Page 261 - PVT Property Correlations

for Properties PVT Predicting Hidden No. Layer Output Layer Input Layers Nodes Nodes 1 1 4 NA NA NA 2 1 4 1 2 24 1 1 4 2 1 4 NA NA NA viscosity 2 1 4 density, 2 1 4 2 1 4 1 2 15 2 2 2 1 1 4 2 1 12 NA 1 4 1 1 4 1 1 2
Models Property/Properties Pb at Pb at oil oil Gr. Pb at values K Rs Rs at Pb at

ANN FVF oil viscosity density oil FVF oil FVF, oil viscosity, oil Sp. gas viscosity FVF oil equilibrium and viscosity FVF oil FVF oil
Different Predicted and Pb Pb Oil OFVF, and Pb Pb Rs, Pb, Rs, Bo, and Co Oil and Pb Pd V/L FVF Oil Oil and Pb and Pb z-Factor

Between (2002) (2001) (1997) (2002)

Comparison (2016) (2015) al. (2015) al. et (2011) Osman and (2001) (2010) Gupta (1998) Gharbi and Elsharkawy (2003) al. et (1996) al. et (2012) Abdel-Aal (2001) al. (2015) al.

10.1a Author Adeeyo et Ahmadi Al-Gathe Alimadadi Al-Marhoun Al-Shammasi and Dutta Elsharkawy Elsharkawy and Gharbi Gonzalez ´ Habiballah Ikiensikimama (2009) Oloso and Osman et Osman et Shateri

TABLE ID 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17