Geophysics

Article	Citations
Deep denoising autoencoder for seismic random noise attenuation	177
Extrapolated full-waveform inversion with deep learning	91
Seismic facies classification using supervised convolutional neural networks and semisupervised generative adversarial networks	87
Deep learning reservoir porosity prediction based on multilayer long short-term memory network	75
Can learning from natural image denoising be used for seismic data interpolation?	72
Physics-guided deep learning for seismic inversion with hybrid training and uncertainty analysis	66
A gradient boosting decision tree algorithm combining synthetic minority oversampling technique for lithology identification	65
Extracting horizon surfaces from 3D seismic data using deep learning	61
Detection of road cavities in urban cities by 3D ground-penetrating radar	61
Petrophysical properties prediction from prestack seismic data using convolutional neural networks	59
Mapping full seismic waveforms to vertical velocity profiles by deep learning	57
Deep-learning seismic full-waveform inversion for realistic structural models	56
An unsupervised deep-learning method for porosity estimation based on poststack seismic data	56
Seismic stratigraphy interpretation by deep convolutional neural networks: A semisupervised workflow	55
Seismic data interpolation based on U-net with texture loss	55
Application of machine learning to microseismic event detection in distributed acoustic sensing data	52
Missing well log prediction using convolutional long short-term memory network	51
Deep-seismic-prior-based reconstruction of seismic data using convolutional neural networks	50
Improving the resolution of migrated images by approximating the inverse Hessian using deep learning	50
Ground-roll attenuation using generative adversarial networks	49
Deep learning for relative geologic time and seismic horizons	47
Data-driven low-frequency signal recovery using deep-learning predictions in full-waveform inversion	45
Deep learning for multidimensional seismic impedance inversion	45
Physics-driven deep-learning inversion with application to transient electromagnetics	45
Waveform embedding: Automatic horizon picking with unsupervised deep learning	45

Uncertainty quantification in fault detection using convolutional neural networks	43
Modeling the seismic response of individual hydraulic fracturing stages observed in a time-lapse distributed acoustic sensing vertical seismic profiling survey	43
High-resolution reservoir characterization using deep learning-aided elastic full-waveform inversion: The North Sea field data example	42
Convolutional neural networks for microseismic waveform classification and arrival picking	40
Fast imaging of time-domain airborne EM data using deep learning technology	40
Reparameterized full-waveform inversion using deep neural networks	37
Automatic seismic facies interpretation using supervised deep learning	36
Modeling of fiber-optic strain responses to hydraulic fracturing	36
Double-scale supervised inversion with a data-driven forward model for low-frequency impedance recovery	36
Evidence-based guidelines for protective actions and earthquake early warning systems	36
Integrating deep neural networks with full-waveform inversion: Reparameterization, regularization, and uncertainty quantification	35
Automatic waveform-based source-location imaging using deep learning extracted microseismic signals	35
Characteristics of microseismic data recorded by distributed acoustic sensing systems in anisotropic media	34
Automatic velocity picking from semblances with a new deep-learning regression strategy: Comparison with a classification approach	34
Near-surface imaging from traffic-induced surface waves with dense linear arrays: An application in the urban area of Hangzhou, China	33
ML-descent: An optimization algorithm for full-waveform inversion using machine learning	32
Application of supervised descent method for 2D magnetotelluric data inversion	31
Automatic fault detection on seismic images using a multiscale attention convolutional neural network	31
Fluid and lithofacies prediction based on integration of well-log data and seismic inversion: A machine-learning approach	30
A robust first-arrival picking workflow using convolutional and recurrent neural networks	29
Elastic prestack seismic inversion through discrete cosine transform reparameterization and convolutional neural networks	28
Least-squares reverse time migration in TTI media using a pure qP-wave equation	28
Bayesian petroelastic inversion with multiple prior models	28
The W transform	27
Nonstationary predictive filtering for seismic random noise suppression — A tutorial	26
Frequency-dependent attenuation and dispersion caused by squirt flow: Three-dimensional numerical study	26
Petrofacies classification using machine learning algorithms	26
Self-training and learning the waveform features of microseismic data using an adaptive dictionary	26
Model parameterization and amplitude variation with angle and azimuthal inversion in orthotropic media	25
