We have established that the problem of designing experiments for iterated high throughput experiments requires the specification of each generation of experiments, given information the previous generations. We will denote each generation of experiments as . The problem is how to specify as a function of .
Below, we describe the classical approach, and modern alternatives, finishing with the current state of the art, developed in PACE: model-based evolutionary design of experiments.