Taguchi's method don't involve all variable combination among input factors. Therefore RSM is preferred. For three factors, the Box-Behnken design offers some advantage in requiring a fewer number of runs. For 4 or more factors, this advantage disappears. Therefore, CCD in RSM will be better for your design.