Inversion of 1D frequency- and time-domain electromagnetic data with convolutional neural networks

FaultSeg3D: using synthetic datasets to train an end-to-end convolutional neural network for 3D seismic fault segmentation

(2019) Xinming Wu et al.   GEOPHYSICS

Segmentation of digital rock images using deep convolutional autoencoder networks

(2019) Sadegh Karimpouli et al.   COMPUTERS & GEOSCIENCES

Deep learning electromagnetic inversion with convolutional neural networks

(2019) Vladimir Puzyrev   GEOPHYSICAL JOURNAL INTERNATIONAL

Driving digital rock towards machine learning: Predicting permeability with gradient boosting and deep neural networks

(2019) Oleg Sudakov et al.   COMPUTERS & GEOSCIENCES

Automatic classification of hydrocarbon “leads” in seismic images through artificial and convolutional neural networks

(2019) J.F.L. Souza et al.   COMPUTERS & GEOSCIENCES

Imaging subsurface resistivity structure from airborne electromagnetic induction data using deep neural network

(2019) Kyubo Noh et al.   Exploration Geophysics

Bayesian Inversion of Logging-While-Drilling Extra-Deep Directional Resistivity Measurements Using Parallel Tempering Markov Chain Monte Carlo Sampling

(2019) Lei Wang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Interpretation of deep directional resistivity measurements acquired in high-angle and horizontal wells using 3-D inversion

(2018) Vladimir Puzyrev et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Deep Convolutional Framelets: A General Deep Learning Framework for Inverse Problems

(2018) Jong Chul Ye et al.   SIAM Journal on Imaging Sciences

Stochastic Reconstruction of an Oolitic Limestone by Generative Adversarial Networks

(2018) Lukas Mosser et al.   TRANSPORT IN POROUS MEDIA

Accelerating geostatistical seismic inversion using TensorFlow: A heterogeneous distributed deep learning framework

(2018) Mingliang Liu et al.   COMPUTERS & GEOSCIENCES

The electromagnetic response of a horizontal electric dipole buried in a multi-layered earth

(2017) Andrei Swidinsky et al.   GEOPHYSICAL PROSPECTING

1D joint multi-offset inversion of time-domain marine controlled source electromagnetic data

(2015) Davood Moghadas et al.   GEOPHYSICAL PROSPECTING

Fast 1D inversion of logging-while-drilling resistivity measurements for improved estimation of formation resistivity in high-angle and horizontal wells

(2015) David Pardo et al.   GEOPHYSICS

Robust and accelerated Bayesian inversion of marine controlled-source electromagnetic data using parallel tempering

(2013) Anandaroop Ray et al.   GEOPHYSICS

On mapping seafloor mineral deposits with central loop transient electromagnetics

(2012) Andrei Swidinsky et al.   GEOPHYSICS

Sensitivity of controlled-source electromagnetic fields in planarly layered media

(2011) R. Streich et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

A trans-dimensional Bayesian Markov chain Monte Carlo algorithm for model assessment using frequency-domain electromagnetic data

(2011) Burke J. Minsley   GEOPHYSICAL JOURNAL INTERNATIONAL

Resolution and uncertainty in 1D CSEM inversion: A Bayesian approach and open-source implementation

(2010) James Gunning et al.   GEOPHYSICS

1D inversion of multicomponent, multifrequency marine CSEM data: Methodology and synthetic studies for resolving thin resistive layers

(2009) Kerry Key   GEOPHYSICS