You can use RSM (Response Surface Methodology) to specify the optimal range of parameters to reach the proper result of the output. Taguchi Method just give you the optimum level of parameters.
You can use Box Becken design. This can be found in statistical software, Design Expert. This will reduce your experimental runs to about 17. All the best!