Table 3.
Fouling Model | Membrane Pore Size | ||||
---|---|---|---|---|---|
0.14 µm | 0.2 µm | 0.8 µm | |||
Hermia’s models adapted for cross-flow microfiltration [34] | Complete pore blocking | Kc | 32.535 | 26.001 | 95.9345 |
R2 | 95.2028 | 96.3153 | 91.6064 | ||
RMSE | 0.0049 | 0.0017 | 0.0038 | ||
S-W test (p-value) | 7.83 × 10−10 | 0.2746 | 4.3 × 10−6 | ||
K-S test (p-value) | 0.000657 | 0.6340 | 0.0846100 | ||
Standard pore blocking | Ki | 0.656384 | 0.73382 | 0,67193 | |
R2 | 67.13958 | 55.6330 | 89.655 | ||
RMSE | 0.0042 | 0.0013 | 0.0028 | ||
S-W test (p-value) | 1.43 × 10−3 | 0.0157 | 2.89 × 10−9 | ||
K-S test (p-value) | 0.022328 | 0.4564 | 0.006085 | ||
Intermediate pore blocking | Ks | 36.9425 | 47.5505 | 129.562 | |
R2 | 95.2028 | 97.8559 | 90.5891 | ||
RMSE | 0.0035 | 0.0008 | 0.0023 | ||
S-W test (p-value) | 9.49 × 10−10 | 0.0003 | 5.95 × 10−9 | ||
K-S test (p-value) | 0.000516 | 0.2808 | 0.037512 | ||
Cake formation | Kg | 5,800,344 | 8,642,697 | 11,030,594 | |
R2 | 88.53165 | 97.5383 | 82.30814 | ||
RMSE | 0.0031 | 0.0013 | 0.0015 | ||
S-W test (p-value) | 2.89 × 10−8 | 3.76 × 10−6 | 3.74 × 10−11 | ||
K-S test (p-value) | 0.004099 | 0.33078 | 0.0104003 | ||
Unified model for flux decline Yee et al. [35] | K1 | 0.000292 | 0.00054 | 4.55 × 10−4 | |
b1 | −10.9087 | −10.734 | −10,9964 | ||
K2 | 0.0000811 | 0.00013 | 1.291 × 10−5 | ||
b2 | −11.7368 | −11.3531 | −12.1731 | ||
K3 | 5.05 × 10−5 | 4.7 × 10−5 | 1.115× 10−5 | ||
b3 | −11.9331 | −12.0056 | −12.3943 | ||
R2 | 90.594 | 97.35 | 80.576 | ||
RMSE | 3.3 × 10−3 | 0.5 × 10−3 | 1.6 × 10−2 | ||
S-W test (p-value) | 5.86 × 10−10 | 0.61 | 1.13 × 10−6 | ||
K-S test (p-value) | 9.41 × 10−5 | 0.7652 | 0.04760 |