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Model Regeneration Scheme Using a Deep Learning Algorithm for Reliable Uncertainty Quantification of Channel Reservoirs
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Reservoir characterization is one of the essential procedures for decision makings. However, conventional inversion methods of history matching have several inevitable issues of losing geological information and poor ...
Physics-Informed Sampling Scheme for Efficient Well Placement Optimization
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Well placement optimization is a crucial task in terms of oil and gas recovery and economics in the field development plan. It poses significant challenges due to the multitude of local optima, which demand massive ...