The lattice design is a type of Mixture Design that has points at the corners (single components) and along each side (equal proportions of two components). The augmented lattice has additional points in the interior representing mixtures that use all three components:
Note that a mixture design can have any number of constituents but it is convenient to illustrate the design as a mixture with three ingredients. This gives a triangle in which each corner represents one of the ingredients.
