“…For many experimental designs, the number of variables being investigated; however, is less than a dozen; in fact, in most cases, it is only three or four factors (Alkhatib, Muyibi, & Amode, 2011;Anotai, Thuptimdang, Su, & Lu 2012;Christin et al, 2008;Job, Sukumaran, & Jayachandran 2010;Laferriere et al, 2011;Larentis, Sampaio, Martins, Rodrigues, & Alves, 2011;Marwa et al, 2011;Rigas, Papadopoulou, Philippoussis, Papadopoulou, & Chatzipavlidis, 2009;Sudheer, Varakumar, & Reddy, 2010;Vishwantha, AppuRao, & Singh, 2010). For many cases, the intention is to predict the parameters for the characterization of the system with a second-order model (Anotai et al, 2012;Cabrera-Ríos, Mount-Campbell, & Irani, 2002;Larentis et al, 2011;Laferriere et al, 2011, Mahapatra, 2009Marwa et al, 2011;Nobuyuki, Mello, Melo Santa Anna, & Pereira, 2010;Rigas et al, 2009;Sudhankar & Nagarajan 2011;Vaithanomsat et al, 2011). The experimental design used for these systems are usually the fractional factorial design, the central composite design, or the Box-Behnken design (Anotai et al, 2012;Cabrera-Ríos et al, 2002;Job et al, 2010;Laferriere et al, 2011;Marwa et al, 2011;Nair et al, 2008).…”