E-Renshaw / kuramoto-sivashinsky
A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB
☆25Updated 6 years ago
Alternatives and similar repositories for kuramoto-sivashinsky:
Users that are interested in kuramoto-sivashinsky are comparing it to the libraries listed below
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆94Updated 2 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆43Updated 9 months ago
- a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning☆44Updated 2 years ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆34Updated 5 years ago
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆41Updated 4 years ago
- Code and files related to random side projects☆21Updated 3 years ago
- Discovers high dimensional models from 1D data using deep delay autoencoders☆34Updated 2 years ago
- Deep learning assisted dynamic mode decomposition☆19Updated 3 years ago
- Python package to compute Lyapunov exponents, covariant Lyapunov vectors (CLV) and adjoints of a dynamical systems.☆18Updated last year
- Consistent Koopman Autoencoders☆74Updated last year
- ☆15Updated 2 years ago
- Codes for Linear and Nonlinear Disambiguation Optimization (LANDO)☆29Updated 3 years ago
- Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems☆63Updated 5 years ago
- Code for the paper "Next Generation Reservoir Computing"☆173Updated 3 years ago
- ☆14Updated 7 months ago
- Stochastic Physics-Informed Neural Ordinary Differential Equations☆16Updated 2 years ago
- A MATLAB package for computing the optimized dynamic mode decomposition (DMD)☆18Updated 6 years ago
- ☆25Updated 2 years ago
- ☆47Updated last year
- This is the repository for the code used in the ICML23 paper called "Achieving High Accuracy with PINNs via Energy Natural Gradient Desce…☆18Updated 6 months ago
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆74Updated 2 years ago
- Update PDEKoopman code to Tensorflow 2☆23Updated 4 years ago
- ☆177Updated last month
- Software to train neural networks via Koopman operator theory (see Dogra and Redman "Optimizing Neural Networks via Koopman Operator Theo…☆21Updated 2 years ago
- PDE-VAE: Variational Autoencoder for Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning☆35Updated 3 years ago
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆30Updated 3 years ago
- ☆14Updated 3 years ago
- Demonstration of reservoir computing using a single dynamical node as described in: https://www.nature.com/articles/ncomms1476☆10Updated 7 years ago
- ☆20Updated 2 years ago
- ☆11Updated 2 years ago