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Data Driven Koopman Control

Main code is in exam1.m

Provided dynamics

  • Duffing oscillator
  • Lorenz system
  • Inverse Pendulum

Generate Koopman lifting functions using 3 basis types:-

  • Gaussian Kernel
  • Monomial Basis
  • RBF Thin basis kernel

Check for RMSE Error between linear lifted dynamics and non-linear dynamics

LQR and MPC based stabilization for lifted dynamics

The code for MPC control can be foundmpc/run_MPC.mlx

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