Geophysics

Article	Citations
Physics-guided deep learning for seismic inversion with hybrid training and uncertainty analysis	79
Detection of road cavities in urban cities by 3D ground-penetrating radar	72
Mapping full seismic waveforms to vertical velocity profiles by deep learning	67
Deep-learning seismic full-waveform inversion for realistic structural models	65
Seismic data interpolation based on U-net with texture loss	65
An unsupervised deep-learning method for porosity estimation based on poststack seismic data	63
Deep-seismic-prior-based reconstruction of seismic data using convolutional neural networks	55
Data-driven low-frequency signal recovery using deep-learning predictions in full-waveform inversion	54
Deep learning for multidimensional seismic impedance inversion	53
Physics-driven deep-learning inversion with application to transient electromagnetics	52
Uncertainty quantification in fault detection using convolutional neural networks	48
Evidence-based guidelines for protective actions and earthquake early warning systems	47
Automatic seismic facies interpretation using supervised deep learning	44
Reparameterized full-waveform inversion using deep neural networks	43
Automatic fault detection on seismic images using a multiscale attention convolutional neural network	42
Integrating deep neural networks with full-waveform inversion: Reparameterization, regularization, and uncertainty quantification	42
Double-scale supervised inversion with a data-driven forward model for low-frequency impedance recovery	41
Modeling of fiber-optic strain responses to hydraulic fracturing	41
Fluid and lithofacies prediction based on integration of well-log data and seismic inversion: A machine-learning approach	40
Near-surface imaging from traffic-induced surface waves with dense linear arrays: An application in the urban area of Hangzhou, China	40
Lithology identification from well-log curves via neural networks with additional geologic constraint	39
ML-descent: An optimization algorithm for full-waveform inversion using machine learning	38
Automatic velocity picking from semblances with a new deep-learning regression strategy: Comparison with a classification approach	36
Automatic waveform-based source-location imaging using deep learning extracted microseismic signals	35
Probabilistic inversion of seismic data for reservoir petrophysical characterization: Review and examples	34

The W transform	34
3D multinary inversion of controlled-source electromagnetic data based on the finite-element method with unstructured mesh	33
Elastic prestack seismic inversion through discrete cosine transform reparameterization and convolutional neural networks	31
Removal of multisource noise in airborne electromagnetic data based on deep learning	30
Nonstationary predictive filtering for seismic random noise suppression — A tutorial	30
Unsupervised deep learning for 3D interpolation of highly incomplete data	30
On cycle-skipping and misfit function modification for full-wave inversion: Comparison of five recent approaches	29
DESMEX: A novel system development for semi-airborne electromagnetic exploration	29
Azimuthal Fourier coefficient inversion for horizontal and vertical fracture characterization in weakly orthorhombic media	28
Robust damped rank-reduction method for simultaneous denoising and reconstruction of 5D seismic data	28
Physics-constrained deep learning for ground roll attenuation	28
Model parameterization and amplitude variation with angle and azimuthal inversion in orthotropic media	28
Dictionary learning and shift-invariant sparse coding denoising for controlled-source electromagnetic data combined with complementary ensemble empirical mode decomposition	27
Applications of deep neural networks in exploration seismology: A technical survey	27
An improved method for lithology identification based on a hidden Markov model and random forests	27
Data-driven S-wave velocity prediction method via a deep-learning-based deep convolutional gated recurrent unit fusion network	26
Denoising of distributed acoustic sensing data using supervised deep learning	26
Extended-space full-waveform inversion in the time domain with the augmented Lagrangian method	26
IncepTCN: A new deep temporal convolutional network combined with dictionary learning for strong cultural noise elimination of controlled-source electromagnetic data	26
Separation and imaging of seismic diffractions using a localized rank-reduction method with adaptively selected ranks	25
Minibatch least-squares reverse time migration in a deep-learning framework	25
ChannelSeg3D: Channel simulation and deep learning for channel interpretation in 3D seismic images	25
Uncertainty quantification in stochastic inversion with dimensionality reduction using variational autoencoder	24
Distributed acoustic sensing for near-surface imaging using submarine telecommunication cable: A case study in the Trondheimsfjord, Norway	24
Surface-wave dispersion spectrum inversion method applied to Love and Rayleigh waves recorded by distributed acoustic sensing	24
Optimization-inspired deep learning high-resolution inversion for seismic data	24
Variational inference in Bayesian neural network for well-log prediction	24
Dealiased seismic data interpolation using a deep-learning-based prediction-error filter	24
A gradient-based Markov chain Monte Carlo method for full-waveform inversion and uncertainty analysis	24
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
Marchenko redatuming, imaging, and multiple elimination and their mutual relations	23
Seismic inversion via closed-loop fully convolutional residual network and transfer learning	23
Elastic isotropic and anisotropic full-waveform inversions using automatic differentiation for gradient calculations in a framework of recurrent neural networks	23
