Table 1 Face-centered central composite design matrix of four process variables for methyl red decolorization (%) and lipid production (%) by using Scenedesmus obliquus.
Std | Run | Type | X1 | X2 | X3 | X4 | Methyl red decolorization (%) | Lipid production (%) | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Actual | Predicted | Residuals | Actual | Predicted | Residuals | |||||||
1 | 1 | Fact | − 1 | − 1 | − 1 | − 1 | 29.63 | 29.31 | 0.32 | 18.47 | 18.44 | 0.03 |
7 | 2 | Fact | − 1 | 1 | 1 | − 1 | 57.27 | 56.67 | 0.60 | 18.34 | 18.25 | 0.09 |
25 | 3 | Center | 0 | 0 | 0 | 0 | 70.26 | 70.30 | − 0.04 | 20.80 | 20.50 | 0.30 |
8 | 4 | Fact | 1 | 1 | 1 | − 1 | 53.80 | 53.86 | − 0.06 | 20.08 | 20.04 | 0.04 |
20 | 5 | Axial | 0 | 1 | 0 | 0 | 67.57 | 67.62 | − 0.05 | 19.33 | 19.41 | − 0.08 |
15 | 6 | Fact | − 1 | 1 | 1 | 1 | 50.31 | 50.52 | − 0.21 | 15.00 | 15.01 | − 0.01 |
14 | 7 | Fact | 1 | − 1 | 1 | 1 | 56.55 | 56.87 | − 0.32 | 14.64 | 14.55 | 0.09 |
16 | 8 | Fact | 1 | 1 | 1 | 1 | 41.26 | 41.71 | − 0.44 | 15.20 | 15.24 | − 0.04 |
26 | 9 | Center | 0 | 0 | 0 | 0 | 70.50 | 70.30 | 0.20 | 20.57 | 20.50 | 0.07 |
24 | 10 | Axial | 0 | 0 | 0 | 1 | 67.24 | 66.10 | 1.14 | 17.16 | 17.26 | − 0.10 |
28 | 11 | Center | 0 | 0 | 0 | 0 | 68.50 | 70.30 | − 1.80 | 20.70 | 20.50 | 0.20 |
10 | 12 | Fact | 1 | − 1 | − 1 | 1 | 53.36 | 54.09 | − 0.73 | 14.66 | 14.76 | − 0.10 |
23 | 13 | Axial | 0 | 0 | 0 | − 1 | 63.11 | 62.81 | 0.30 | 21.26 | 21.29 | − 0.03 |
6 | 14 | Fact | 1 | − 1 | 1 | − 1 | 51.53 | 51.64 | − 0.11 | 19.71 | 19.74 | − 0.03 |
29 | 15 | Center | 0 | 0 | 0 | 0 | 68.40 | 70.30 | − 1.90 | 20.34 | 20.50 | − 0.16 |
27 | 16 | Center | 0 | 0 | 0 | 0 | 70.56 | 70.30 | 0.26 | 20.66 | 20.50 | 0.16 |
18 | 17 | Axial | 1 | 0 | 0 | 0 | 68.30 | 66.71 | 1.59 | 19.36 | 19.39 | − 0.03 |
4 | 18 | Fact | 1 | 1 | − 1 | − 1 | 56.62 | 57.01 | − 0.39 | 19.70 | 19.76 | − 0.07 |
13 | 19 | Fact | − 1 | − 1 | 1 | 1 | 56.66 | 56.40 | 0.26 | 14.58 | 14.52 | 0.06 |
2 | 20 | Fact | 1 | − 1 | − 1 | − 1 | 41.34 | 41.36 | − 0.02 | 19.64 | 19.59 | 0.05 |
9 | 21 | Fact | − 1 | − 1 | − 1 | 1 | 47.87 | 48.04 | − 0.17 | 15.17 | 15.18 | 0.00 |
22 | 22 | Axial | 0 | 0 | 1 | 0 | 67.96 | 66.97 | 0.99 | 20.70 | 20.87 | − 0.17 |
11 | 23 | Fact | − 1 | 1 | − 1 | 1 | 55.58 | 55.60 | − 0.02 | 15.55 | 15.53 | 0.02 |
19 | 24 | Axial | 0 | − 1 | 0 | 0 | 64.23 | 62.74 | 1.49 | 19.03 | 19.08 | − 0.05 |
12 | 25 | Fact | 1 | 1 | − 1 | 1 | 52.83 | 52.35 | 0.48 | 15.41 | 15.33 | 0.08 |
30 | 26 | Center | 0 | 0 | 0 | 0 | 69.27 | 70.30 | − 1.03 | 20.33 | 20.50 | − 0.17 |
17 | 27 | Axial | − 1 | 0 | 0 | 0 | 64.94 | 65.09 | − 0.15 | 18.60 | 18.70 | − 0.10 |
21 | 28 | Axial | 0 | 0 | − 1 | 0 | 64.81 | 64.36 | 0.45 | 21.10 | 21.06 | 0.04 |
5 | 29 | Fact | − 1 | − 1 | 1 | − 1 | 44.45 | 45.16 | − 0.72 | 18.12 | 18.16 | − 0.04 |
3 | 30 | Fact | − 1 | 1 | − 1 | − 1 | 54.33 | 54.25 | 0.08 | 18.36 | 18.41 | − 0.05 |
Variable | − 1 | 0 | + 1 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
X1 | Nitrogen source conc. (g/L) | 0.5 | 1 | 1.5 | ||||||||
X2 | Incubation time (days) | 6 | 10 | 14 | ||||||||
X3 | Initial pH level | 7 | 8 | 9 | ||||||||
X4 | Methyl red concentration (mg/L) | 10 | 20 | 30 |