Altmetrics
Downloads
101
Views
70
Comments
0
A peer-reviewed article of this preprint also exists.
This version is not peer-reviewed
Submitted:
05 July 2024
Posted:
05 July 2024
You are already at the latest version
Independent variable | Variable levels | |||
---|---|---|---|---|
- 1 | 0 | 1 | ||
Homogenisation temperature (Th, °C) | X1 | 30 | 40 | 50 |
Homogenisation time (th, min) | X2 | 5 | 17.5 | 30 |
Stabilisation time (ts, min) | X3 | 15 | 30 | 45 |
Independent variable | Variable levels | |||
---|---|---|---|---|
- 1 | 0 | 1 | ||
Homogenisation temperature (Th, °C) | X1 | 25 | 37.5 | 50 |
Homogenisation time (th, min) | X2 | 10 | 35 | 60 |
Mixing speed (n, rpm) | X3 | 600 | 900 | 1200 |
Independent variable | Variable levels | |||
---|---|---|---|---|
- 1 | 0 | 1 | ||
Inlet air temperature (Ti, °C) | X1 | 160 | 175 | 190 |
Proportion of GW (R, -) | X2 | 0.5 | 2 | 3.5 |
Feed flow (Q, mL/min) | X3 | 6 | 8 | 10 |
Run |
Th (°C) |
th (min) |
ts (min) |
TPC (mgGAE/gdb) | SPC (mgGAE/gdb) |
BD (g/cm3) |
TD (g/cm3) |
L* (−) |
a* (−) |
b* (−) |
---|---|---|---|---|---|---|---|---|---|---|
1 | 30 | 30.0 | 30 | 119.07 ± 1.95 | 13.29 ± 0.66 | 0.11 ± 0.00 | 0.16 ± 0.00 | 65.98 ± 2.05 | 8.01 ± 0.28 | 3.62 ± 0.12 |
2 | 50 | 17.5 | 15 | 106.49 ± 1.99 | 7.82 ± 0.66 | 0.08 ± 0.00 | 0.13 ± 0.00 | 67.33 ± 1.93 | 8.24 ± 0.20 | 3.64 ± 0.22 |
3 | 50 | 17.5 | 45 | 113.46 ±1.92 | 9.43 ± 0.15 | 0.08 ± 0.00 | 0.11 ± 0.00 | 67.47 ± 4.20 | 7.76 ± 0.33 | 3.57 ± 0.21 |
4 | 40 | 5.0 | 45 | 115.12 ± 2.55 | 11.86 ± 0.67 | 0.08 ± 0.00 | 0.11 ± 0.00 | 63.36 ± 1.28 | 7.74 ± 0.18 | 3.28 ± 0.05 |
5 | 30 | 5.0 | 30 | 114.47 ± 1.16 | 9.98 ± 0.35 | 0.08 ± 0.00 | 0.11 ± 0.00 | 66.59 ± 0.85 | 8.33 ± 0.08 | 3.33 ± 0.05 |
6 | 40 | 17.5 | 30 | 159.29 ± 2.46 | 7.86 ± 0.80 | 0.08 ± 0.00 | 0.12 ± 0.00 | 63.91 ± 3.11 | 8.50 ± 0.16 | 3.59 ± 0.09 |
7 | 40 | 17.5 | 30 | 155.93 ± 1.74 | 7.28 ± 0.20 | 0.07 ± 0.00 | 0.11 ± 0.00 | 64.21 ± 3.14 | 8.42 ± 0.11 | 3.41 ± 0.13 |
8 | 50 | 5.0 | 30 | 137.01 ± 1.63 | 8.56 ± 0.57 | 0.07 ± 0.00 | 0.11 ± 0.00 | 66.81 ± 1.31 | 7.51 ± 0.14 | 3.22 ± 0.07 |
9 | 40 | 5.0 | 15 | 169.21 ± 2.28 | 9.25 ± 0.72 | 0.08 ± 0.00 | 0.11 ± 0.00 | 60.66 ± 0.64 | 7.40 ± 0.05 | 2.88 ± 0.09 |
10 | 30 | 17.5 | 45 | 157.06 ± 1.62 | 9.25 ± 0.74 | 0.07 ± 0.00 | 0.11 ± 0.00 | 62.44 ± 4.65 | 8.61 ± 0.76 | 3.69 ± 0.34 |