Seismic velocity inversion transformer	23
Extended Gassmann equation with dynamic volumetric strain: Modeling wave dispersion and attenuation of heterogeneous porous rocks	23
Target-oriented waveform redatuming and high-resolution inversion: Role of the overburden	23
Characterizing electromagnetic interference signals for unmanned aerial vehicle geophysical surveys	22
A review of spectral analysis of magnetic data for depth estimation	22
PP-wave reflection coefficient in stress-induced anisotropic media and amplitude variation with incident angle and azimuth inversion	22
Nearly constant Q models of the generalized standard linear solid type and the corresponding wave equations	22
Geophysical pore type inversion in carbonate reservoir: Integration of cores, well logs, and seismic data (Yadana field, offshore Myanmar)	22
Azimuthal amplitude variation with offset parameterization and inversion for fracture weaknesses in tilted transversely isotropic media	22
Joint learning for spatial context-based seismic inversion of multiple data sets for improved generalizability and robustness	22
Unsupervised domain adaptation using maximum mean discrepancy optimization for lithology identification	21
Unsupervised deep learning with higher-order total-variation regularization for multidimensional seismic data reconstruction	21
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	21
Seismic characterization of fractured reservoirs with elastic impedance difference versus angle and azimuth: A low-frequency poroelasticity perspective	21
Progressive transfer learning for low-frequency data prediction in full-waveform inversion	21
Near-field strain in distributed acoustic sensing-based microseismic observation	21
An efficient multigrid solver based on a four-color cell-block Gauss-Seidel smoother for 3D magnetotelluric forward modeling	21

Multiparameter seismic elastic full-waveform inversion with combined geophone and shaped fiber-optic cable data	21
Dictionary learning with convolutional structure for seismic data denoising and interpolation	20
Uncovering the microseismic signals from noisy data for high-fidelity 3D source-location imaging using deep learning	20
Migration using sea surface-related multiples: Challenges and opportunities	20
3D finite-volume time-domain modeling of geophysical electromagnetic data on unstructured grids using potentials	20
Target-oriented time-lapse waveform inversion using deep learning-assisted regularization	20
A MATLAB code package for 2D/3D local slope estimation and structural filtering	20
Modeling and interpretation of scattered waves in interstage distributed acoustic sensing vertical seismic profiling survey	20
Elastic least-squares reverse time migration based on decoupled wave equations	19
Decoupled approximation and separate extrapolation of P- and SV-waves in transversely isotropic media	19
Estimating subsurface properties using a semisupervised neural network approach	19
Amplitude-variation-with-offset inversion using P- to S-wave velocity ratio and P-wave velocity	19
Multiparameter full-waveform inversion of 3D ocean-bottom cable data from the Valhall field	19
Imposing interpretational constraints on a seismic interpretation convolutional neural network	19
Regularized elastic passive equivalent source inversion with full-waveform inversion: Application to a field monitoring microseismic data set	19
Gravity inversion for heterogeneous sedimentary basin with b-spline polynomial approximation using differential evolution algorithm	19
Seismic horizon extraction with dynamic programming	19
Using relative geologic time to constrain convolutional neural network-based seismic interpretation and property estimation	18
Disjoint interval bound constraints using the alternating direction method of multipliers for geologically constrained inversion: Application to gravity data	18
Automatic geologic fault identification from seismic data using 2.5D channel attention U-net	18
Viscoacoustic reverse time migration with a robust space-wavenumber domain attenuation compensation operator	18
Modeling viscoacoustic wave propagation using a new spatial variable-order fractional Laplacian wave equation	18
Uncertainty analysis of 3D potential-field deterministic inversion using mixed Lp norms	18
VP and VS prediction from digital rock images using a combination of U-Net and convolutional neural networks	18
Reconstruction of irregular missing seismic data using conditional generative adversarial networks	18
Investigation of cable effects in spectral induced polarization imaging at the field scale using multicore and coaxial cables	18
Deep learning for multitrace sparse-spike deconvolution	18
Geophysical inversion for 3D contact surface geometry	18
Unsupervised seismic facies classification using deep convolutional autoencoder	18
Bayesian full-waveform inversion with realistic priors	18
A method for adequate selection of training data sets to reconstruct seismic data using a convolutional U-Net	18
Self-constrained inversion of potential fields through a 3D depth weighting	18
Seismic inversion of shale reservoir properties using microseismic-induced guided waves recorded by distributed acoustic sensing	17
Passive multichannel analysis of surface waves using 1D and 2D receiver arrays	17
Joint use of multiseismic information for lithofacies prediction via supervised convolutional neural networks	17
Building adjoint operators for least-squares migration using the acoustic wave equation	17
An lp-space matching pursuit algorithm and its application to robust seismic data denoising via time-domain Radon transforms	17
Robust high-dimensional seismic data interpolation based on elastic half norm regularization and tensor dictionary learning	17
