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Dynamic State Network (DSN) Reservoir Computer

  • What is this?
    • A software suite to study and test Dynamic State Network (DSN) Reservoir Computers
  • Test a what?
    • A Dynamic State Network (DSN) Reservoir Computer is a modified Echo State Network Reservoir Computer that utilizies the injected dynamics of a nonlinear/chaotic function to improve predictive and generative performance of nonlinear/chaotic time series
  • Why exactly?
    • This repo is used for the study of the effects of nonlinear/chaotic functions on DSN RC, as well as their applications. Included here are Monte Carlo batch simulations, synthetic dataset generation scripts, and examples of applications
  • Okay, how to use it?
  • System Requirements
    • OS
      • Windows
      • Linux
      • OSX
      • Anything that can run Python 3 or higher (including embeded platforms)
    • MATLAB
      • MATLAB (tested on R2020b)
    • Python
      • Python 3.9.1 or higher
      • numpy
      • scipy
      • matplotlib
      • pandas