Design Of Experiments, Response Surface, Spline, Box Behnken, Central Composite Design.
that you inserted to start the simulation. This is only natural with 200 observations and no variance. You do not need 200 observations to fit this model. Since it is a four-parameter model, you only need five observations. The trick is however to place them as informative as possible, which means