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Table 5 Experimental and predicted responses for the unseen dataset

From: Disruption of Pseudomonas putida by high pressure homogenization: a comparison of the predictive capacity of three process models for the efficient release of arginine deiminase

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