Table 2.
Source |
Sum of Squares |
df |
Mean Square |
F-Value |
p-value Prob > F |
a) | |||||
Model | 1.322E+005 | 9 | 14687.80 | 125.23 | <0.0001 |
X1-time | 1716.53 | 1 | 1716.53 | 14.64 | 0.0065 |
X2-S/S ratio | 1545.70 | 1 | 1545.70 | 13.18 | 0.0084 |
X3-ethanol % | 93349.88 | 1 | 93349.88 | 795.92 | < 0.0001 |
X1X2 | 3.50 | 1 | 3.50 | 0.030 | 0.8678 |
X1X3 | 2.63 | 1 | 2.63 | 0.022 | 0.8853 |
X2X3 | 1334.20 | 1 | 1334.20 | 11.38 | 0.0119 |
153.61 | 1 | 153.61 | 1.31 | 0.2901 | |
315.62 | 1 | 315.62 | 2.69 | 0.1449 | |
34163.22 | 1 | 34163.22 | 291.28 | < 0.0001 | |
Model | 821.00 | 7 | 117.29 | ||
Lack of Fit | 615.43 | 3 | 205.14 | 3.99 | 0.1072 |
Pure Error | 205.57 | 4 | 51.39 | ||
Cor Total | 1.330E+005 | 16 | |||
C.V. % | 5.17 | ||||
PRESS | 10168.15 | ||||
Adeq precision | 32.059 | ||||
R2 | 0.9938 | ||||
Adj R2 | 0.9859 | ||||
Pred R2 |
0.9236 |
||||
b) | |||||
Model | 2878.39 | 9 | 319.82 | 68.12 | <0.0001 |
X1-time | 8.17 | 1 | 8.17 | 1.74 | 0.2286 |
X2-S/S ratio | 38.58 | 1 | 38.58 | 8.22 | 0.0241 |
X3-ethanol % | 1589.78 | 1 | 1589.78 | 338.62 | < 0.0001 |
X1X2 | 34.02 | 1 | 34.02 | 7.25 | 0.0310 |
X1X3 | 101.15 | 1 | 101.15 | 21.54 | 0.0024 |
X2X3 | 4.30 | 1 | 4.30 | 0.92 | 0.3702 |
55.23 | 1 | 55.23 | 11.76 | 0.0110 | |
41.67 | 1 | 41.67 | 8.88 | 0.0205 | |
1000.94 | 1 | 1000.94 | 213.19 | < 0.0001 | |
Residual | 32.86 | 7 | 4.69 | ||
Lack of Fit | 21.11 | 3 | 7.04 | 2.39 | 0.2091 |
Pure Error | 11.76 | 4 | 2.94 | ||
Cor Total | 2911.26 | 16 | |||
C.V. % | 3.34 | ||||
PRESS | 356.10 | ||||
Adeq precision | 25.756 | ||||
R2 | 0.9887 | ||||
Adj R2 | 0.9742 | ||||
Pred R2 | 0.8777 | ||||
c) | |||||
Model | 3477.55 | 9 | 386.39 | 52.61 | <0.0001 |
X1-time | 174.43 | 1 | 174.43 | 23.75 | 0.0018 |
X2-S/S ratio | 329.21 | 1 | 329.21 | 44.82 | 0.0003 |
X3-ethanol % | 2195.99 | 1 | 2195.99 | 298.99 | < 0.0001 |
X1X2 | 15.62 | 1 | 15.62 | 2.13 | 0.1881 |
X1X3 | 40.16 | 1 | 40.16 | 5.47 | 0.0520 |
X2X3 | 30.37 | 1 | 30.37 | 4.14 | 0.0815 |
48.93 | 1 | 48.93 | 6.66 | 0.0364 | |
86.06 | 1 | 86.06 | 11.72 | 0.0111 | |
589.42 | 1 | 589.42 | 80.25 | < 0.0001 | |
Residual | 51.41 | 7 | 7.34 | ||
Lack of Fit | 37.83 | 3 | 12.61 | 3.71 | 0.1188 |
Pure Error | 13.59 | 4 | 3.40 | ||
Cor Total | 3528.96 | 16 | |||
C.V. % | 3.59 | ||||
PRESS | 626.43 | ||||
Adeq precision | 24.097 | ||||
R2 | 0.9854 | ||||
Adj R2 | 0.9667 | ||||
Pred R2 |
0.8225 |
||||
d) | |||||
Model | 7996.09 | 9 | 888.45 | 57.76 | <0.0001 |
X1-time | 283.80 | 1 | 283.80 | 18.45 | 0.0036 |
X2-S/S ratio | 1192.87 | 1 | 1192.87 | 77.55 | < 0.0001 |
X3-ethanol % | 5113.45 | 1 | 5113.45 | 332.43 | < 0.0001 |
X1X2 | 155.63 | 1 | 155.63 | 10.12 | 0.0155 |
X1X3 | 24.53 | 1 | 24.53 | 1.59 | 0.2471 |
X2X3 | 396.93 | 1 | 396.93 | 25.81 | 0.0014 |
26.61 | 1 | 26.61 | 1.73 | 0.2298 | |
27.83 | 1 | 27.83 | 1.81 | 0.2206 | |
772.98 | 1 | 772.98 | 50.25 | 0.0002 | |
Residual | 107.67 | 7 | 15.38 | ||
Lack of Fit | 56.39 | 3 | 18.80 | 1.47 | 0.3502 |
Pure Error | 51.28 | 4 | 12.82 | ||
Cor Total | 8103.76 | 16 | |||
C.V. % | 3.79 | ||||
PRESS | 982.40 | ||||
Adeq precision | 28.675 | ||||
R2 | 0.9867 | ||||
Adj R2 | 0.9696 | ||||
Pred R2 | 0.8788 |