Automated arrival-time picking using a pixel-level network	25
An open-source framework for the implementation of large-scale integral operators with flexible, modern high-performance computing solutions: Enabling 3D Marchenko imaging by least-squares inversion	24
Minibatch least-squares reverse time migration in a deep-learning framework	24
Physics-constrained deep learning for ground roll attenuation	24
Multitrace first-break picking using an integrated seismic and machine learning method	24
Separation of simultaneous sources acquired with a high blending factor via coherence pass robust Radon operators	24
An implicit stabilization strategy for Q-compensated reverse time migration	24
Azimuthal Fourier coefficient inversion for horizontal and vertical fracture characterization in weakly orthorhombic media	23
Removal of multisource noise in airborne electromagnetic data based on deep learning	23
Sparse magnetic vector inversion in spherical coordinates	23
Lithology identification from well-log curves via neural networks with additional geologic constraint	23
Nonlinear beamforming for enhancement of 3D prestack land seismic data	23
Cooperative deep learning inversion of controlled-source electromagnetic data for salt delineation	23
Robust damped rank-reduction method for simultaneous denoising and reconstruction of 5D seismic data	23
Seismic inversion by Newtonian machine learning	22
Separation and imaging of seismic diffractions using a localized rank-reduction method with adaptively selected ranks	22
Dictionary learning and shift-invariant sparse coding denoising for controlled-source electromagnetic data combined with complementary ensemble empirical mode decomposition	22
DESMEX: A novel system development for semi-airborne electromagnetic exploration	22
Probabilistic inversion of seismic data for reservoir petrophysical characterization: Review and examples	22
On cycle-skipping and misfit function modification for full-wave inversion: Comparison of five recent approaches	22
Data-driven S-wave velocity prediction method via a deep-learning-based deep convolutional gated recurrent unit fusion network	22

Optimization-inspired deep learning high-resolution inversion for seismic data	22
Variational inference in Bayesian neural network for well-log prediction	21
An improved method for lithology identification based on a hidden Markov model and random forests	21
Surface-wave dispersion spectrum inversion method applied to Love and Rayleigh waves recorded by distributed acoustic sensing	21
Distributed acoustic sensing for near-surface imaging using submarine telecommunication cable: A case study in the Trondheimsfjord, Norway	21
Comparison of monotonicity challenges encountered by the inverse scattering series and the Marchenko demultiple method for elastic waves	21
Fracture properties estimation using distributed acoustic sensing recording of guided waves in unconventional reservoirs	20
Extended Gassmann equation with dynamic volumetric strain: Modeling wave dispersion and attenuation of heterogeneous porous rocks	20
3D multinary inversion of controlled-source electromagnetic data based on the finite-element method with unstructured mesh	20
Estimating tilted fracture weaknesses from azimuthal differences in seismic amplitude data	20
Marchenko redatuming, imaging, and multiple elimination and their mutual relations	20
Parameter crosstalk and leakage between spatially separated unknowns in viscoelastic full-waveform inversion	19
Variational Bayesian inversion of seismic attributes jointly for geologic facies and petrophysical rock properties	19
Geophysical pore type inversion in carbonate reservoir: Integration of cores, well logs, and seismic data (Yadana field, offshore Myanmar)	19
Unsupervised deep learning for 3D interpolation of highly incomplete data	19
Target-oriented waveform redatuming and high-resolution inversion: Role of the overburden	19
Uncertainty quantification in stochastic inversion with dimensionality reduction using variational autoencoder	19
IncepTCN: A new deep temporal convolutional network combined with dictionary learning for strong cultural noise elimination of controlled-source electromagnetic data	19
Near-field strain in distributed acoustic sensing-based microseismic observation	19
A gradient-based Markov chain Monte Carlo method for full-waveform inversion and uncertainty analysis	19
Dealiased seismic data interpolation using a deep-learning-based prediction-error filter	19
Robust vector median filtering with a structure-adaptive implementation	18
Seismic inversion via closed-loop fully convolutional residual network and transfer learning	18
Uncovering the microseismic signals from noisy data for high-fidelity 3D source-location imaging using deep learning	18
Target-oriented time-lapse waveform inversion using deep learning-assisted regularization	18
Azimuthal amplitude variation with offset parameterization and inversion for fracture weaknesses in tilted transversely isotropic media	18
