junjunner

junjunner's Stars

• kubota0130/ipc

  Language:Jupyter Notebook254

• Zheng-Meng/Reservoir-Computing-and-Hyperparameter-Optimization

  Reservoir computing for short-and long-term prediction of chaotic systems, with tasks Lorenz and Mackey-Glass systems. Bayesian optimization (hyperparameter optimization algorithm) is used to tune the hyperparameters and improve the performance.

  Language:MATLAB17

• sahand72/physical-reservoir-computing

  A random recurrently connected mass-spring-damper network as a physical reservoir computing system

  Language:MATLAB31

• bt2513/Reservoir_computing

  Implementation of an Echo State Network to simulate deep learning tasks on a reprogrammable analog hardware

  Language:MATLAB22

• Learning-of-Dynamic-Processes/memorycapacity

  Code for papers on memory capacity (MC) in reservoir computing (RC) models.

  Language:MATLAB4

• lw-kong/Digital_Twin_2022

  Digital twin of nonlinear system based on reservoir computing (RC) with an external driving

  Language:MATLAB52

• HuanfeiMa/Reservoir-Computing-with-Time-Delay

  Codes for the paper "Embedding Theory of Reservoir Computing and Reducing Reservoir Network Using Time Delays"

  Language:MATLAB6

• Stuka255/Dynamic-memristor-based-reservoir-computing

  Language:MATLAB6

• pkino/time-delayed-reservoir-computing

  Language:MATLAB51

• blues0910/Deep-time-delay-reservoir-computing

  Reference: Mirko Goldmann, Felix Köster, Kathy Lüdge, and Serhiy Yanchuk , "Deep time-delay reservoir computing: Dynamics and memory capacity", Chaos: An Interdisciplinary Journal of Nonlinear Science 30, 093124 (2020) https://doi.org/10.1063/5.0017974

  Language:MATLAB94

• andrekovac/reservoir-persistent-memory

  Simulation code of the paper "Persistent Memory in Single Node Delay-Coupled Reservoir Computing"

  Language:MATLAB166

• stefanonardo/echo-state-network

  Matlab implementation of Echo State Network (reservoir computing)

  Language:Matlab2311

• jdppthk/parallelized-reservoir-computing

  This repository contains code for parallelized prediction of spatiotemporal chaotic data using reservoir computing as described in the paper: Model-Free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach (Physical Review Letters, 120, 024102 (2018)).

  Language:MATLAB347

• jdppthk/reservoir-computing-lyapunov-exponents

  Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data. Chaos 27, 121102 (2017); https://doi.org/10.1063/1.5010300

  Language:MATLAB3914

• 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.

  Language:Python459117

• smhadisadati/TMTDyn

  TMTDyn Matlab package, for derivation of TMT Dynamic Equation of Motion (EOM) for hybrid rigid-continuum body systems

  Language:C3712