This is actually quite common to optimize stuff in several disciplines. You essentially fit a surrogate model (keyword if you want to look up more) to whatever

This is actually quite common to optimize stuff in several disciplines. You essentially fit a surrogate model (keyword if you want to look up more) to whatever you want to optimize, then use the model to guide the procedure, making sure that the model is correct every one in a while.