Any equation is a forest: Symbolic genetic algorithm for discovering
open-form partial differential equations (SGA-PDE)

Any equation is a forest: Symbolic genetic algorithm for discovering open-form partial differential equations (SGA-PDE)

9 June 2021

Papers citing "Any equation is a forest: Symbolic genetic algorithm for discovering open-form partial differential equations (SGA-PDE)"

14 / 14 papers shown

Title
Discovery and inversion of the viscoelastic wave equation in inhomogeneous media Su Chen Yi Ding Hiroe Miyake Xiaojun Li 73 0 0 27 Sep 2024
Integration of knowledge and data in machine learning Yuntian Chen Dongxiao Zhang PINN 49 32 0 15 Feb 2022
Theory-guided hard constraint projection (HCP): a knowledge-based data-driven scientific machine learning method Yuntian Chen Dou Huang Dongxiao Zhang Junsheng Zeng Nanzhe Wang Haoran Zhang Jinyue Yan PINN 64 108 0 11 Dec 2020
Weak SINDy For Partial Differential Equations Daniel Messenger David M. Bortz 52 176 0 06 Jul 2020
Physics-informed learning of governing equations from scarce data Zhao Chen Yang Liu Hao Sun PINN AI4CE 51 393 0 05 May 2020
DLGA-PDE: Discovery of PDEs with incomplete candidate library via combination of deep learning and genetic algorithm Hao Xu Haibin Chang Dongxiao Zhang AI4CE 47 89 0 21 Jan 2020
Deep Learning for Symbolic Mathematics Guillaume Lample François Charton 3DGS 98 411 0 02 Dec 2019
Deep Learning of Subsurface Flow via Theory-guided Neural Network Nanzhe Wang Dongxiao Zhang Haibin Chang Heng Li AI4CE 64 228 0 24 Oct 2019
DL-PDE: Deep-learning based data-driven discovery of partial differential equations from discrete and noisy data Hao Xu Haibin Chang Dongxiao Zhang AI4CE 46 70 0 13 Aug 2019
PDE-Net 2.0: Learning PDEs from Data with A Numeric-Symbolic Hybrid Deep Network Zichao Long Yiping Lu Bin Dong AI4CE 63 549 0 30 Nov 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 185 4,350 0 24 Jun 2018
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 97 1,988 0 02 Dec 2017
PDE-Net: Learning PDEs from Data Zichao Long Yiping Lu Xianzhong Ma Bin Dong DiffM AI4CE 38 755 0 26 Oct 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 441 5,367 0 05 Nov 2016

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