... (such as pressure or fluid saturation) at the current state, static gridded porosity, and static gridded permeability. The U-Net has only one output property, the target gridded property (such as pressure or saturation) at the next time step. Training and testing datasets are generated by running 13 full physics...

... and decisions to be performed on a timestep basis. This capability was leveraged to perform complete cash flow calculations every time step during the simulation run, enabling the use of organization-specific financial models and business-driven constraints to end runs when a particular operating scenario (well...

... the grid size and time step. We used the Peclet number to characterise numerical dispersion with these changes. Time step length was compared with the Courant condition. We also investigated some of the nonlinear elements of the simulation model such as the differences between the concentrations of connate...

... Upstream Oil & Gas degradation process time step Degradation Model viscosity model enhanced recovery concentration polymer in-situ mass concentration chemical flooding methods thermal degradation model mass concentration degradation equation high-temperature reservoir polymer viscosity...

.... field development optimization and planning SOI map Upstream Oil & Gas soi calculation asset and portfolio management Thickness History reservoir simulation oil production history historical data society of petroleum engineers time step hydrocarbon saturation reservoir opportunity index...

... the hot water-flooding process with faster calculation speed. oil recovery permeability waterflooding streamline simulator application upstream oil & gas heavy oil reservoir streamline tesis streamline method reservoir simulation time step saturation enhanced recovery equation spe...

... hydraulic fracturing strain value orientation seismic data tendency fracture geological history model building reservoir characterization fracture characterization shear fracture fracture density complex reservoir time step software restoration software connectivity structural geology...

...CPU time comparison Streamline method does speed up simulations. We compare CPU time for various methods in Table 5 , where 0.140225 d is the maximum time step that can be used for UTCOMP. As shown in Table 5 , we can use much larger time steps for analytical and numerical streamline methods...

..., and a combination of the MFVE and the finite volume element (FVE) methods for the saturation equation. The saturation equation is discretized by means of a time-splitting algorithm that allows an explicit time stepping for FVE applied to the advection equation, and an implicit time stepping for MFVE applied...

..., and a combination of the MFVE and the finite volume element (FVE) methods for the saturation equation. The saturation equation is discretized by means of a time-splitting algorithm that allows an explicit time stepping for FVE applied to the advection equation, and an implicit time stepping for MFVE applied...

... diagonal water cut response displacement effective simulation permeability equation saturation fracture system spe 77903 simulation artificial intelligence saturation equation mfve method flow in porous media upstream oil & gas time step pressure equation mobility ratio reservoir...