mtzoufras / Echo_State_Network_with_a_single_dynamical_nodeLinks
Demonstration of reservoir computing using a single dynamical node as described in: https://www.nature.com/articles/ncomms1476
☆13Updated 7 years ago
Alternatives and similar repositories for Echo_State_Network_with_a_single_dynamical_node
Users that are interested in Echo_State_Network_with_a_single_dynamical_node are comparing it to the libraries listed below
Sorting:
- Neural network (reservoir computing system) based on electro-optical delay setup☆15Updated 6 years ago
- Python3 Implementation of a Multi-Delay Coupled Reservoir, with a Demonstration on a NARMA10 Dataset.☆10Updated 7 years ago
- a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning☆46Updated 2 years ago
- Matlab implementation of Echo State Network (reservoir computing)☆26Updated 8 years ago
- Oger is a toolbox mainly used for Reservoir Computing neural networks, such as Echo State Networks (ESN) and Liquid State Machines (LSM)☆21Updated 3 years ago
- A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.☆46Updated last year
- Code for the paper "Next Generation Reservoir Computing"☆186Updated 4 years ago
- RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical sy…☆96Updated 2 years ago
- A simulation of the Kuramoto-Sivashinsky Equation in Python and MATLAB☆28Updated 7 years ago
- Memristor-Network-Reservoir: MATLAB codes for simulating memristor networks and performing reservoir computation.☆30Updated last month
- Code for Reservoir computing (Echo state network)☆61Updated 7 years ago
- A simple and flexible code for Reservoir Computing architectures like Echo State Networks☆592Updated last month
- A library modeling the fiber-optic channel governed by nonlinear schrödinger equation, accompanied with TX and RX DSP chain implementatio…☆24Updated 3 years ago
- This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the pa…☆38Updated 5 years ago
- A massively parallel echo state network to classify the MNIST dataset☆11Updated 6 years ago
- Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data. Chaos 27, 121102 (2017); https://doi.o…☆48Updated 5 years ago
- A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.☆93Updated last year
- ☆24Updated 2 years ago
- Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"☆17Updated 4 years ago
- Repository for paper "Hands-on reservoir computing" (NCE, 2022)☆31Updated 2 years ago
- A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module ava…☆484Updated last year
- memristor 1T1R array based CNN and ConvLSTM☆71Updated 6 years ago
- ☆13Updated 8 years ago
- Source code for the CHAracterisation of Reservoir Computers (CHARC) framework☆10Updated 5 years ago
- Non-Linear Dynamic Systems☆29Updated 4 years ago
- Official repository for the paper "Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery"☆77Updated 2 years ago
- DDE-BIFTOOL is a set of routines for performing numerical bifurcation analysis of delay-differential equations, running in MATLAB or GNU …☆16Updated 5 years ago
- ☆43Updated 3 years ago
- Liquid State Machines in Python and NEST☆75Updated 5 years ago
- Code for our paper 'Automatic Synthesis of Broadband Silicon Photonic Devices via Bayesian Optimization'☆14Updated last year