I'm trying to fit a Neural ODE to some observations of a dynamical system, which has some control inputs. That is, the control inputs are not part of the state space and shouldn't be fit. To my understanding this is pretty close to what's being done with DataControl, except the control inputs are time-varying? I'm having some trouble with input shapes, is there any documentation on how the input time dimension should be handled?
Also, I am having trouble with how I would have to modify the DataControl setup to this scenario, so any help would be appreciated.
I'm trying to fit a Neural ODE to some observations of a dynamical system, which has some control inputs. That is, the control inputs are not part of the state space and shouldn't be fit. To my understanding this is pretty close to what's being done with
DataControl, except the control inputs are time-varying? I'm having some trouble with input shapes, is there any documentation on how the input time dimension should be handled?Also, I am having trouble with how I would have to modify the
DataControlsetup to this scenario, so any help would be appreciated.