reservoir-computing

There are 28 repositories under reservoir-computing topic.

nschaetti / EchoTorch
A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module available to easily create Deep Reservoir Computing models.
python pytorch python-toolkit reservoir-computing echo-state-networks torch machine-learning machine-learning-algorithms machinelearning artificial-intelligence artificial-neural-networks neural-networks recurrent-neural-networks recurrent-networks
Language:Python 431
reservoirpy / reservoirpy
A simple and flexible code for Reservoir Computing architectures like Echo State Networks
esn reservoir echo-state-networks timeseries timeseries-prediction python reservoir-computing timeseries-forecasting machine-learning machine-learning-algorithms recurrent-neural-networks neural-network artificial-intelligence timeseries-analysis
Language:Python 365
FilippoMB / Time-series-classification-and-clustering-with-Reservoir-Computing
Library for implementing reservoir computing models (echo state networks) for multivariate time series classification and clustering.
machine-learning-algorithms reservoir-computing time-series-classification time-series-clustering
Language:Python 314
cknd / pyESN
Echo State Networks in Python
reservoir-computing echo-state-networks python
Language:Jupyter Notebook 287
stefanonardo / pytorch-esn
An Echo State Network module for PyTorch.
pytorch esn machine-learning echo-state-networks deep-learning recurrent-neural-networks neural-networks reservoir-computing python
Language:Python 202
ReservoirComputing.jl
SciML / ReservoirComputing.jl
Reservoir computing utilities for scientific machine learning (SciML)
reservoir-computing echo-state-networks rnn machine-learning differential-equations scientific-machine-learning sciml julia
Language:Julia 198
kalekiu / easyesn
Python library for Reservoir Computing using Echo State Networks
reservoir-computing echo-state-networks machine-learning rnn recurrent-neural-networks
Language:Python 130
renierts / PyRCN
A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.
reservoir-computing machine-learning scikit-learn echo-state-network extreme-learning-machine
Language:Python 87
pvlachas / RNN-RC-Chaos
RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.
backpropagation chaos echo-state-networks esn forecasting kuramoto-sivashinsky lorenz-3d lorenz-96 rc recurrent-neural-networks reservoir-computer reservoir-computing rnn rnn-gru rnn-lstm rnn-tensorflow
Language:Python 79
jiahao42 / Reservoir
Code for Reservoir computing (Echo state network)
echo-state-networks machine-learning recurrent-neural-networks reservoir-computing
Language:Python 54
RcTorch
blindedjoy / RcTorch
a PyTorch based Reservoir Computing package with Automatic Hyper-Parameter Tuning
artificial-intelligence artificial-neural-networks bayesian-optimization echo-state-networks machine-learning pytorch reservoir-computing
Language:Jupyter Notebook 35
reservoirpy / awesome-reservoir-computing
Awesome tutorials, papers, projects and tools for Reservoir Computing techniques like Echo State Networks (ESN).
echo-state-networks reservoir-computing reccurent-neural-network awesome awesome-list artifical-neural-network rnn esn
32
fabridamicelli / echoes
Machine Learning with Echo State Networks, a scikit-learn compatible package.
python machine-learning reservoir-computing echo-state-networks recurrent-neural-networks neural-network shallow-learning
Language:Python 31
Saran-nns / sorn
PyPi Package of Self-Organizing Recurrent Neural Networks (SORN) and Neuro-robotics using OpenAI Gym
neuroinformatics neuro-computing cortical-network cortical-learning reinforcement-learning autonomous-agents brain-inspired-computing self-organizing-network sorn complex-networks neuroplasticity hebbian-learning bolzmann-machines reservoir-computing hopfield-network self-organizing-criticality point-neurons machine-learning associative-networks
Language:Python 29
FilippoMB / Bidirectional-Deep-readout-Echo-State-Network
Multi-variate time series classification with a bi-directional ESN with a readout implemented as a deep neural network.
machine-learning reservoir-computing tensorflow time-series-classification
Language:Python 25
NET
okozelsk / NET
Reservoir computing library for .NET. Enables ESN , LSM and hybrid RNNs using analog and spiking neurons working together.
reservoir-computing echo-state-networks liquid-state-machines feedforward-neural-network activation-functions recurrent-neural-networks regression machine-learning machine-learning-library spiking-neural-networks time-series-forecasting time-series-classification classification multiclass-classification prediction deep-learning csharp dotnet-standard
Language:C# 23
Devrim-Celik / simple_echo_state_network
Echo state network framework, NARMA10 dataset generator as an demonstration supplied.
reservoir-computing echo-state-networks narma10 machine-learning recurrent-neural-networks
Language:Python 20
EvoDynamic
SocratesNFR / EvoDynamic
EvoDynamic seeks to evolve and develop suitable discrete dynamic models of self-organizing systems based on local interactions.
tensorflow reservoir-computing cellular-automata evolution
Language:Python 20
danieleds / TorchRC
An organized collection of Reservoir Computing models and techniques that is well-integrated within the PyTorch API.
echo-state-networks library machine-learning neural-networks pytorch recurrent-neural-networks reservoir-computing rnn
Language:Python 18
stevenabreu7 / handson_reservoir
Repository for paper "Hands-on reservoir computing" (NCE, 2022)
machine-learning reservoir tutorial physical-computing reservoir-computing
Language:Jupyter Notebook 18
GTANAKA-LAB / Memristor-Network-Reservoir
Memristor-Network-Reservoir: MATLAB codes for simulating memristor networks and performing reservoir computation.
classification matlab memristors reservoir-computing
Language:MATLAB 15
andrekovac / reservoir-persistent-memory
Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"
simulation matlab reservoir-computing
Language:MATLAB 13
Anurag14 / Inflow-Prediction-Bhakra
Code for papers Optimal Reservoir Operations using Long Short-Term Memory Network and Bi-directional Storage Capacity and Elevation Level Calculator for Reservoir Operation Management
flood-prediction keras lstm python reservoir-computing tensorflow
Language:Python 12
Devrim-Celik / multi_delay-coupled_reservoir
Python3 Implementation of a Multi-Delay Coupled Reservoir, with a Demonstration on a NARMA10 Dataset.
reservoir-computing delay-coupled-reservoir dcr narma10 recurrent-neural-networks machine-learning
Language:Python 10
Zheng-Meng / Tracking-Control
Published in Nature Communications: Model-free tracking control of complex dynamical trajectories with machine learning.
chaos machine-learning reservoir-computing tracking-control trajectory-tracking echo-state-networks
Language:MATLAB 10
ahaeusser / echos
Echo State Networks for Time Series Forecasting
echo-state-networks time-series forecasting ridge-regression recurrent-neural-networks reservoir-computing fable fabletools forecast
Language:R 9
FilippoMB / Pyramidal-Reservoir-Graph-Neural-Networks
Software implementation of Pyramidal Reservoir Graph Neural Networks
graph-classification graph-neural-networks graph-pooling reservoir-computing
Language:Python 9
nikhil-garg / EMG_exp
This is the code for the paper Signals to Spikes for Neuromorphic Regulated Reservoir Computing and EMG Hand Gesture Recognition
emg machine-learning neuromorphic python reservoir-computing snn
Language:Jupyter Notebook 9
Arcomano1234 / SPEEDY-ML
Fortran code that combines the atmospheric general circulation model (AGCM) SPEEDY with a reservoir computing-based machine learning algorithm for weather prediction and climate simulations.
climate machine-learning nwp reservoir-computing weather
Language:Fortran 7
masterdezign / rc
Reservoir Computing, an RNN flavor
esn lsm reservoir-computing neural-networks recurrent-neural-networks rnn haskell
Language:Haskell 7
MaterialMan / CHARC
Source code for the CHAracterisation of Reservoir Computers (CHARC) framework
charc-framework reservoir-computing matlab
Language:MATLAB 7
wangsc1912 / rc_pndi
[Nature Communication 2023] "Wearable in-sensor reservoir computing using optoelectronic polymers with through-space charge-transport characteristics for multi-task learning"
in-sensor-computing reservoir-computing
Language:Jupyter Notebook 7
MicheleUIT / Probabilistic-load-forecasting-with-Reservoir-Computing
Probabilistic load forecasting with Reservoir Computing
probabilistic-forecasting probabilistic-programming reservoir-computing uncertainty-neural-networks uncertainty-quantification
Language:Jupyter Notebook 6
NiziL / esnpy
Out-of-the-box framework for Echo State Networks
echo-state-networks machine-learning recurrent-neural-networks reservoir-computing
Language:Python 6
rcfduarte / nmsat
Simulate and analyse complex microcircuits
spiking-neural-networks reservoir-computing computational-neuroscience
Language:Python 6
Shahdsaf / Semi-Supervised-World-Models
A new version of world models using Echo-state networks and random weight-fixed CNNs
world-models rcrc reinforcement-learning ppo echo-state-networks reservoir-computing variational-autoencoder vae-pytorch mdnrnn rnn cma-es car-racing gym proximal-policy-optimization
Language:Python 6

