On behalf of our research group, I am happy to announce DynamicOED.jl, a package which hooks into SciML’s amazing world to provide Optimal Design of Experiments for ODEs and DAEs using mixed integer optimal control.
So, if you ever found yourself with a model and a real world process you want to measure to tune parameters, but did not when exactly to do so, do not worry anymore!
Under the hood, DynamicOED.jl does the following:
- Augment an ODESystem with its sensitivity equations and the dynamics of the Fisher Information matrix.
- Generates a time grid for observation choices and controls
- Generates an OptimizationProblem of the specifications
For more details, I’ll refer you to the documentation.
We are currently at a very early stages and we are looking forward to issues and usecases .