Stochastic seismic waveform inversion using generative adversarial networks as a geological prior

10 Jun 2018Lukas MosserOlivier DubruleMartin 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 (GAN) representing an a priori model that creates subsurface geological structures and their petrophysical properties, with the numerical solution of the PDE governing the propagation of acoustic waves within the earth's interior... (read more)

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