable States for Autonomous Systems
Learning Density Distribution of Reachable States for Autonomous Systems
Yue Meng
Dawei Sun
Zeng Qiu
Md Tawhid Bin Waez
Chuchu Fan
354
21
0
14 Sep 2021
Finite Basis Physics-Informed Neural Networks (FBPINNs): a scalable
  domain decomposition approach for solving differential equations
Finite Basis Physics-Informed Neural Networks (FBPINNs): a scalable domain decomposition approach for solving differential equationsAdvances in Computational Mathematics (Adv. Comput. Math.), 2021
Benjamin Moseley
Andrew Markham
T. Nissen‐Meyer
PINN
251
359
0
16 Jul 2021
IDRLnet: A Physics-Informed Neural Network Library
IDRLnet: A Physics-Informed Neural Network Library
Wei Peng
Jun Zhang
Weien Zhou
Xiaoyu Zhao
Wen Yao
Xiaoqian Chen
PINNAI4CE
279
24
0
09 Jul 2021
Conditional physics informed neural networks
Conditional physics informed neural networksCommunications in nonlinear science & numerical simulation (CNSNS), 2021
A. Kovacs
L. Exl
Alexander Kornell
J. Fischbacher
Markus Hovorka
...
N. Sakuma
Akihito Kinoshita
T. Shoji
A. Kato
T. Schrefl
PINN
200
62
0
06 Apr 2021
dNNsolve: an efficient NN-based PDE solver
dNNsolve: an efficient NN-based PDE solver
V. Guidetti
F. Muia
Y. Welling
A. Westphal
204
6
0
15 Mar 2021
Solving Differential Equations Using Neural Network Solution Bundles
Solving Differential Equations Using Neural Network Solution Bundles
Cedric Wen Flamant
P. Protopapas
David Sondak
145
33
0
17 Jun 2020
ODEN: A Framework to Solve Ordinary Differential Equations using
  Artificial Neural Networks
ODEN: A Framework to Solve Ordinary Differential Equations using Artificial Neural Networks
Liam L. H. Lau
D. Werth
124
6
0
28 May 2020
1
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