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physics.geo-ph2018
Stochastic seismic waveform inversion using generative adversarial networks as a geological prior
Lukas Mosser, Olivier Dubrule, Martin J. Blunt
We present an application of deep generative models in the context of partial-differential equation (PDE) constrained inverse problems. We combine a generative adversarial network…
stat.ML2018
Conditioning of three-dimensional generative adversarial networks for pore and reservoir-scale models
Lukas Mosser, Olivier Dubrule, Martin J. Blunt
Geostatistical modeling of petrophysical properties is a key step in modern integrated oil and gas reservoir studies. Recently, generative adversarial networks (GAN) have been show…