Abstract
The main purpose of this paper is to demonstrate the usefulness of a simplex search procedure for the problem of augmenting a given experimental design to “optimize” it with respect to some criterion. In particular, the paper demonstrates the ability of the simplex search procedure to add m points simultaneously to an initial design in order to maximize |X′X| In the process, the paper presents a method for improving the Nelder-Mead simplex search procedure.