In MEERA Simulation’s augmented framework, we have a numerical simulator and a complex deep learning engine. The Simulator is basically a conventional 3D, 3-phase numerical reservoir simulator which guarantees mass conservation for all compositions within the reservoir and wells using flux conserved form of finite volume discretization for governing Navier-Stokes equations. The actual simulation is performed on a multi-scale grid with arbitrary up-scaled grid block properties. The AI/ML Engine Is a multi-layer deep learning framework having fully connected networks in conjunction with various drop-out layers and coupled with enhanced LSTM based recurrent neural networks.

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