In many experimental situations, a response surface design is divided into several blocks to control an extraneous source of variation. The traditional approach in most response surface applications ...

In Kempthorne's randomization model for the randomized blocks design, the errors are correlated and are not assumed to have common variance. Under simple conditions, it is shown in this article that ...