84 citations · 207 across the 17 of their papers we have counts for
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cs.CE2018
Reduced order modeling of subsurface multiphase flow models using deep residual recurrent neural networks
J. Nagoor Kani, Ahmed H. Elsheikh
We present a reduced order modeling (ROM) technique for subsurface multi-phase flow problems building on the recently introduced deep residual recurrent neural network (DR-RNN) [1]…
stat.ML2018
Exemplar-based synthesis of geology using kernel discrepancies and generative neural networks
Shing Chan, Ahmed H. Elsheikh
We propose a framework for synthesis of geological images based on an exemplar image. We synthesize new realizations such that the discrepancy in the patch distribution between the…
stat.ML2018
Parametric generation of conditional geological realizations using generative neural networks
Shing Chan, Ahmed H. Elsheikh
Deep learning techniques are increasingly being considered for geological applications where -- much like in computer vision -- the challenges are characterized by high-dimensional…