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Table 4

The results of statistical analysis for the estimation of two-phase flow pressure loss coefficient

MethodSE%biasR2
ANN 36.49 0.174 0.873 
ANN-APSO 23.71 0.118 0.919 
ANFIS 14.73 0.084 0.943 
ANFIS-APSO 8.45 0.034 0.989 
Equation (14) 10.12 0.063 0.961 
Kabiri-Samani & Borghei (2010)  17.56 –0.113 0.947 
Zhang et al. (2010)  18.22 0.211 0.931 
Lee & Lee (2001)  21.14 –0.317 0.725 
Mishima & Hibiki (1996)  29.71 –5.236 0.629 
Muller & Heck (1986)  35.43 –11.76 0.324 
Lockhart & Martinelli (1949)  48.96 –23.77 0.261 
MethodSE%biasR2
ANN 36.49 0.174 0.873 
ANN-APSO 23.71 0.118 0.919 
ANFIS 14.73 0.084 0.943 
ANFIS-APSO 8.45 0.034 0.989 
Equation (14) 10.12 0.063 0.961 
Kabiri-Samani & Borghei (2010)  17.56 –0.113 0.947 
Zhang et al. (2010)  18.22 0.211 0.931 
Lee & Lee (2001)  21.14 –0.317 0.725 
Mishima & Hibiki (1996)  29.71 –5.236 0.629 
Muller & Heck (1986)  35.43 –11.76 0.324 
Lockhart & Martinelli (1949)  48.96 –23.77 0.261 
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