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Keywords: upstream oil & gas
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Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203941-MS
... machine learning reservoir simulation artificial intelligence history matching probabilistic forecasting algebraic equation best run statistical model dae model dae equation modeling & simulation upstream oil & gas reservoir simulation model algorithm solver differential equation...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203937-MS
... international journal algorithm upstream oil & gas simulation iteration petroleum engineer hydraulic fracturing fracture tip computer method analytical method fracture fluid-driven fracture propagation equation artificial intelligence engineering geomechanics propagation criterion time...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203936-MS
... simulator. Our approach fully utilizes the strength of the existing CPU simulator and minimizes the GPU development effort. This paper is also the first publication targeting GPU acceleration for compositional AIM models. equation of state compute scaling method upstream oil & gas gpu asset...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203917-MS
... machine learning neural network artificial intelligence reservoir simulation fluid dynamics prediction pressure distribution piml method physics pde numerical example application fracture hydraulic fracturing upstream oil & gas boundary condition analytical solution partial...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203912-MS
... phase transition rachford-rice equation gaseous phase enhanced recovery upstream oil & gas primary variable phase state water phase gas phase appearance phase appearance Introduction In thermal processes such as SAGD and Steam Flooding, isothermal flash calculations may fail in grid...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203910-MS
... dynamics variation fixed-stress sequential method hysteresis upstream oil & gas modeling approach saturation transformation flow in porous media pore pressure elastoplastic geomechanics irreversible process capillary hysteresis capillarity capillary pressure hysteretic capillary pressure...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203966-MS
... killough continuous property capillary pressure curve equilibrium region saturation capillary pressure modeling & simulation upstream oil & gas variation initialization drainage curve initial water saturation imbibition curve tilted contact hysteresis model Introduction...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203965-MS
... fields. The model honors mass conservation and the underlying physics laws, which many existing approaches don't take into direct consideration. artificial intelligence fluid dynamics machine learning upstream oil & gas simulation durlofsky 2020 deep learning pod-tpwl liu reduced-order...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203935-MS
... calibrating horizontal well performance model pressure depletion application reduction unconventional reservoir petroleum engineer proppant upstream oil & gas fracture conductivity permeability reduction horizontal well Introduction The multi-stage fracture treatments along horizontal...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203934-MS
... lead to a new class of algorithms to solve both forward and inverse physical problems. artificial intelligence upstream oil & gas dimension neural network machine learning deep learning resolution iteration saturation architecture application physics partial differential equation...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203925-MS
... linear system mass rate reservoir simulation small cell computation phase mass rate small cell 0 modeling & simulation upstream oil & gas flow rate procedure pressure basis pressure value newton iteration bulk cell flow in porous media fluid dynamics spe reservoir simulation...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203913-MS
... control variable evolutionary algorithm input parameter optimization problem simulation result machine learning upstream oil & gas co 2 pareto front hyperparameter iteration numerical model dataset training database workflow knowledgebase ampomah optimization workflow petroleum...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203911-MS
... artificial lift system reservoir surveillance upstream oil & gas mach number relaxation zone solid particle gas flow mass loading numerical investigation nozzle production control production logging water droplet supersonic gas flow wet steam shock wave supersonic nozzle equation steam...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203968-MS
... a large ensemble of DFM models, which represent complex fracture networks and allow for making decisions under uncertainty using more detailed high-resolution numerical models. machine learning upstream oil & gas intersection reservoir simulation fracture network complex reservoir voskov...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203949-MS
... to determine which scheme offers the best compromise for the test case considered here. artificial intelligence equation of state flow in porous media structural geology fluid dynamics reservoir characterization multiphase flow upstream oil & gas mesh numerical scheme workflow tpfa scheme...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203914-MS
... tuning for fluid characterization. machine learning upstream oil & gas training data monahan clearfork oil artificial intelligence stability analysis composition fraction pvt measurement composition absolute difference peng-robinson eos predictor variable fugacity coefficient proxy...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203903-MS
... boundary condition flux reservoir simulation calculation coefficient tchelepi reservoir characterization grid upstream oil & gas tensor vector matrix gradient reservoir geomechanics approximation tangential projection application terekhov equation interface Introduction...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203901-MS
... be extended to construct generalized dual-porosity, dual-permeability models or include more complex physics, such as capillary and gravity effects. artificial intelligence deep learning equation of state upstream oil & gas scaling method reservoir simulation machine learning neural network...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203961-MS
... delaunay triangulation convergence machine learning upstream oil & gas discretization tpfa transmissibility truncation error artificial intelligence fluid dynamics voronoi grid grid quality measure strata local approximation permeability grid flow in porous media approximation spe...
Proceedings Papers

Paper presented at the SPE Reservoir Simulation Conference, October 26, 2021
Paper Number: SPE-203907-MS
... are able to match statistics for a simple flow problem on the fine grid with high accuracy and at much lower cost on a scale of coarser grids. bayesian inference sampler artificial intelligence upstream oil & gas posterior distribution iteration time scaling method reservoir simulation...

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