Table 1 Face-centered central composite design matrix of four process variables for methyl red decolorization (%) and lipid production (%) by using Scenedesmus obliquus.

From: Statistical optimization for simultaneous removal of methyl red and production of fatty acid methyl esters using fresh alga 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