Deep learning has achieved remarkable success in diverse applications; however, its use in solving partial differential equations (PDEs) has emerged only recently. Here, we present an overview of physics-informed neural networks (PINNs), which embed a PDE into the loss of the neural network using...
We also present a Python library for PINNs, DeepXDE, which is designed to serve both as an educational tool to be used in the classroom as well as a research tool for solving problems in computational science and engineering. Specifically, DeepXDE can solve forward problems given initial and ...
DeepXDE is a deep learning library on top of TensorFlow. Use DeepXDE if you need a deep learning library thatsolves forward and inverse partial differential equations (PDEs) via physics-informed neural network (PINN), solves forward and inverse integro-differential equations (IDEs) via PINN, ...
DeepXDE is a deep learning library for solving differential equations on top ofTensorFlow. Use DeepXDE if you need a deep learning library that solves partial differential equations (PDEs), solves integro-differential equations (IDEs), solves fractional partial differential equations (fPDEs), ...
Deep learning has achieved remarkable success in diverse applications; however, its use in solving partial differential equations (PDEs) has emerged only recently. Here, we present an overview of physics-informed neural networks (PINNs), which embed a PDE into the loss of the neural network using...
DEEPXDE: A DEEP LEARNING LIBRARY FOR SOLVINGDIFFERENTIAL EQUATIONSLU LU ∗ , XUHUI MENG ∗ , ZHIPING MAO ∗ , AND GEORGE EM KARNIADAKIS ∗†Abstract. Deep learning has achieved remarkable success in diverse applications; however, itsuse in solving partial dif f erential equations (PDEs) ...
DeepXDE:a deep learning library for solving differential equations》梳理 DeepXDE:a deep learning library for solving differential equations》梳理 最后编辑于:2021.11.13 08:16:34
DeepXDE是一个基于Python的深度学习库，专注于解决偏微分方程（PDE）、积分方程（IE）和以数据为中心的...
DeepXDE: A Deep Learning Library for Solving Differential Equations.Lu LuXuhui MengZhiping MaoGeorge Em KarniadakisNational Conference on Artificial Intelligence
@article{lu2021deepxde, author = {Lu, Lu and Meng, Xuhui and Mao, Zhiping and Karniadakis, George Em}, title = {{DeepXDE}: A deep learning library for solving differential equations}, journal = {SIAM Review}, volume = {63}, number = {1}, pages = {208-228}, year = {2021}, doi...