How can a multi-dimensional space populated by discrete items be explored by DoE? It is unlikely there will be an item to test at each point in the hyperspace suggested by a conventional DoE. Should the nearest actual item to the point suggested by the DoE be examined, or is it possible to feed in the discrete data into the DoE design process from the start such that the design generated only includes discrete items that exist?
