Table 2.
Regression coefficients of second order polynomial and their significance on process parameters
Coefficient | Color L* | Acidity | Reducing sugar | Total sugar | TSS | Moisture content | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Coeff. value | F | P | Coeff. value | F | P | Coeff. value | F | P | Coeff. value | F | P | Coeff. value | F | P | Coeff. value | F | P | |
x1-Milk | + 4.48 * | 116.99 | < 0.0001 | − 0.073* | 9.49 | 0.0116 | + 0.34ns | 1.78 | 0.2117 | − 1.57* | 3.83 | 0.0787 | − 0.35 * | 12.8 | 0.005 | + 0.33 | 0.25 | 0.6257 |
x2-Sugar | + 1.3 * | 9.8 | 0.0107 | − 0.021ns | 0.79 | 0.3957 | + 0.078ns | 0.093 | 0.7668 | + 2.99* | 13.85 | 0.004 | + 0.14ns | 2.1 | 0.1776 | − 0.59 | 0.091 | 0.7697 |
x3-Cooking time | − 2.36 * | 32.44 | 0.0002 | + 0.049* | 4.33 | 0.0641 | − 0.41ns | 2.57 | 0.1399 | − 1.17ns | 2.12 | 0.176 | + 0.11ns | 1.36 | 0.27 | − 3.38 | 2.95 | 0.1164 |
x1x2 | − 0.80ns | 2.2 | 0.1691 | + 0.012ns | 0.15 | 0.7059 | − 0.25ns | 0.54 | 0.4779 | − 3.35* | 10.15 | 0.0097 | + 0.025ns | 0.038 | 0.8488 | − 1.70 | 0.44 | 0.5232 |
x1x3 | − 1.96 * | 13.07 | 0.0047 | − 0.012ns | 0.15 | 0.7059 | + 0.17ns | 0.25 | 0.6254 | − 1.56ns | 2.22 | 0.167 | + 0.18ns | 1.88 | 0.2007 | + 2.80 | 1.19 | 0.3015 |
x2x3 | + 0.25ns | 0.21 | 0.6587 | − 0.11* | 12.22 | 0.0058 | − 0.20ns | 0.35 | 0.5672 | + 0.70ns | 0.45 | 0.5182 | − 0.12ns | 0.96 | 0.3509 | − 4.12 | 2.58 | 0.1395 |
x21 | + 0.94 * | 5.46 | 0.0415 | + 0.016ns | 0.46 | 0.5147 | − 1.03* | 16.77 | 0.0022 | − 2.32* | 8.81 | 0.0141 | − 0.023ns | 0.059 | 0.8132 | + 0.70 | 0.13 | 0.7235 |
x22 | − 2.92 * | 52.49 | < 0.0001 | + 0.016ns | 0.46 | 0.5109 | − 0.85* | 11.58 | 0.0067 | − 4.98* | 40.45 | < 0.0001 | + 0.21 * | 4.72 | 0.055 | − 2.66 | 1.93 | 0.1946 |
x23 | − 1.81 * | 20.17 | 0.0012 | + 0.049* | 4.62 | 0.0571 | + 0.33ns | 1.78 | 0.2122 | − 0.47ns | 0.36 | 0.5614 | + 0.012ns | 0.017 | 0.9 | − 2.22 | 1.36 | 0.2732 |
F value | 28.15 | < 0.0001 | 3.57 | 0.03 | 3.95 | 0.0216 | 8.74 | 0.0011 | 2.67 | 0.0707 | 1.21 | 0.3854 | ||||||
R-squared | 0.962 | 0.7627 | 0.7804 | 0.8872 | 0.7065 | 0.5203 | ||||||||||||
Adj R-squared | 0.928 | 0.5492 | 0.5828 | 0.7856 | 0.4423 | 0.0885 | ||||||||||||
Adeq precision | 19.603 | 7.833 | 7.61 | 9.686 | 6.197 | 4.010 |
*Significant at 5% level
ns not significant