11 | 50 | 30.0 | 30 | 115.50 ± 3.76 | 7.11 ± 0.69 | 0.08 ± 0.00 | 0.13 ± 0.00 | 66.74 ± 1.87 | 7.05 ± 0.14 | 3.68 ± 0.05 |
12 | 30 | 17.5 | 15 | 119.53 ± 0.90 | 8.11 ± 0.75 | 0.06 ± 0.00 | 0.10 ± 0.00 | 62.41 ± 0.71 | 7.07 ± 0.05 | 3.42 ± 0.04 |
13 | 40 | 17.5 | 30 | 147.63 ± 2.31 | 7.2 ± 1.29 | 0.08 ± 0.00 | 0.11 ± 0.00 | 64.80 ± 2.68 | 6.90 ± 0.25 | 3.41 ± 0.07 |
14 | 40 | 30.0 | 45 | 122.13 ± 1.32 | 7.34 ± 0.95 | 0.07 ± 0.00 | 0.11 ± 0.00 | 59.01 ± 2.21 | 6.73 ± 0.06 | 3.24 ± 0.04 |
15 | 40 | 30.0 | 15 | 115.66 ± 1.80 | 12.00 ± 0.46 | 0.07 ± 0.00 | 0.11 ± 0.00 | 62.55 ± 2.18 | 8.25 ± 0.19 | 4.31 ± 0.15 |
Response | Estimated coefficients of coded factors ¥ | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Intercept | A | B | C | AB | AC | BC | A2 | B2 | C2 | |
EE | 95.173 | 0.5638 | -0.3725 | -0.0663 | 0.6300 | -0.4675 | 2.3000 ** | -1.1429 | -2.1004 | -1.1129 |
wm | 5.970 | 0.0363 | 0.0013 | 0.0050 | -0.0175 | -0.0100 | -0.0050 | -0.0263 | -0.0013 | 0.0463 |
Y | 93.773 | 2.7325 | -2.0263 | -0.0688 | -0.2625 | -0.8125 | -2.4400 | -3.2317 | -2.1342 | -4.6042 |
WSI | 59.203 | -0.4488 | -0.8388 | -0.6825 | -2.3775 | 0.7050 | 2.2100 | -2.3704 | -0.8654 | -2.0879 |
WAI | 10.167 | 0.088 | -1.9613 ** | 0.4425 | -0.3700 | -1.1125 ** | -0.3375 | -0.2408 | -0.4108 | -1.7833 ** |
SP | 24.977 | 0.2850 | -4.9650 ** | 0.6350 | -2.1825 ** | -2.2425 ** | 0.2525 | -1.5496 | -1.3646 | -5.4996 ** |
HR | 1.490 | -0.0175 | 0.0425 | 0.0100 | -0.0050 | -0.0550 | -0.0650 | 0.0275 | -0.0425 | 0.0125 |
CI | 32.907 | -0.6875 | 2.0138 | 0.5638 | -0.2025 | -2.1625 | -3.1400 | 1.3192 | -1.9733 | 0.2767 |
ΔEab | 22.813 | -1.0125** | 0.1075 | 0.1375 | -0.1325 | -0.1875 | 1.1925 ** | -1.9929 ** | 0.3621 | 1.5971 |
Dependent variable | Predicted value | Experimentally determined value |
Deviation (%) |
---|---|---|---|
EE (%) | 95.17 | 93.88 | 1.36 |
wm (%db) | 5.97 | 5.88 | 1.51 |
Y (%) | 93.77 | 91.90 | 1.99 |
WSI (%) | 59.20 | 55.77 | 5.79 |
WAI (-) | 10.17 | 9.32 | 8.36 |
SP (-) | 24.98 | 21.06 | 15.69 |
HR (-) | 1.49 | 1.48 | 0.67 |
CI (%) | 33 | 35 | 6 |
ΔEab (-) | 22.81 | 22.88 | 0.31 |
Run |
Th (°C) |
th (min) |
n (rpm) |
TPC (mgGAE/gdb) | SPC (mgGAE/gdb) |
BD (g/cm3) |
TD (g/cm3) |
L* (−) |
a* (−) |
b* (−) |
---|---|---|---|---|---|---|---|---|---|---|