A MATLAB code package for 2D/3D local slope estimation and structural filtering	18
Modeling and interpretation of scattered waves in interstage distributed acoustic sensing vertical seismic profiling survey	18
Seismic horizon extraction with dynamic programming	18
Seismic characterization of fractured reservoirs with elastic impedance difference versus angle and azimuth: A low-frequency poroelasticity perspective	18
Characterizing electromagnetic interference signals for unmanned aerial vehicle geophysical surveys	18
Multiparameter seismic elastic full-waveform inversion with combined geophone and shaped fiber-optic cable data	18
A review of spectral analysis of magnetic data for depth estimation	18
Imposing interpretational constraints on a seismic interpretation convolutional neural network	17
Unsupervised domain adaptation using maximum mean discrepancy optimization for lithology identification	17
Extended-space full-waveform inversion in the time domain with the augmented Lagrangian method	17
Fluid-solid coupled full-waveform inversion in the curvilinear coordinates for ocean-bottom cable data	17
Deep learning for multitrace sparse-spike deconvolution	17
Elastic least-squares reverse time migration based on decoupled wave equations	17
Disjoint interval bound constraints using the alternating direction method of multipliers for geologically constrained inversion: Application to gravity data	17
An efficient multigrid solver based on a four-color cell-block Gauss-Seidel smoother for 3D magnetotelluric forward modeling	17
Progressive transfer learning for low-frequency data prediction in full-waveform inversion	17
Extended stable factor method for the inverseQ-filter	17
Deep convolutional neural network and sparse least-squares migration	17
Estimating subsurface properties using a semisupervised neural network approach	17
Unsupervised deep learning with higher-order total-variation regularization for multidimensional seismic data reconstruction	17
ChannelSeg3D: Channel simulation and deep learning for channel interpretation in 3D seismic images	17
Self-constrained inversion of potential fields through a 3D depth weighting	17
Migration using sea surface-related multiples: Challenges and opportunities	16
Stochastic perturbation optimization for discrete-continuous inverse problems	16
Joint learning for spatial context-based seismic inversion of multiple data sets for improved generalizability and robustness	16
Regularized elastic passive equivalent source inversion with full-waveform inversion: Application to a field monitoring microseismic data set	16
Seismic inversion of shale reservoir properties using microseismic-induced guided waves recorded by distributed acoustic sensing	16
Modeling extra-deep electromagnetic logs using a deep neural network	16
Electrical imaging of hydraulic fracturing fluid using steel-cased wells and a deep-learning method	16
Viscoacoustic reverse time migration with a robust space-wavenumber domain attenuation compensation operator	16
Robust high-dimensional seismic data interpolation based on elastic half norm regularization and tensor dictionary learning	16
Deep learning a poroelastic rock-physics model for pressure and saturation discrimination	16
Experimental assessment of the stress-sensitivity of combined elastic and electrical anisotropy in shallow reservoir sandstones	16
Nearly constant Q models of the generalized standard linear solid type and the corresponding wave equations	16
Training deep networks with only synthetic data: Deep-learning-based near-offset reconstruction for (closed-loop) surface-related multiple estimation on shallow-water field data	16
Seismic denoising via truncated nuclear norm minimization	15
Elastic isotropic and anisotropic full-waveform inversions using automatic differentiation for gradient calculations in a framework of recurrent neural networks	15
VP and VS prediction from digital rock images using a combination of U-Net and convolutional neural networks	15
Nonlinear inversion of seismic amplitude variation with offset for an effective stress parameter	15
Blind sparse-spike deconvolution with thin layers and structure	15
Decoupled approximation and separate extrapolation of P- and SV-waves in transversely isotropic media	15
Mimetic finite-difference coupled-domain solver for anisotropic media	15
Denoising of distributed acoustic sensing data using supervised deep learning	15
A viscoplastic model of creep in shale	15
Wavefield decomposition in arbitrary direction and an imaging condition based on stratigraphic dip	15
Bayesian seismic inversion for stratigraphic horizon, lithology, and fluid prediction	15
3D borehole-to-surface and surface electromagnetic modeling and inversion in the presence of steel infrastructure	15
Bayesian full waveform inversion in anisotropic elastic media using the iterated extended Kalman filter	15
Multiparameter full-waveform inversion of 3D ocean-bottom cable data from the Valhall field	15
Estimation of the top of the saturated zone from airborne electromagnetic data	15
