Andrea-V / Echo-State-Network-with-Intrinsic-PlasticityLinks
A MATLAB implementation of an Echo State Network, using an unsupervised learning rule for pre-training the reservoir called Intrinsic Plasticity.
☆10Updated 6 years ago
Alternatives and similar repositories for Echo-State-Network-with-Intrinsic-Plasticity
Users that are interested in Echo-State-Network-with-Intrinsic-Plasticity are comparing it to the libraries listed below
Sorting:
- A flexible and extensible echo state network framework for Matlab☆20Updated 7 years ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆35Updated 5 years ago
- Matlab implementation of Echo State Network (reservoir computing)☆25Updated 7 years ago
- Deep Echo State Network (DeepESN) Python library☆122Updated 2 months ago
- Source code for the CHAracterisation of Reservoir Computers (CHARC) framework☆9Updated 5 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆44Updated 11 months ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆94Updated 2 years ago
- Code for the paper "Next Generation Reservoir Computing"☆175Updated 3 years ago
- a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning☆43Updated 2 years ago
- Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data. Chaos 27, 121102 (2017); https://doi.o…☆45Updated 5 years ago
- An Echo State Network module for PyTorch.☆223Updated 2 years ago
- A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.☆92Updated 11 months ago
- Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"☆16Updated 3 years ago
- A demo of using Hilbert-Huang Transform (HHT) for non-stationary and non-linear signal analysis.☆103Updated 4 years ago
- ☆16Updated last year
- Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).☆52Updated 3 years ago
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆43Updated 4 years ago
- Repository for paper "Hands-on reservoir computing" (NCE, 2022)☆27Updated 2 years ago
- Kolmogorov-Arnold Networks in MATLAB☆47Updated 5 months ago
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆29Updated 3 years ago
- Empirical Fourier decomposition: An accurate signal decomposition method for nonlinear and non-stationary time series analysis☆14Updated 3 years ago
- A python package for the empirical wavelet transform☆22Updated last year
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆25Updated 6 years ago
- Python library for Reservoir Computing using Echo State Networks☆136Updated 4 years ago
- A massively parallel echo state network to classify the MNIST dataset☆11Updated 6 years ago
- Empirical wavelet transform (EWT) in Python☆90Updated 4 years ago
- Python implementation of time varying filter EMD☆12Updated last year
- A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module ava…☆468Updated 11 months ago
- Echo State Networks in Python☆308Updated 5 years ago
- A MATLAB package for Shape-adaptive mode decomposition method proposed in "Decomposing non-stationary signals with time-varying wave-shap…☆13Updated 4 years ago