Accelerated Solutions of Coupled Phase-Field Problems using Generative
Adversarial Networks

Accelerated Solutions of Coupled Phase-Field Problems using Generative Adversarial Networks

22 November 2022

S. Bhattacharyya

Papers citing "Accelerated Solutions of Coupled Phase-Field Problems using Generative Adversarial Networks"

15 / 15 papers shown

Title
U-FNO -- An enhanced Fourier neural operator-based deep-learning model for multiphase flow Gege Wen Zong-Yi Li Kamyar Azizzadenesheli Anima Anandkumar S. Benson AI4CE 81 390 0 03 Sep 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 497 2,414 0 18 Oct 2020
Solving Allen-Cahn and Cahn-Hilliard Equations using the Adaptive Physics Informed Neural Networks Colby Wight Jia Zhao 77 225 0 09 Jul 2020
Multipole Graph 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 214 392 0 16 Jun 2020
Fast Modeling and Understanding Fluid Dynamics Systems with Encoder-Decoder Networks Rohan Thavarajah X. Zhai Zhe-Rui Ma D. Castineira PINN AI4CE 28 8 0 09 Jun 2020
Neural Operator: Graph Kernel Network for Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar 199 736 0 07 Mar 2020
Towards Physics-informed Deep Learning for Turbulent Flow Prediction Rui Wang K. Kashinath M. Mustafa A. Albert Rose Yu PINN AI4CE 39 365 0 20 Nov 2019
DeepXDE: A deep learning library for solving differential equations Lu Lu Xuhui Meng Zhiping Mao George Karniadakis PINN AI4CE 97 1,533 0 10 Jul 2019
Deep Learning Phase Segregation A. Farimani Joseph Gomes Rishi Sharma Franklin L. Lee Vijay S. Pande 25 6 0 23 Mar 2018
Bayesian Deep Convolutional Encoder-Decoder Networks for Surrogate Modeling and Uncertainty Quantification Yinhao Zhu N. Zabaras UQCV BDL 106 642 0 21 Jan 2018
DeepRain: ConvLSTM Network for Precipitation Prediction using Multichannel Radar Data Seongchan Kim Seungkyun Hong M. Joh Sa-kwang Song AI4Cl 49 120 0 07 Nov 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 326 19,651 0 21 Nov 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 480 9,052 0 10 Jun 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition Hasim Sak A. Senior F. Beaufays 94 1,052 0 05 Feb 2014