Discovering Physics-Informed Neural Networks Model for Solving Partial Differential Equations through Evolutionary Computation

18 May 2024

Papers citing "Discovering Physics-Informed Neural Networks Model for Solving Partial Differential Equations through Evolutionary Computation"

12 / 12 papers shown

Title
Efficient training of physics-informed neural networks via importance sampling M. A. Nabian R. J. Gladstone Hadi Meidani DiffM PINN 86 228 0 26 Apr 2021
Parallel Physics-Informed Neural Networks via Domain Decomposition K. Shukla Ameya Dilip Jagtap George Karniadakis PINN 132 280 0 20 Apr 2021
Analysis of three dimensional potential problems in non-homogeneous media with physics-informed deep collocation method using material transfer learning and sensitivity analysis Hongwei Guo X. Zhuang Pengwan Chen N. Alajlan Timon Rabczuk 34 58 0 03 Oct 2020
Stochastic analysis of heterogeneous porous material with modified neural architecture search (NAS) based physics-informed neural networks using transfer learning Hongwei Guo X. Zhuang Timon Rabczuk 43 83 0 03 Oct 2020
VarNet: Variational Neural Networks for the Solution of Partial Differential Equations Reza Khodayi-mehr Michael M. Zavlanos 82 67 0 16 Dec 2019
Random Search and Reproducibility for Neural Architecture Search Liam Li Ameet Talwalkar OOD 43 719 0 20 Feb 2019
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 44 1,865 0 02 Dec 2018
BlockQNN: Efficient Block-wise Neural Network Architecture Generation Zhaobai Zhong Zichen Yang Boyang Deng Junjie Yan Wei Wu Jing Shao Cheng-Lin Liu 33 114 0 16 Aug 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 136 4,326 0 24 Jun 2018
The Deep Ritz method: A deep learning-based numerical algorithm for solving variational problems E. Weinan Ting Yu 78 1,373 0 30 Sep 2017
Practical Block-wise Neural Network Architecture Generation Zhaobai Zhong Junjie Yan Wei Wu Jing Shao Cheng-Lin Liu 38 126 0 18 Aug 2017
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 58 18,534 0 06 Feb 2015