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Model-based Reinforcement Learning

A toolbox for a Model-based Reinforcement learning technique.

Some features included:

  • Database management and analysis
  • A library of basis functions to be used in data-fitting stage
  • 3D Graphical simulation for some benchmark examples
  • Different model identification techniques

Screen Shot 2022-06-26 at 10 01 52 PM

Model Learning

The toolbox also includes a benchmarking of different learning algorithms with various settings on multiple nonlinear systems. The resutls are generated for different nonlinear systems including:

  • Dynamic vehicle system
  • Quadrotor system
  • Chaotic Lorenz system
  • ... Screen Shot 2022-06-26 at 10 06 32 PM

Screen Shot 2022-06-26 at 10 05 53 PM

Screen Shot 2022-06-26 at 10 05 23 PM