Litcius/Paper detail

Deep generative models in inversion: The impact of the generator's nonlinearity and development of a new approach based on a variational autoencoder

Jorge López-Alvis, Eric Laloy, Frédéric Nguyen, Thomas Hermans

2021Computers & Geosciences86 citationsDOIOpen Access PDF

Topics & Concepts

AutoencoderInversion (geology)Nonlinear systemGenerative grammarComputer scienceGenerator (circuit theory)AlgorithmGeologyArtificial intelligenceArtificial neural networkSeismologyPhysicsTectonicsPower (physics)Quantum mechanicsImage Processing and 3D ReconstructionReservoir Engineering and Simulation MethodsComputational Physics and Python Applications