ControlSystemIdentification.jl icon indicating copy to clipboard operation
ControlSystemIdentification.jl copied to clipboard

Regularisation on state trajectory

Open CasBex opened this issue 7 months ago • 3 comments

The identification methods in this package allow adding a regularisation term to the loss for better convergence. It would be nice if we could regularise not only the parameters and obtained system but also on the simulated trajectory. This would allow punishing states which are physically nonsensical (temperatures below 0K...) which would allow some form of "physics-informed system identification" to obtain systems with physically sensible non-observable states. This could be done by adding an argument to the regularisation function in state space identification methods (e.g. going from regularizer = (p, P) -> 0 to regularizer = (p, P, simresult) -> 0).

CasBex avatar Jul 09 '24 11:07 CasBex