Table 2 Analysis of variance (ANOVA) for CCD modeling and process optimization results.
Model statistics | ||||||
|---|---|---|---|---|---|---|
Removal | DF | SS | MS | F-value | p-value | SD |
Total | 21 | 9.7665e + 04 | 4.6507e + 03 | |||
Constant | 1 | 8.9274e + 04 | 8.9274e + 04 | |||
Total corrected | 20 | 8.3912e + 03 | 4.1956e + 02 | 2.0483e + 01 | ||
Model | 14 | 8.3702e + 03 | 5.9787e + 02 | 1.7046e + 02 | 1.3101e−06 | 2.4451e + 01 |
Residual | 6 | 2.1044e + 01 | 3.5074e + 00 | 1.8728e + 00 | ||
Lack of Fit | 2 | 4.4166e + 00 | 2.2083e + 00 | 5.3122e−01 | 6.2431e−01 | 1.4860e + 00 |
Pure error | 4 | 1.6628e + 01 | 4.1570e + 00 | 2.0389e + 00 | ||
Q2 | 0.949 | A–P | 46.9730 | |||
R2 | 0.997 | RSD | 1.873 | |||
R2 adj | 0.992 | Predicted R2 | 0.9486 | |||
Parameters statistics | ||||||
|---|---|---|---|---|---|---|
SS | MS | F-value | p-value | Effect | ||
pH | 2.7639E + 03 | 2.7639E + 03 | 7.8802E + 02 | < 0.0001 | 74.349 | |
Ads. dose | 1.3494E + 02 | 1.3494E + 02 | 3.8470E + 01 | 8.0000E−04 | 16.4282 | |
Time | 2.3371E + 02 | 2.3371E + 02 | 6.6630E + 01 | 2.0000E−04 | 15.2875 | |
AZT Conc | 5.2904E + 02 | 5.2904E + 02 | 1.5084E + 02 | < 0.0001 | − 32.5281 | |
pH*Ads. dose | 3.4674E + 02 | 3.4674E + 02 | 9.8860E + 01 | < 0.0001 | − 74.4833 | |
pH*Time | 9.8000E + 00 | 9.8000E + 00 | 2.7900E + 00 | 1.4570E−01 | − 8.8535 | |
pH*AZT Conc | 9.2730E−01 | 9.2730E−01 | 2.6440E−01 | 6.2550E−01 | 3.85191 | |
Ads. dose*Time | 1.7700E + 01 | 1.7700E + 01 | 5.0500E + 00 | 6.5800E−02 | 11.9001 | |
Ads. dose*AZT Conc | 7.0550E + 01 | 7.0550E + 01 | 2.0120E + 01 | 4.2000E−03 | − 33.5981 | |
Time*AZT Conc | 4.0360E + 01 | 4.0360E + 01 | 1.1510E + 01 | 1.4600E−02 | − 17.9681 | |
pH 2 | 2.0894E + 02 | 2.0894E + 02 | 5.9570E + 01 | 2.0000E−04 | − 23.0822 | |
Ads. dose 2 | 1.7034E + 02 | 1.7034E + 02 | 4.8560E + 01 | 4.0000E−04 | − 20.8412 | |
Time 2 | 1.1244E + 02 | 1.1244E + 02 | 3.2060E + 01 | 1.3000E−03 | − 16.9331 | |
AZT Conc.2 | 1.0520E + 02 | 1.0520E + 02 | 2.9990E + 01 | 1.5000E−03 | − 16.3786 | |
Optimization process | ||||||
|---|---|---|---|---|---|---|
Factor | Value | Unit | RSD | Contribution | Failure | DF |
pH | 7.992 | * | – | 64.0637 | 4% | 0.996 |
Ads. dose | 0.279 | g/L | 20.1934 | |||
Time | 64.256 | min | – | 1.20639 | ||
AZT Conc | 10.107 | mg/L | – | 14.5365 | ||
Efficiency | 98.362 | % | ± 3.24 | 100 | ||
Repeat (n = 5) | 96.021 | % | ± 4.23 | * | ||