Table 1. The central composite design (CCD) with three central points employed for two independent variables

Sample no. Variables Coded levels CSFa
Time (min) X1 Acid concentration (mM) X2 Time χ1 Acid concentration χ2
1 30 82(pH :1.35) 0 0 1.89
2 30 82(pH :1.35) 0 0 1.89
3 30 82(pH :1.35) 0 0 1.89
4 50 122(pH :1.18) 1 1 2.29
5 10 122(pH :1.18) −1 1 1.59
6 50 41(pH :1.55) 1 −1 1.92
7 10 41(pH :1.55) −1 −1 1.22
8 30 139(pH :1.16) 0 1.4 2.08
9 58 82(pH :1.35) 1.4 0 2.18
10 30 24(pH :1.72) 0 −1.4 1.52
11 2 82(pH :1.35) −1.4 0 0.72
Reaction temperature fixed to 160°C.
Combined severity factor (CSF) = log{t × exp[(TH−TR)/14.75]}−pH (t is the reaction time for the pretreatment in minutes, TH is the reaction temperature in °C, and TR is the reference temperature, most often 100°C(8).