... Abstract The use of full-physics models in close-loop reservoir management can be computationally prohibitive as a large number of simulation runs are required for history matching and optimization. In this paper we propose the use of a physics-based data-driven model to accelerate reservoir...

... Engineering of the University of Campinas (UNICAMP). We also thank the Computer Modelling Group Ltd. (CMG) for software licenses and technical support. Nomenclature Nomenclature Abbreviation Expansion CLRM – Closed-loop reservoir management G1 – design variables G2 – control...

... cost 6.29 USD/m 3 Water injection cost 6.29 USD/m 3 Well Configurations Artificial Intelligence proper orthogonal decomposition Reservoir Management algorithm Upstream Oil & Gas bottom-hole pressure gildin optimization problem empirical interpolation method producer...

... and disciplines from seismic depth conversion to prediction and reservoir management taking into account relevant reservoir uncertainty. FMU delivers an ensemble of geologically-consistent and history-matched model realizations that together characterizes the reservoir uncertainty. FMU facilitates management...

... solutions and incompressible flow, to fully-implicit solvers that incorporate the relevant flow physics. scaling method Artificial Intelligence Upstream Oil & Gas flow pattern reservoir simulation optimization problem Reservoir Management Multiscale Method solver fine grid flow...

... Abstract Closed-loop reservoir management is a combination of model-based optimization and data assimilation (computer-assisted history matching), also referred to as ‘real-time reservoir management’, ‘smart reservoir management’ or ‘closed-loop optimization’. The aim is to maximize reservoir...

... Artificial Intelligence enhanced recovery waterflooding optimization problem Upstream Oil & Gas reservoir simulation optimization history matching sequential quadratic programming stb day oil production rate enkf mea forecast Reservoir Management true model ensemble Kalman...

... for. References References " Reducing Uncertainty in Reservoir Management Using Semi-Analytical Modeling and Long Term Daily Data Acquisition ", SPE 60309 by Gary Foster , Canadian Hunter Exploration , ( Mar , 2000 ) " A New Modeling Method Used to Direct Field Development ", SPE 39806 ( Mar...