1 | 37.5 | 10 | 1200 | 134.70 ± 4.34 | 8.86 ± 0.53 | 0.06 ± 0.00 | 0.08 ± 0.00 | 61.77 ± 0.38 | 6.95 ± 0.03 | 2.72 ± 0.04 |
2 | 50 | 35 | 600 | 121.54 ± 2.39 | 8.30 ± 0.92 | 0.05 ± 0.00 | 0.07 ± 0.00 | 61.66 ± 1.36 | 6.67 ± 0.13 | 2.45 ± 0.06 |
3 | 50 | 60 | 900 | 147.75 ± 3.39 | 8.04 ± 0.92 | 0.06 ± 0.00 | 0.08 ± 0.00 | 55.35 ± 0.08 | 6.05 ± 0.01 | 2.36 ± 0.03 |
4 | 50 | 10 | 900 | 123.44 ± 9.81 | 8.51 ± 0.27 | 0.05 ± 0.00 | 0.07 ± 0.00 | 63.50 ± 1.29 | 6.94 ± 0.75 | 2.78 ± 0.17 |
5 | 37.5 | 35 | 900 | 123.43 ± 9.75 | 7.28 ± 0.79 | 0.07 ± 0.00 | 0.11 ± 0.00 | 69.60 ± 0.46 | 8.03 ± 0.03 | 3.06 ± 0.06 |
6 | 37.5 | 60 | 1200 | 130.92 ± 9.92 | 10.07 ± 0.33 | 0.06 ± 0.00 | 0.08 ± 0.00 | 64.52 ± 0.41 | 7.57 ± 0.07 | 2.97 ± 0.02 |
7 | 50 | 35 | 1200 | 138.83 ± 4.03 | 9.60 ± 0.35 | 0.08 ± 0.00 | 0.10 ± 0.00 | 66.72 ± 0.31 | 7.53 ± 0.12 | 3.22 ± 0.06 |
8 | 37.5 | 35 | 900 | 124.73 ± 2.61 | 7.42 ± 0.33 | 0.07 ± 0.00 | 0.11 ± 0.00 | 69.26 ± 0.68 | 8.41 ± 0.14 | 3.36 ± 0.21 |
9 | 25 | 35 | 1200 | 136.52 ± 2.79 | 8.51 ± 1.11 | 0.08 ± 0.00 | 0.11 ± 0.00 | 67.10 ± 1.77 | 6.13 ± 0.04 | 4.08 ± 0.06 |
10 | 37.5 | 10 | 600 | 132.08 ± 3.86 | 8.42 ± 0.69 | 0.07 ± 0.00 | 0.10 ± 0.00 | 67.28 ± 1.70 | 8.18 ± 0.18 | 3.52 ± 0.06 |
11 | 25 | 60 | 900 | 136.44 ± 6.68 | 8.95 ± 1.64 | 0.09 ± 0.00 | 0.13 ± 0.00 | 57.95 ± 0.48 | 7.51 ± 0.04 | 2.63 ± 0.03 |
12 | 37.5 | 60 | 600 | 113.31 ± 1.09 | 9.78 ± 0.20 | 0.06 ± 0.00 | 0.09 ± 0.00 | 59.76 ± 1.36 | 7.04 ± 0.22 | 2.15 ± 0.06 |
13 | 25 | 10 | 900 | 131.26 ± 3.93 | 8.29 ± 0.78 | 0.07 ± 0.00 | 0.10 ± 0.00 | 58.90 ± 0.93 | 7.23 ± 0.09 | 2.52 ± 0.06 |
14 | 37.5 | 35 | 900 | 124.78 ± 3.20 | 7.38 ± 0.26 | 0.07 ± 0.00 | 0.11 ± 0.00 | 69.42 ± 0.83 | 8.19 ± 0.20 | 3.14 ± 0.06 |
15 | 25 | 35 | 600 | 138.07 ± 3.70 | 9.29 ± 0.77 | 0.08 ± 0.00 | 0.13 ± 0.00 | 61.72 ± 0.16 | 8.67 ± 0.07 | 3.56 ± 0.08 |
Response | Estimated coefficients of coded factors ¥ | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Intercept | A | B | C | AB | AC | BC | A2 | B2 | C2 | |
EE | 93.2033 | 0.04375 | -0.27625 | -0.1725 | -0.3325 | -0.275 | 0.155 | -0.140417 | 0.0595833 | 0.317083 |
wm | 6.01333 | -0.025 | -0.00375 | 0.03125 | -0.0375 | 0.0125 | -0.005 | -0.0191667 | -0.0316667 | -0.00667 |
Y | 72.4867 | 5.1125 | -0.1575 | 0.5575 | -3.5425 | 2.3125 | 3.2625 | 4.27042 | 1.20542 | -1.00458 |
