Design Of Experiments, Response Surface, Spline, Box Behnken, Central Composite Design.
means that you did not select the levels properly. Either you zoomed-in, zoomed-out, or completely missed the mark. The aim is to design an efficient experiment, using a full-factorial as basis, and find the hypothesized minimum/maximum. An efficient design means selecting a combination of factors