... the matrix permeability is extremely low in shale. Through adjusting field operations with favorable production-injection ratios, the optimization of improving liquid recovery is definitely achieved. equation of state upstream oil & gas flow in porous media complex reservoir shale gas pvt...

... constraints into DL models. equation of state pvt measurement artificial intelligence deep learning constraint calculation machine learning reservoir simulation thermodynamic constraint rachford-rice equation composition physics fraction dl model phase mole fraction prediction mole...

... with the measured ones. gas injection method minimum miscibility pressure enhanced recovery Phase Behavior Upstream Oil & Gas gas drive oil density EOS model oil component CCE test oil-ga system pseudoternary diagram composition psig PVT measurement calculation 4-pc eos model oil-natural...