... © 2021 Society of Petroleum Engineers production monitoring production control machine learning artificial intelligence neural network hybrid model production forecasting upstream oil & gas deep learning reservoir surveillance reservoir simulation information prediction result...

... monitoring systems/intelligent wells reservoir geomechanics reservoir surveillance completion installation and operations hydraulic fracturing production control production monitoring production logging well intervention drilling operation reservoir simulation fracture characterization fluid...

... 2021 Society of Petroleum Engineers artificial intelligence reservoir simulation machine learning hydraulic fracturing wellbore design reservoir geomechanics neural network structural geology fracture characterization reservoir characterization complex reservoir deep learning large...

... method hydraulic fracturing wellbore design heterogeneity reservoir characterization artificial intelligence drilling operation resolution variance correspond machine learning wellbore integrity reservoir simulation upstream oil & gas information high-resolution model stress solution...

... as control) variables of various types at different levels (e.g., at the level of well location variables or at the level of well production/injection control also know as well control or control settings variables) and a computationally expensive objective function (i.e., a reservoir simulation model...

... sample 2 relative permeability data mining flow in porous media decision tree learning fluid dynamics prediction core analysis inductive learning application synthetic sample reservoir simulation upstream oil & gas pressure drop database algorithm reservoir evaluation reservoir...

... chemical flooding methods production monitoring production control reservoir characterization production logging miscible method gas injection method reservoir simulation upstream oil & gas fluid dynamics north sea north sea reservoir flow regime effective aspect ratio synthetic model...

..., but are not limited to, further developing and refining methodologies, including algorithm development, to directly embed physics-based models into ML; exploring the usefulness of PIML for reservoir simulations; and adapting the new developments of how the physics and ML are incorporated in other communities...

... reservoir simulation fluid dynamics correlation water-production rate measured data conditioning ensemble parameter combination november 2021 Hydrocarbon field (re)development, reserves evaluation, and hydrocarbon-production optimization require the forecasting of hydrocarbon and other fluid...

... reservoir surveillance hydraulic fracturing fracture characterization reservoir geomechanics modeling & simulation equation of state production control enhanced recovery shale gas reservoir simulation reservoir characterization upstream oil & gas fracture plane spe reservoir evaluation...

... during geological time, is impossible to fully include in a reservoir simulation. Hence, this work focuses only on primary drainage to secondary imbibition hysteresis for the oil-water capillary pressure, with emphasis on the water saturation distribution anomalies in reservoirs with perched aquifers...

... and flow simulation. The approach presented in this paper based on a combination of invasion percolation and compositional reservoir simulation focuses on buoyancy‐dominant flow of CO 2 in the long term and its pressure‐driven flow in the short term. The results provide insights into how to screen...

... reservoir simulation fluid dynamics different mobility ratio upstream oil & gas correlation seven-spot model sweepable pv permeability spe reservoir evaluation dynamic lorenz coefficient lorenz coefficient equation of state waterflooding seven-spot pattern base dynamic lorenz coefficient...

... target infill drilling pressure profile spe reservoir evaluation & engineering parent-child horizontal technology conference asset and portfolio management parent well child-well fracture august 2021 reservoir simulation The rapid decline of parent-well production in tight...

... data from communicating MFHWs. 17 9 2020 31 12 2020 9 12 2020 11 3 2021 11 8 2021 Copyright © 2021 Society of Petroleum Engineers production control production monitoring production logging reservoir simulation upstream oil & gas communication inv nsr...

... machine learning production control production monitoring artificial intelligence complex reservoir bayesian inference reservoir simulation sampler dca model probabilistic model metropolis gibb abc production history algorithm reservoir surveillance shale gas reserves evaluation...

...-adsorption isotherms. Then, the boron-adsorption isotherms were coupled into the reservoir simulator to investigate the boron transport in porous media, and the results in turn were further analyzed to calculate the accurate seawater-breakthrough percentage. Results indicated that boron adsorption...

... monitoring steam-assisted gravity drainage pvt measurement asphaltene remediation complex reservoir drilling operation hydrate remediation wax inhibition hydrate inhibition reservoir simulation scale inhibition fluid dynamics asphaltene inhibition remediation of hydrates concentration...

..., and potentially belong to the same compartment. 2 9 2020 5 1 2021 4 1 2021 4 3 2021 12 5 2021 Copyright © 2021 Society of Petroleum Engineers machine learning log analysis well logging scaling method reservoir simulation flow in porous media acceptable error limit...

... decision tree model correlation coefficient modeling & simulation decision tree learning spatial weighted tree model toc machine-learning method reservoir simulation conventional tree model training data midland basin fraction new york spe reservoir evaluation prediction application...