Table 4: Response surface analysis for the filtrating time of filtration process.
Response Surface for Variable Y1 |
|
Response Mean |
31.659630 |
Root MSE |
1.465004 |
R-Square |
0.9914 |
Coefficient of Variation |
4.62274 |
Regression |
Degrees of Freedom |
Sum of Squares |
R-Square |
F Value |
Prob>F |
Linear |
4 |
2812.202600 |
0.9343 |
327.57 |
< 0.0001 |
Quadratic |
4 |
149.285663 |
0.0496 |
17.39 |
< 0.0001 |
Cross-product |
6 |
22.625600 |
0.0075 |
1.76 |
0.1911 |
Total Regress |
14 |
2984.113863 |
0.9914 |
99.31 |
< 0.0001 |
Parameter |
Degrees of Freedom |
Parameter estimate |
Standard error |
t Value |
Prob>|T| |
Intercept |
1 |
425.52333 |
87.122574 |
4.88 |
0.0004 |
X11 |
1 |
-3.305375 |
0.714268 |
-4.63 |
0.0006 |
X12 |
1 |
0.34125 |
0.886095 |
0.39 |
0.7069 |
X13 |
1 |
0.424167 |
1.77219 |
0.24 |
0.8149 |
X14 |
1 |
0.787917 |
0.915872 |
0.86 |
0.4065 |
X11*X11 |
1 |
0.005398 |
0.001586 |
3.4 |
0.0052 |
X12*X11 |
1 |
0.008388 |
0.003663 |
2.29 |
0.0409 |
X12*X12 |
1 |
-0.027808 |
0.006344 |
-4.38 |
0.0009 |
X13*X11 |
1 |
-0.00155 |
0.007325 |
-0.21 |
0.836 |
X13*X12 |
1 |
0.00505 |
0.01465 |
0.34 |
0.7363 |
X13*X13 |
1 |
0.034867 |
0.025375 |
1.37 |
0.1945 |
X14*X11 |
1 |
0.006462 |
0.003663 |
1.76 |
0.1031 |
X14*X12 |
1 |
-0.0092 |
0.007325 |
-1.26 |
0.233 |
X14*X13 |
1 |
-0.00975 |
0.01465 |
-0.67 |
0.5183 |
X14*X14 |
1 |
-0.025233 |
0.006344 |
-3.98 |
0.0018 |
Factor |
Degrees of Freedom |
Sum of Squares |
Mean Square |
F-Ratio |
Prob > F |
X11 |
5 |
1068.901687 |
336.180337 |
156.64 |
< 0.0001 |
X12 |
5 |
920.421631 |
184.084326 |
85.77 |
< 0.0001 |
X13 |
5 |
109.430331 |
21.886066 |
10.20 |
0.0005 |
X14 |
5 |
250.817774 |
50.163549 |
23.37 |
< 0.0001 |