Table 2.
Analysis of variance (ANOVA) for Box–Behnken design
| Source of variation | Sum of square | Degree of freedom | Mean square | F-value | p value | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| α′ | α | β | α′ | α | β | α′ | α | β | α′ | α | β | α′ | α | β | |
| Model | 3157.09 | 2098.37 | 2539.5 | 9 | 9 | 9 | 350.79 | 233.15 | 282.17 | 81.67 | 30.68 | 57.53 | < 0.0001 | < 0.0001 | < 0.0001 |
| X1 | 938.31 | 31.84 | 0.64 | 1 | 1 | 1 | 938.31 | 31.84 | 0.64 | 218.47 | 4.19 | 0.13 | < 0.0001 | 0.0799 | 0.7289 |
| X2 | 21.03 | 701.81 | 679.15 | 1 | 1 | 1 | 21.03 | 701.81 | 679.15 | 4.9 | 92.34 | 138.46 | 0.0626 | < 0.0001 | < 0.0001 |
| X3 | 145.27 | 0.15 | 18.88 | 1 | 1 | 1 | 145.27 | 0.15 | 18.88 | 33.82 | 0.02 | 3.85 | 0.0007 | 0.8928 | 0.0906 |
| X1 X2 | 0.77 | 7.05 | 0.44 | 1 | 1 | 1 | 0.77 | 7.05 | 0.44 | 0.18 | 0.93 | 0.09 | 0.6855 | 0.3676 | 0.7727 |
| X1 X3 | 0.48 | 1.2 | 1.43 | 1 | 1 | 1 | 0.48 | 1.2 | 1.43 | 0.11 | 0.16 | 0.29 | 0.7472 | 0.7031 | 0.6062 |
| X2 X3 | 3.17 | 22.37 | 0.25 | 1 | 1 | 1 | 3.17 | 22.37 | 0.25 | 0.74 | 2.94 | 0.051 | 0.4188 | 0.1299 | 0.8278 |
| X21 | 913.82 | 402.77 | 114.6 | 1 | 1 | 1 | 913.82 | 402.77 | 114.6 | 212.77 | 53 | 23.36 | < 0.0001 | 0.0002 | 0.0019 |
| X22 | 451.43 | 422.57 | 1412.3 | 1 | 1 | 1 | 451.43 | 422.57 | 1412.3 | 105.11 | 55.6 | 287.94 | < 0.0001 | 0.0001 | < 0.0001 |
| X23 | 474.84 | 368.33 | 183.66 | 1 | 1 | 1 | 474.84 | 368.33 | 183.66 | 110.56 | 48.46 | 37.44 | < 0.0001 | 0.0002 | 0.0005 |
| Residual | 30.06 | 53.2 | 34.33 | 7 | 7 | 7 | 4.29 | 7.60 | 4.90 | ||||||
| Lack of fit | 17.01 | 33.97 | 3.58 | 3 | 3 | 3 | 5.67 | 11.32 | 1.19 | 1.74 | 2.36 | 0.16 | 0.2972 | 0.2131 | 0.9211 |
| Pure error | 13.05 | 19.23 | 30.75 | 4 | 4 | 4 | 3.26 | 4.81 | 7.69 | ||||||
| Total error | 3187.15 | 2151.57 | 2573.84 | 16 | 16 | 16 | |||||||||