WSI | 56.14 | 1.40875 | -0.57625 | 0.305 | -2.895 | -0.1825 | 0.4325 | -2.3425 | 2.9425 | 0.79 |
WAI | 9.37333 | 1.3625 | 0.5375 | 1.2625 | 0.9925 | 0.9075 | -0.0775 | 1.18208 | 0.147083 | 0.732063 |
SP | 21.91 | 3.84 | 0.81 | 2.795 | 0.6275 | 1.9225 | 0.1025 | 1.30125 | 1.74625 | 2.07625 |
HR | 1.45 | -0.055 | -0.02125 | -0.05375 | 0.0675 | -0.0325 | -0.025 | -0.03 | 0.0575 | -0.0175 |
CI | 30.72 | -2.53625 | -0.84375 | -2.5825 | 2.885 | -1.7175 | -1.1425 | -1.5475 | 2.6475 | -0.7 |
ΔEab | 25.32 | -0.9675 | 0.495 | -0.5725 | 0.78 | 0.25 | 0.365 | -0.0025 | -2.3025 | -1.1225 |
Dependent variable | Predicted value | Experimentally determined value |
Deviation (%) |
---|---|---|---|
EE (%) | 94.70 | 91.45 | 3.40 |
wm (%db) | 5.92 | 5.96 | 0.70 |
Y (%) | 86.16 | 81.11 | 5.90 |
WSI (%) | 62.72 | 52.46 | 16.40 |
WAI (-) | 9.02 | 9.76 | 8.20 |
SP (-) | 24.82 | 20.54 | 17.20 |
HR (-) | 1.42 | 1.42 | 0.00 |
CI (%) | 32 | 30 | 6 |
ΔEab (-) | 20.34 | 22.79 | 12.00 |
Run |
Ti (°C) |
R (–) |
Q (mL/min) |
BD (g/cm3) |
TD (g/cm3) |
L* (−) |
a* (−) |
b* (−) |
---|---|---|---|---|---|---|---|---|
1 | 170 | 20 | 2.0 | 0.06 ± 0.00 | 0.08 ± 0.00 | 62.75 ± 1.06 | 6.12 ± 0.05 | 4.49 ± 0.09 |
2 | 180 | 20 | 3.5 | 0.07 ± 0.00 | 0.08 ± 0.00 | 61.56 ± 2.16 | 8.62 ± 0.15 | 4.84 ± 0.08 |
3 | 170 | 25 | 0.5 | 0.07 ± 0.00 | 0.10 ± 0.00 | 63.63 ± 1.19 | 8.92 ± 0.13 | 3.61 ± 1.08 |
4 | 180 | 15 | 2.0 | 0.08 ± 0.00 | 0.10 ± 0.00 | 65.28 ± 0.97 | 7.73 ± 0.17 | 4.34 ± 0.03 |
5 | 170 | 20 | 2.0 | 0.13 ± 0.00 | 0.20 ± 0.00 | 58.04 ± 2.21 | 13.54 ± 0.48 | 4.95 ± 0.11 |
6 | 160 | 15 | 2.0 | 0.06 ± 0.00 | 0.09 ± 0.00 | 59.30 ± 1.49 | 8.16 ± 0.17 | 7.44 ± 0.26 |
7 | 180 | 20 | 0.5 | 0.15 ± 0.00 | 0.25 ± 0.00 | 53.61 ± 2.03 | 11.28 ± 0.27 | 4.69 ± 0.09 |
8 | 170 | 20 | 2.0 | 0.13 ± 0.00 | 0.22 ± 0.00 | 49.36 ± 0.92 | 14.32 ± 0.62 | 4.73 ± 0.06 |
9 | 180 | 25 | 2.0 | 0.08 ± 0.00 | 0.11 ± 0.00 | 62.35 ± 2.07 | 8.08 ± 0.09 | 4.59 ± 0.16 |
10 | 170 | 15 | 3.5 | 0.08 ± 0.00 | 0.11 ± 0.00 | 62.60 ± 1.65 | 7.11 ± 0.21 | 4.19 ± 0.11 |
11 | 160 | 20 | 0.5 | 0.08 ± 0.00 | 0.10 ± 0.00 | 61.31 ± 2.51 | 7.48 ± 0.08 | 4.04 ± 0.16 |
12 | 170 | 25 | 3.5 | 0.07 ± 0.00 | 0.10 ± 0.00 | 62.72 ± 1.15 | 9.19 ± 0.55 | 4.14 ± 0.10 |
13 | 170 | 15 | 0.5 | 0.08 ± 0.00 | 0.11 ± 0.00 | 59.74 ± 3.18 | 9.39 ± 0.54 | 4.38 ± 0.22 |
