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. 2019 Nov 6;9(11):146. doi: 10.3390/membranes9110146

Table 3.

Fitted parameters for fouling models according to the modified Hermia’s models for cross-flow filtration, unified model of flux decline, and statistical model analysis for the studied membranes. S-W: Shapiro–Wilks test; K-S: Kolmogorov–Smirnov test; RMSE: root mean square error.

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