reservoir-computing

nschaetti / EchoTorch

reservoirpy / reservoirpy

FilippoMB / Time-series-classification-and-clustering-with-Reservoir-Computing

cknd / pyESN

stefanonardo / pytorch-esn

SciML / ReservoirComputing.jl

kalekiu / easyesn

renierts / PyRCN

pvlachas / RNN-RC-Chaos

jiahao42 / Reservoir

blindedjoy / RcTorch

reservoirpy / awesome-reservoir-computing

fabridamicelli / echoes

Saran-nns / sorn

FilippoMB / Bidirectional-Deep-readout-Echo-State-Network

okozelsk / NET

Devrim-Celik / simple_echo_state_network

SocratesNFR / EvoDynamic

danieleds / TorchRC

stevenabreu7 / handson_reservoir

GTANAKA-LAB / Memristor-Network-Reservoir

andrekovac / reservoir-persistent-memory

Anurag14 / Inflow-Prediction-Bhakra

Devrim-Celik / multi_delay-coupled_reservoir

Zheng-Meng / Tracking-Control

ahaeusser / echos

FilippoMB / Pyramidal-Reservoir-Graph-Neural-Networks

nikhil-garg / EMG_exp

Arcomano1234 / SPEEDY-ML

masterdezign / rc

MaterialMan / CHARC

wangsc1912 / rc_pndi

MicheleUIT / Probabilistic-load-forecasting-with-Reservoir-Computing

NiziL / esnpy

rcfduarte / nmsat

Shahdsaf / Semi-Supervised-World-Models