Parallel Physics-Informed Neural Networks via Domain Decomposition

Parallel Physics-Informed Neural Networks via Domain Decomposition

20 April 2021

Ameya Dilip Jagtap

George Karniadakis

Papers citing "Parallel Physics-Informed Neural Networks via Domain Decomposition"

12 / 12 papers shown

Title
Anant-Net: Breaking the Curse of Dimensionality with Scalable and Interpretable Neural Surrogate for High-Dimensional PDEs Sidharth S. Menon Ameya D. Jagtap PINN 316 0 0 06 May 2025
Accelerating SLIDE Deep Learning on Modern CPUs: Vectorization, Quantizations, Memory Optimizations, and More Shabnam Daghaghi Nicholas Meisburger Mengnan Zhao Yong Wu Sameh Gobriel Charlie Tai Anshumali Shrivastava BDL VLM MQ 22 33 0 06 Mar 2021
$NVIDIA SimNet^{TM}: an AI-accelerated multi-physics simulation framework$ NVIDIA SimNet^{TM}: an AI-accelerated multi-physics simulation framework O. Hennigh S. Narasimhan M. A. Nabian Akshay Subramaniam Kaustubh Tangsali M. Rietmann J. Ferrandis Wonmin Byeon Z. Fang S. Choudhry PINN AI4CE 115 127 0 14 Dec 2020
Distributed Machine Learning for Computational Engineering using MPI Kailai Xu Weiqiang Zhu Eric F. Darve AI4CE 28 7 0 02 Nov 2020
Physics-informed neural network for ultrasound nondestructive quantification of surface breaking cracks K. Shukla P. C. D. Leoni J. Blackshire D. Sparkman George Karniadakis PINN AI4CE 78 232 0 07 May 2020
hp-VPINNs: Variational Physics-Informed Neural Networks With Domain Decomposition E. Kharazmi Zhongqiang Zhang George Karniadakis 163 532 0 11 Mar 2020
Variational Physics-Informed Neural Networks For Solving Partial Differential Equations E. Kharazmi Z. Zhang George Karniadakis 64 242 0 27 Nov 2019
Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour Priya Goyal Piotr Dollár Ross B. Girshick P. Noordhuis Lukasz Wesolowski Aapo Kyrola Andrew Tulloch Yangqing Jia Kaiming He 3DH 124 3,678 0 08 Jun 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 642 10,768 0 19 Feb 2017
An overview of gradient descent optimization algorithms Sebastian Ruder ODL 202 6,184 0 15 Sep 2016
End to End Learning for Self-Driving Cars Mariusz Bojarski D. Testa Daniel Dworakowski Bernhard Firner B. Flepp ... Urs Muller Jiakai Zhang Xin Zhang Jake Zhao Karol Zieba SSL 97 4,167 0 25 Apr 2016
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 156 2,800 0 20 Feb 2015