Table 1 Optimization of 25 full factorial CCD based on all combinations of low and high levels of interacting factors.
Design points | Factors | Responses | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Run Order | Point Type | Sugar Conc. (g/L) | Temp. (°C) | Inocula Size (%, v/v) | pH | YE (5 g/L) | Consumed sugar (g/L) | Lactic acid (g/L) | Lactic acid yield (g/g) | Total productivity (g/L/h) |
1 | 1 | 50 | 40 | 10.0 | 8.0 | with | 28.5 | 25.3 | 0.89 | 0.26 |
2 | 1 | 110 | 40 | 10.0 | 8.0 | with | 20.4 | 17.7 | 0.87 | 0.19 |
3 | 1 | 50 | 50 | 10.0 | 8.0 | with | 28.9 | 25.0 | 0.86 | 0.26 |
4 | 1 | 110 | 50 | 10.0 | 8.0 | with | 28.3 | 24.8 | 0.88 | 0.26 |
5 | 1 | 50 | 40 | 15.0 | 8.0 | with | 38.8 | 35.3 | 0.91 | 0.37 |
6 | 1 | 110 | 40 | 15.0 | 8.0 | with | 49.5 | 43.3 | 0.87 | 0.45 |
7 | 1 | 50 | 50 | 15.0 | 8.0 | with | 38.3 | 34.9 | 0.91 | 0.36 |
8 | 1 | 110 | 50 | 15.0 | 8.0 | with | 48.5 | 42.2 | 0.87 | 0.44 |
9 | 1 | 50 | 40 | 10.0 | 9.0 | with | 28.2 | 25.1 | 0.89 | 0.26 |
10 | 1 | 110 | 40 | 10.0 | 9.0 | with | 20.2 | 17.9 | 0.89 | 0.19 |
11 | 1 | 50 | 50 | 10.0 | 9.0 | with | 28.8 | 25.0 | 0.87 | 0.26 |
12 | 1 | 110 | 50 | 10.0 | 9.0 | with | 28.2 | 24.9 | 0.89 | 0.26 |
13 | 1 | 50 | 40 | 15.0 | 9.0 | with | 38.9 | 35.2 | 0.91 | 0.37 |
14 | 1 | 110 | 40 | 15.0 | 9.0 | with | 49.6 | 43.2 | 0.87 | 0.45 |
15 | 1 | 50 | 50 | 15.0 | 9.0 | with | 38.2 | 34.8 | 0.91 | 0.36 |
16 | 1 | 110 | 50 | 15.0 | 9.0 | with | 48.6 | 42.3 | 0.87 | 0.44 |
17 | -1 | 20 | 45 | 12.5 | 8.5 | with | 18.3 | 16.5 | 0.90 | 0.17 |
18 | -1 | 140 | 45 | 12.5 | 8.5 | with | 28.3 | 24.1 | 0.85 | 0.25 |
19 | -1 | 80 | 35 | 12.5 | 8.5 | with | 39.5 | 33.2 | 0.84 | 0.35 |
20 | -1 | 80 | 55 | 12.5 | 8.5 | with | 49.2 | 43.5 | 0.88 | 0.45 |
21 | -1 | 80 | 45 | 7.5 | 8.5 | with | 35.6 | 31.2 | 0.88 | 0.33 |
22 | -1 | 80 | 45 | 17.5 | 8.5 | with | 43.6 | 39.3 | 0.90 | 0.41 |
23 | -1 | 80 | 45 | 12.5 | 7.5 | with | 28.9 | 25.3 | 0.88 | 0.26 |
24 | -1 | 80 | 45 | 12.5 | 9.5 | with | 25.9 | 22.3 | 0.86 | 0.23 |
25 | 0 | 80 | 45 | 12.5 | 8.5 | with | 79.9 | 75.6 | 0.95 | 0.79 |
26 | 0 | 80 | 45 | 12.5 | 8.5 | with | 79.8 | 75.7 | 0.95 | 0.79 |
27 | 0 | 80 | 45 | 12.5 | 8.5 | with | 79.7 | 75.2 | 0.94 | 0.78 |
28 | 0 | 80 | 45 | 12.5 | 8.5 | with | 79.5 | 74.9 | 0.94 | 0.78 |
29 | 0 | 80 | 45 | 12.5 | 8.5 | with | 79.8 | 74.9 | 0.94 | 0.78 |
