Design Of Experiments, Factorials, Sas, Experiment, Optimization.
by nature contain hidden replication. Hence, including a non-significant interaction in the analysis can increase power for the main effects. Factorial designs are also great for screening purposes Factorial designs become large very fast and need optimization to fit the needs of the researchers