In RSM, it is always necessary to examine the fitted
model to ensure that it provides an adequate approximation
to the true system and verifies that none of the least
squares regression assumptions are violated. Usually, the
regression models are fitted to data from a designed experiment.
Replication of the center point is useful in conducting
a formal test for lack of fit on the regression model