Domain knowledge-guided data-driven prestack seismic inversion using deep learning

Robust deep learning seismic inversion with a priori initial model constraint

(2021) Jian Zhang et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Physics-guided deep learning for seismic inversion with hybrid training and uncertainty analysis

(2021) Jian Sun et al.   GEOPHYSICS

Deep Learning for Seismic Inverse Problems: Toward the Acceleration of Geophysical Analysis Workflows

(2021) Amir Adler et al.   IEEE SIGNAL PROCESSING MAGAZINE

Geological structure-guided hybrid MCMC and Bayesian linearized inversion methodology

(2021) Jian Zhang et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Waveform Embedding: automatic horizon picking with unsupervised deep learning

(2020) Yunzhi Shi et al.   GEOPHYSICS

Seismic ground‐roll noise attenuation using deep learning

(2020) Harpreet Kaur et al.   GEOPHYSICAL PROSPECTING

PETROPHYSICAL PROPERTIES PREDICTION FROM PRE-STACK SEISMIC DATA USING CONVOLUTIONAL NEURAL NETWORKS

(2020) Vishal Das et al.   GEOPHYSICS

Uncertainty quantification in seismic facies inversion

(2020) Erick Costa e Silva Talarico et al.   GEOPHYSICS

Well-Logging Constrained Seismic Inversion Based on Closed-Loop Convolutional Neural Network

(2020) Yuqing Wang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Elastic pre-stack seismic inversion through Discrete Cosine Transform reparameterization and Convolutional Neural Networks

(2020) Mattia ALEARDI et al.   GEOPHYSICS

Deep learning seismic full waveform inversion for realistic structural models

(2020) Bin Liu et al.   GEOPHYSICS

PATCHUNET: A fully‐unsupervised and highly‐generalized deep learning approach for random noise suppression

(2020) Omar M. Saad et al.   GEOPHYSICAL PROSPECTING

Seismic Impedance Inversion Using Fully Convolutional Residual Network and Transfer Learning

(2020) Bangyu Wu et al.   IEEE Geoscience and Remote Sensing Letters

Seismic Lithology/Fluid Prediction via a Hybrid ISD-CNN

(2020) Jian Zhang et al.   IEEE Geoscience and Remote Sensing Letters

A Spatially Coupled Data-Driven Approach for Lithology/Fluid Prediction

(2020) Jian Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

(2019) Xinming Wu et al.   GEOPHYSICS

Data-Driven Simultaneous Seismic Inversion of Multi-Parameters via Collaborative Sparse Representation

(2019) B She et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Multimodal McMC method for non-linear petrophysical seismic inversion

(2019) Leandro Passos de Figueiredo et al.   GEOPHYSICS

Pre-stack and Post-stack inversion using a Physics-Guided Convolutional Neural Network

(2019) Reetam Biswas et al.   Interpretation-A Journal of Subsurface Characterization

The importance of transfer learning in seismic modeling and imaging

(2019) Ali Siahkoohi et al.   GEOPHYSICS

Gradient-based deterministic inversion of geophysical data with generative adversarial networks: Is it feasible?

(2019) Eric Laloy et al.   COMPUTERS & GEOSCIENCES

CONVOLUTIONAL NEURAL NETWORK FOR SEISMIC IMPEDANCE INVERSION

(2019) Vishal Das et al.   GEOPHYSICS

Semisupervised sequence modeling for elastic impedance inversion

(2019) Motaz Alfarraj et al.   Interpretation-A Journal of Subsurface Characterization

Multitask learning for local seismic image processing: fault detection, structure-oriented smoothing with edge-preserving, and seismic normal estimation by using a single convolutional neural network

(2019) Xinming Wu et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Deep-Learning Inversion of Seismic Data

(2019) Shucai Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Learning with Weak Supervision from Physics and Data-Driven Constraints

(2018) Hongyu Ren et al.   AI MAGAZINE

Application of Optimal Transport to Exact Zoeppritz Equation AVA Inversion

(2018) Guangtan Huang et al.   IEEE Geoscience and Remote Sensing Letters

Deep learning for Seismic Lithology Prediction

(2018) Guoyin Zhang et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Full waveform inversion and joint migration inversion with an automatic directional total variation constraint

(2018) Shan Qu et al.   GEOPHYSICS

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

(2017) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Bayesian seismic inversion based on rock-physics prior modeling for the joint estimation of acoustic impedance, porosity and lithofacies

(2017) Leandro Passos de Figueiredo et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Geological structure guided well log interpolation for high-fidelity full waveform inversion

(2016) Yangkang Chen et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Random noise attenuation using local signal-and-noise orthogonalization

(2015) Yangkang Chen et al.   GEOPHYSICS

Nonlinear multichannel impedance inversion by total-variation regularization

(2015) Ali Gholami   GEOPHYSICS

PCANet: A Simple Deep Learning Baseline for Image Classification?

(2015) Tsung-Han Chan et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Convolutional Neural Networks for Speech Recognition

(2014) Ossama Abdel-Hamid et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Seismic driven probabilistic classification of reservoir facies for static reservoir modelling: a case history in the Barents Sea

(2012) Dario Grana et al.   GEOPHYSICAL PROSPECTING

Seismic inversion for reservoir properties combining statistical rock physics and geostatistics: A review

(2010) Miguel Bosch et al.   GEOPHYSICS

Analysis of prior models for a blocky inversion of seismic AVA data

(2010) Ulrich Theune et al.   GEOPHYSICS

A new MCMC algorithm for seismic waveform inversion and corresponding uncertainty analysis

(2009) Tiancong Hong et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING