Data-driven learning of non-autonomous systems

Data-driven learning of non-autonomous systems

2 June 2020

Papers citing "Data-driven learning of non-autonomous systems"

14 / 14 papers shown

Title
Learning reduced systems via deep neural networks with memory Xiaohang Fu L. Chang D. Xiu 36 32 0 20 Mar 2020
Bayesian System ID: Optimal management of parameter, model, and measurement uncertainty Nicholas Galioto Alex Gorodetsky 58 32 0 04 Mar 2020
On generalized residue network for deep learning of unknown dynamical systems Zhen Chen D. Xiu AI4CE 45 46 0 23 Jan 2020
Data-Driven Deep Learning of Partial Differential Equations in Modal Space Kailiang Wu D. Xiu 114 152 0 15 Oct 2019
Structure-preserving Method for Reconstructing Unknown Hamiltonian Systems from Trajectory Data Kailiang Wu Tong Qin D. Xiu 50 31 0 24 May 2019
PDE-Net 2.0: Learning PDEs from Data with A Numeric-Symbolic Hybrid Deep Network Zichao Long Yiping Lu Bin Dong AI4CE 74 552 0 30 Nov 2018
Data Driven Governing Equations Approximation Using Deep Neural Networks Tong Qin Kailiang Wu D. Xiu PINN 71 273 0 13 Nov 2018
Numerical Aspects for Approximating Governing Equations Using Data Kailiang Wu D. Xiu 47 68 0 24 Sep 2018
Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations M. Raissi PINN AI4CE 115 754 0 20 Jan 2018
Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems M. Raissi P. Perdikaris George Karniadakis PINN 144 266 0 04 Jan 2018
PDE-Net: Learning PDEs from Data Zichao Long Yiping Lu Xianzhong Ma Bin Dong DiffM AI4CE 43 756 0 26 Oct 2017
Machine Learning of Linear Differential Equations using Gaussian Processes M. Raissi George Karniadakis 83 550 0 10 Jan 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014