System identification


Steve Brunton’s Youtube Video: Data-Driven Control: Linear System Identification

  • Linear
    • Coord system ->
    • branch: BT, BPOD, DMD, etc.
  • Nonlinear(NL) SysID:
    • NARMAX, SINDy, Genetical programming, etc.
  • Dynamics on measurement
    • System: Measurement:
    • Koopman theory (check SVM)
    • Linearization of a non-linear system, then apply linear control
  • ->Model predictive control
  • ->Neural network

All methods are foundamentally regression based.
               ↳sparse
               ↳constrained
               ↳etc.