14 | 160 | 25 | 2.0 | 0.07 ± 0.00 | 0.10 ± 0.00 | 62.79 ± 1.64 | 8.96 ± 0.20 | 4.29 ± 0.10 |
15 | 160 | 20 | 3.5 | 0.11 ± 0.00 | 0.20 ± 0.00 | 51.35 ± 0.70 | 13.96 ± 0.11 | 4.03 ± 0.08 |
Response | Estimated coefficients of coded factors ¥ | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Intercept | A | B | C | AB | AC | BC | A2 | B2 | C2 | |
TPC | 120.37 | 8.1025 | -38.7138** | -13.2038 | 1.9525 | 12.3775 | 8.99 | -1.68 | 21.3375 | -5.4325 |
SPC | 6.49 | 1.87 | -17.5113** | -2.59125** | -2.265 | 0.33 | 3.3425** | 0.83125 | 14.2738** | -0.13625 |
EE | 94.61 | -0.7538 | 9.075** | 0.62125 | 1.3475 | 0.625 | -0.8125 | -0.52 | -6.7125** | -0.695 |
wm | 4.9267 | 0.5588** | 0.0575 | 0.40625** | -0.4925 | -2.49·10-17 | -0.1925 | 0.8442** | 0.5367 | 0.17917 |
Y | 97.137 | 3.8075 | -2.5988 | -2.47125 | -0.4975 | 7.3075 | 0.16 | -5.69083 | 2.97667 | -4.0533 |
WSI | 51.23 | -0.41375 | 7.01** | -0.35625 | -1.5925 | -2.32 | -2.2825 | -0.93 | 3.1225 | 4.71 |
WAI | 5.1333 | -0.0575 | -0.5025** | -0.07 | -0.315** | 0.42** | -0.045 | -0.00167 | -0.1767** | -0.10167 |
SP | 10.537 | -0.3825 | 0.66875 | -0.33875 | -1.1425 | 0.3425 | -0.87 | -0.19083 | 0.601667 | 0.831667 |
HR | 1.4 | -0.0488** | -0.1413** | 0.0175 | 0.105** | 0.0075 | 0.0225 | -0.0525** | 0.1375** | -0.005 |
CI | 28.57 | -1.9363** | -6.1063** | 1.09 | 4.515** | 0.6275 | 1.0775 | -2.975** | 6** | -0.2625 |
L* | 63.0467 | 0.60625 | 4.58125** | -0.4125 | -1.3125 | 1.04 | -1 | -0.09708 | -4.58708** | -1.47958 |
h* | 23.91 | -0.675 | 5.95875** | 1.74875 | 0.99 | -4.33 | -0.8425 | 3.78625 | -2.48125 | 3.81875 |
C* | 9.89 | -0.0875 | -2.825** | -0.155 | -0.2 | -0.425 | 0.455 | 0.1025 | 1.2675 | 0.0525 |
ΔEab | 23.847 | -0.4175 | -4.91** | 0.0175 | 0.975 | -0.36 | 1.115 | -0.2833 | 4.35167** | 0.70167 |
Dependent variable | Predicted value | Experimentally determinate value |
Deviation (%) |
---|---|---|---|
EE (%) | 96.95 | 95.47 | 1.53 |
wm (%db) | 4.89 | 4.98 | 1.81 |
Y (%) | 96.67 | 96.10 | 0.59 |
WSI (%) | 57.94 | 57.47 | 0.81 |
WAI (-) | 4.98 | 4.37 | 12.25 |
SP (-) | 11.93 | 10.28 | 13.83 |
HR (-) | 1.35 | 1.36 | 0.74 |
CI (%) | 26 | 26 | 0 |
ΔEab (-) | 24.48 | 23.73 | 3.06 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 MDPI (Basel, Switzerland) unless otherwise stated