Unsupervised seismic facies classification using deep convolutional autoencoder	15
Sinkhole detection with 3D full seismic waveform tomography	15
An lp-space matching pursuit algorithm and its application to robust seismic data denoising via time-domain Radon transforms	15
Toward a better understanding of low-frequency electrical relaxation — An enhanced pore space characterization	15

Dictionary learning with convolutional structure for seismic data denoising and interpolation	15
Scattering-based focusing for imaging in highly complex media from band-limited, multicomponent data	14
Reconstruction of irregular missing seismic data using conditional generative adversarial networks	14
Building adjoint operators for least-squares migration using the acoustic wave equation	14
Gravity inversion for heterogeneous sedimentary basin with b-spline polynomial approximation using differential evolution algorithm	14
Least-squares reverse time migration of multiples in viscoacoustic media	14
Bayesian full-waveform inversion with realistic priors	14
3D seismic characterization of fractures using elastic P-to-S double beams	14
Strain microseismics: Radiation patterns, synthetics, and moment tensor resolvability with distributed acoustic sensing in isotropic media	14
Three-dimensional magnetotelluric numerical simulation of realistic geologic models	14
3D finite-volume time-domain modeling of geophysical electromagnetic data on unstructured grids using potentials	14
Cross-streamer wavefield reconstruction through wavelet domain learning	14
Interpolated multichannel singular spectrum analysis: A reconstruction method that honors true trace coordinates	14
Data-driven multichannel poststack seismic impedance inversion via patch-ordering regularization	14
Investigation of cable effects in spectral induced polarization imaging at the field scale using multicore and coaxial cables	14
Prestack Bayesian statistical inversion constrained by reflection features	14
Passive multichannel analysis of surface waves using 1D and 2D receiver arrays	13
Attenuation methods for quantifying gas saturation in organic-rich shale and tight gas formations	13
Cavity detection by SH-wave full-waveform inversion — A reflection-focused approach	13
How the effective pore and grain shapes are correlated in Berea sandstones: Implications for joint elastic-electrical modeling	13
Decoupled Fréchet kernels based on a fractional viscoacoustic wave equation	13
Direct microseismic event location and characterization from passive seismic data using convolutional neural networks	13
Estimation of porosity, fluid bulk modulus, and stiff-pore volume fraction using a multitrace Bayesian amplitude-variation-with-offset petrophysics inversion in multiporosity reservoirs	13
Central-difference time-lapse 4D seismic full-waveform inversion	13
Uncertainty analysis of 3D potential-field deterministic inversion using mixed Lp norms	13
A method for adequate selection of training data sets to reconstruct seismic data using a convolutional U-Net	13
Anisotropic dynamic and static mechanical properties of organic-rich shale: The influence of stress	13
Complete and representative training of neural networks: A generalization study using double noise injection and natural images	13
Simulation of thermoelastic waves based on the Lord-Shulman theory	13
Modeling viscoacoustic wave propagation using a new spatial variable-order fractional Laplacian wave equation	13
Building large-scale density model via a deep-learning-based data-driven method	13
Geophysical inversion for 3D contact surface geometry	13
Using relative geologic time to constrain convolutional neural network-based seismic interpretation and property estimation	13
Automatic geologic fault identification from seismic data using 2.5D channel attention U-net	13
Hamiltonian Monte Carlo algorithms for target- and interval-oriented amplitude versus angle inversions	13
Amplitude-variation-with-offset inversion using P- to S-wave velocity ratio and P-wave velocity	13
Robust estimation of primaries by sparse inversion and Marchenko equation-based workflow for multiple suppression in the case of a shallow water layer and a complex overburden: A 2D case study in the	13
Wave characteristics in elliptical orthorhombic media	13
Improving the image quality of elastic reverse-time migration in the dip-angle domain using deep learning	12
Direct updating of rock-physics properties using elastic full-waveform inversion	12
Temperature, differential pressure, and porosity inversion for ultradeep carbonate reservoirs based on 3D rock-physics templates	12
Eliminating above-surface diffractions from ground-penetrating radar data using iterative Stolt migration	12
Least-squares reverse time migration via deep learning-based updating operators	12
Seismic velocity inversion transformer	12
Least-squares reverse time migration using convolutional neural networks	12
Robust full-waveform inversion with graph-space optimal transport: Application to 3D ocean-bottom cable Valhall data	12