30 | 0 | 80 | 45 | 12.5 | 8.5 | with | 79.9 | 75.9 | 0.95 | 0.79 |
31 | 0 | 80 | 45 | 12.5 | 8.5 | with | 79.9 | 75.2 | 0.94 | 0.78 |
32 | 1 | 50 | 40 | 10.0 | 8.0 | without | 27.8 | 24.7 | 0.89 | 0.26 |
33 | 1 | 110 | 40 | 10.0 | 8.0 | without | 19.7 | 17.1 | 0.87 | 0.18 |
34 | 1 | 50 | 50 | 10.0 | 8.0 | without | 28.3 | 24.3 | 0.86 | 0.25 |
35 | 1 | 110 | 50 | 10.0 | 8.0 | without | 27.6 | 24.2 | 0.88 | 0.25 |
36 | 1 | 50 | 40 | 15.0 | 8.0 | without | 38.1 | 34.7 | 0.91 | 0.36 |
37 | 1 | 110 | 40 | 15.0 | 8.0 | without | 48.9 | 42.7 | 0.87 | 0.45 |
38 | 1 | 50 | 50 | 15.0 | 8.0 | without | 37.6 | 34.3 | 0.91 | 0.36 |
39 | 1 | 110 | 50 | 15.0 | 8.0 | without | 47.9 | 41.6 | 0.87 | 0.43 |
40 | 1 | 50 | 40 | 10.0 | 9.0 | without | 27.5 | 24.5 | 0.89 | 0.26 |
41 | 1 | 110 | 40 | 10.0 | 9.0 | without | 19.5 | 17.3 | 0.89 | 0.18 |
42 | 1 | 50 | 50 | 10.0 | 9.0 | without | 28.2 | 24.3 | 0.86 | 0.25 |
43 | 1 | 110 | 50 | 10.0 | 9.0 | without | 27.5 | 24.3 | 0.88 | 0.25 |
44 | 1 | 50 | 40 | 15.0 | 9.0 | without | 38.2 | 34.6 | 0.90 | 0.36 |
45 | 1 | 110 | 40 | 15.0 | 9.0 | without | 49.0 | 42.6 | 0.87 | 0.44 |
46 | 1 | 50 | 50 | 15.0 | 9.0 | without | 37.5 | 34.2 | 0.91 | 0.36 |
47 | 1 | 110 | 50 | 15.0 | 9.0 | without | 48.0 | 41.7 | 0.87 | 0.43 |
48 | -1 | 20 | 45 | 12.5 | 8.5 | without | 17.9 | 16.1 | 0.90 | 0.17 |
49 | -1 | 140 | 45 | 12.5 | 8.5 | without | 27.9 | 23.7 | 0.85 | 0.25 |
50 | -1 | 80 | 35 | 12.5 | 8.5 | without | 39.1 | 32.8 | 0.84 | 0.34 |
51 | -1 | 80 | 55 | 12.5 | 8.5 | without | 48.8 | 43.1 | 0.88 | 0.45 |
52 | -1 | 80 | 45 | 7.5 | 8.5 | without | 35.2 | 30.8 | 0.87 | 0.32 |
53 | -1 | 80 | 45 | 17.5 | 8.5 | without | 43.2 | 38.9 | 0.90 | 0.41 |
54 | -1 | 80 | 45 | 12.5 | 7.5 | without | 28.5 | 24.9 | 0.87 | 0.26 |
55 | -1 | 80 | 45 | 12.5 | 9.5 | without | 25.5 | 21.9 | 0.86 | 0.23 |
56 | 0 | 80 | 45 | 12.5 | 8.5 | without | 78.7 | 74.5 | 0.95 | 0.78 |
57 | 0 | 80 | 45 | 12.5 | 8.5 | without | 78.6 | 74.6 | 0.95 | 0.78 |
58 | 0 | 80 | 45 | 12.5 | 8.5 | without | 78.6 | 75.1 | 0.95 | 0.78 |
59 | 0 | 80 | 45 | 12.5 | 8.5 | without | 78.5 | 74.5 | 0.95 | 0.78 |
60 | 0 | 80 | 45 | 12.5 | 8.5 | without | 78.2 | 73.9 | 0.94 | 0.77 |
61 | 0 | 80 | 45 | 12.5 | 8.5 | without | 78.5 | 74.2 | 0.95 | 0.77 |
62 | 0 | 80 | 45 | 12.5 | 8.5 | without | 79.0 | 74.5 | 0.94 | 0.78 |