Run No Oil: Alcohol Ratio Catalyst Amount Time Temperature % Y Expected % Y Predicted Residue
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
5
5
5
7
5
7
3
5
5
3
7
5
7
5
3
5
3
5
5
3
3
3
5
3
7
7
7
7
0.3
0.3
0.3
0.1
0.1
0.1
0.1
0.3
0.7
0.1
0.5
0.3
0.5
0.3
0.1
0.3
0.5
0.3
0.3
0.5
0.5
0.5
0.3
0.1
0.1
0.5
0.1
0.5
90
90
90
150
90
30
150
90
90
30
150
150
30
90
30
90
150
30
30
30
150
150
30
30
150
30
30
150
40
60
60
40
60
70
70
60
60
60
50
60
70
60
50
60
50
60
60
70
70
50
60
50
70
50
50
70
88.4
94
94.5
76.5
88
70
68
93.7
87.5
69.5
86.1
86.7
80
94
64
95
78
95
95
74
73.5
62.7
81.6
74.5
65.3
73.5
67.5
78
89.208
92.825
94.532
76.152
87.755
68.597
67.596
91.8
88.042
70.087
85.92
86.887
81.35
92.825
64.018
96.239
78.77
94.316
96.239
73.313
73.486
61.383
81.365
73.31
66.792
73.559
68.394
78.808
0.808
-1.175
0.032
-0.348
-0.245
-1.403
-0.404
-1.9
0.542
0.587
-0.18
0.187
1.35
-1.175
0.018
1.239
0.77
-0.684
1.239
-0.687
-0.014
-1.317
-0.235
-1.19
1.492
0.059
0.894
0.808
Table 2: Results of central composite design (CCD) showing observed and predicted response for optimization of parameters for biodiesel production from algal oil.