NeuralPDE.jl icon indicating copy to clipboard operation
NeuralPDE.jl copied to clipboard

Time-Dependent PDE and RNN

Open KirillZubov opened this issue 2 years ago • 2 comments

https://arxiv.org/abs/2009.03892

KirillZubov avatar Jul 28 '21 10:07 KirillZubov

Screenshot 2021-07-29 at 21 00 33

@KirillZubov I skimmed through the paper and it is very interesting. Do you know what the authors mean by data? Does it just mean feeding in the boundary conditions and initial conditions with correct values? Or does it mean actually having experimental data (I think it is called solving a reverse problem – where you have the data and need to discover the PDE value)?

killah-t-cell avatar Jul 29 '21 19:07 killah-t-cell

Yeah, it is a sort of data-driven method in the article. The main point here is that LSTM should be the most suitable NN for predicting time-dependent PDE in generally.

KirillZubov avatar Jul 29 '21 21:07 KirillZubov