Noise types and their attenuation in towed marine seismic: A tutorial	12
Coupled magnetic resonance and electrical resistivity tomography: An open-source toolbox for surface nuclear-magnetic resonance	12
Estimation of seismic quality factor in the time-frequency domain using variational mode decomposition	12
Nonstationary local signal-and-noise orthogonalization	12
Least-squares reverse time migration with a multiplicative Cauchy constraint	12
2.5D crosshole GPR full-waveform inversion with synthetic and measured data	12
3D aquifer characterization of the Hermalle-sous-Argenteau test site using crosshole ground-penetrating radar amplitude analysis and full-waveform inversion	12
Robust AVO inversion for the fluid factor and shear modulus	12
Time-lapse seismic data reconstruction using compressive sensing	12
PP-wave reflection coefficient in stress-induced anisotropic media and amplitude variation with incident angle and azimuth inversion	12
Using an airborne electromagnetic method to map saltwater intrusion in the northern Salinas Valley, California	12
An efficient wavefield inversion for transversely isotropic media with a vertical axis of symmetry	12
Ground-penetrating radar data diffraction focusing without a velocity model	12
Clustering and constrained inversion of seismic refraction and gravity data for overburden stripping: Application to uranium exploration in the Athabasca Basin, Canada	11
Induced polarization effect on grounded-wire transient electromagnetic data from transverse electric and magnetic fields	11
6D phase-difference attributes for wide-azimuth seismic data interpretation	11
Least-squares Gaussian beam migration in viscoacoustic media	11
Full-waveform inversion with borehole constraints for elastic VTI media	11
Joint use of multiseismic information for lithofacies prediction via supervised convolutional neural networks	11
Bayesian magnetotelluric inversion using methylene blue structural priors for imaging shallow conductors in geothermal fields	11
Tensorial elastodynamics for isotropic media	11
A robust Q estimation scheme for adaptively handling asymmetric wavelet spectrum variations in strongly attenuating media	11
Full reciprocity-gap waveform inversion enabling sparse-source acquisition	11
Convolutional sparse coding for noise attenuation in seismic data	11
Seismic imaging of S-wave structures of shallow sediments in the East China Sea using OBN multicomponent Scholte-wave data	11
Retrieval of shallow S-wave profiles from seismic reflection surveying and traffic-induced noise	11
Parameterization analysis and field validation of VTI-elastic full-waveform inversion in a walk-away vertical seismic profile configuration	11
Deep Bayesian inference for seismic imaging with tasks	11
Intelligent random noise modeling by the improved variational autoencoding method and its application to data augmentation	11
Model reduction in geostatistical seismic inversion with functional data analysis	11
Seismic-while-drilling drill-bit source by ground force: Concept and application	11
Inversion of vehicle-induced signals based on seismic interferometry and recurrent neural networks	11
Controlled-order multiple waveform inversion	11
Gaussian mixture model deep neural network and its application in porosity prediction of deep carbonate reservoir	11
3D supervirtual refraction interferometry	11
Innovative seismic imaging of volcanogenic massive sulfide deposits, Neves-Corvo, Portugal — Part 1: In-mine array	11
Frequency-dependent AVO analysis: A potential seismic attribute for thin-bed identification	11
Reducing error accumulation of optimized finite-difference scheme using the minimum norm	11
Testing of a permanent orbital surface source and distributed acoustic sensing for monitoring of unconventional reservoirs: Preliminary results from the Eagle Ford Shale	11
Improved estimation of ice and water contents in alpine permafrost through constrained petrophysical joint inversion: The Hoher Sonnblick case study	11
Identification of intrusive lithologies in volcanic terrains in British Columbia by machine learning using random forests: The value of using a soft classifier	10
A dual formulation of wavefield reconstruction inversion for large-scale seismic inversion	10
Solution of large-scale 3D controlled-source electromagnetic modeling problem using efficient iterative solvers	10
Magnetic resonance tomography constrained by ground-penetrating radar for improved hydrogeophysical characterization	10
A novel and efficient engine for P-/S-wave-mode vector decomposition for vertical transverse isotropic elastic reverse time migration	10
Imaging subsurface orebodies with airborne electromagnetic data using a recurrent neural network	10
Generalized neural network trained with a small amount of base samples: Application to event detection and phase picking in downhole microseismic monitoring	10
Diffraction-angle filtering of gradient for acoustic full-waveform inversion	10
Implementation of the Marchenko multiple elimination algorithm	10