Table 5 Experimental and predicted responses for the unseen dataset
Run | A (g/L) | B (bar) | C | ADI activity (U/mL) | Total protein release (g/L) | Cell disruption (%) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Actual | RSM predicted | ANN predicted | SVM predicted | Actual | RSM predicted | ANN predicted | SVM predicted | Actual | RSM predicted | ANN predicted | SVM predicted | ||||
1 | 260 | 510.2 | 1 | 27.2 | 27.6 | 26.4 | 27.3 | 3.1 | 3.1 | 3.4 | 3.1 | 46.1 | 49.9 | 47.1 | 47.3 |
2 | 235 | 689.5 | 1 | 26.4 | 27.0 | 26.2 | 26.5 | 3.3 | 3.3 | 3.3 | 3.2 | 56. 4 | 59.2 | 56.3 | 57.2 |
3 | 210 | 792.9 | 3 | 24.8 | 25.7 | 24.4 | 25.4 | 3.7 | 3.8 | 3.8 | 3.7 | 80.2 | 86.7 | 86.2 | 87.9 |
4 | 250 | 489.5 | 1 | 26.7 | 27.5 | 26.4 | 27.1 | 3.5 | 3.0 | 3.2 | 3.0 | 43.1 | 46.7 | 47.1 | 45.6 |
5 | 260 | 413.7 | 1 | 26.6 | 27.5 | 26.5 | 27.1 | 3.3 | 2.9 | 3.2 | 2.9 | 36.0 | 40.4 | 44.6 | 40.8 |
6 | 240 | 861.8 | 2 | 24.0 | 25.0 | 24.1 | 25.6 | 3.7 | 3.7 | 4.0 | 3.7 | 81.0 | 82.1 | 81.3 | 82.1 |
7 | 240 | 827.4 | 1 | 24.7 | 26.2 | 25.5 | 25.8 | 3.8 | 3.6 | 3.7 | 3.6 | 62.6 | 64.5 | 63.5 | 62.5 |
8 | 200 | 861.8 | 3 | 25.01 | 25.8 | 24.5 | 25.5 | 4.1 | 3.6 | 3.7 | 3.6 | 81.2 | 87.3 | 86.7 | 88.2 |