System identification
Steve Brunton’s Youtube Video: Data-Driven Control: Linear System Identification
- Linear
- Coord system ->
- branch: BT, BPOD, DMD, etc.
- Coord system ->
- 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
- System:
- ->Model predictive control
- ->Neural network
All methods are foundamentally regression based.
↳sparse
↳constrained
↳etc.