Deep learning a poroelastic rock-physics model for pressure and saturation discrimination	17
Accelerating seismic scattered noise attenuation in offset-vector tile domain: Application of deep learning	17
Electrical imaging of hydraulic fracturing fluid using steel-cased wells and a deep-learning method	17
Central-difference time-lapse 4D seismic full-waveform inversion	17
Modeling extra-deep electromagnetic logs using a deep neural network	17
Interpolated multichannel singular spectrum analysis: A reconstruction method that honors true trace coordinates	17
Least-squares reverse time migration with a multiplicative Cauchy constraint	17
Data-driven multichannel poststack seismic impedance inversion via patch-ordering regularization	16
Estimation of porosity, fluid bulk modulus, and stiff-pore volume fraction using a multitrace Bayesian amplitude-variation-with-offset petrophysics inversion in multiporosity reservoirs	16
Porosity and permeability prediction using a transformer and periodic long short-term network	16
Anisotropic dynamic and static mechanical properties of organic-rich shale: The influence of stress	16
Seismic denoising via truncated nuclear norm minimization	16
Noise types and their attenuation in towed marine seismic: A tutorial	15
Temperature, differential pressure, and porosity inversion for ultradeep carbonate reservoirs based on 3D rock-physics templates	15
3D seismic characterization of fractures using elastic P-to-S double beams	15
Direct microseismic event location and characterization from passive seismic data using convolutional neural networks	15
3D probabilistic geology differentiation based on airborne geophysics, mixed Lp norm joint inversion, and physical property measurements	15
A novel and efficient engine for P-/S-wave-mode vector decomposition for vertical transverse isotropic elastic reverse time migration	15
Robust full-waveform inversion with graph-space optimal transport: Application to 3D ocean-bottom cable Valhall data	15
Cavity detection by SH-wave full-waveform inversion — A reflection-focused approach	15
Blind sparse-spike deconvolution with thin layers and structure	15
Simulation of thermoelastic waves based on the Lord-Shulman theory	15
Gaussian mixture model deep neural network and its application in porosity prediction of deep carbonate reservoir	15
Scattering-based focusing for imaging in highly complex media from band-limited, multicomponent data	15
Direct updating of rock-physics properties using elastic full-waveform inversion	15
Self-supervised time-frequency representation based on generative adversarial networks	15
Mimetic finite-difference coupled-domain solver for anisotropic media	15
Decoupled Fréchet kernels based on a fractional viscoacoustic wave equation	15
Numerical dispersion mitigation neural network for seismic modeling	15
Robust AVO inversion for the fluid factor and shear modulus	14
Deep-learning missing well-log prediction via long short-term memory network with attention-period mechanism	14
3D inversion of time-domain electromagnetic data using finite elements and a triple mesh formulation	14
Least-squares reverse time migration via deep learning-based updating operators	14
Geologic forward prospecting using improved tunnel-seismic-while-drilling method: A case study of the water supply project at Songhua River, Jilin, China	14
Data and model dual-driven seismic deconvolution via error-constrained joint sparse representation	14
Wave characteristics in elliptical orthorhombic media	14
Full-waveform inversion with borehole constraints for elastic VTI media	14
Retrieval of shallow S-wave profiles from seismic reflection surveying and traffic-induced noise	14
Cross-streamer wavefield reconstruction through wavelet domain learning	14
Model reduction in geostatistical seismic inversion with functional data analysis	14
Inversion of vehicle-induced signals based on seismic interferometry and recurrent neural networks	14
A dual formulation of wavefield reconstruction inversion for large-scale seismic inversion	14

Stress-dependent elasticity and wave propagation — New insights and connections	14
Attenuation methods for quantifying gas saturation in organic-rich shale and tight gas formations	14
Experimental study of temperature change effect on distributed acoustic sensing continuous measurements	14
3D electromagnetic modeling of graphitic faults in the Athabasca Basin using a finite-volume time-domain approach with unstructured grids	14
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	14
5D dealiased seismic data interpolation using nonstationary prediction-error filter	14
A three-parameter W transform and its application to gas reservoir identification	13
A new generalized stiffness reduction method for 2D/2.5D frequency-domain seismic wave modeling in viscoelastic anisotropic media	13
Building large-scale density model via a deep-learning-based data-driven method	13
Innovative seismic imaging of volcanogenic massive sulfide deposits, Neves-Corvo, Portugal — Part 1: In-mine array	13
Extraction of diffractions from seismic data using convolutional U-net and transfer learning	13
Improved estimation of ice and water contents in alpine permafrost through constrained petrophysical joint inversion: The Hoher Sonnblick case study	13
Implementation of the Marchenko multiple elimination algorithm	13
3D aquifer characterization of the Hermalle-sous-Argenteau test site using crosshole ground-penetrating radar amplitude analysis and full-waveform inversion	13
Machine-learning-based data recovery and its contribution to seismic acquisition: Simultaneous application of deblending, trace reconstruction, and low-frequency extrapolation	13
Complete and representative training of neural networks: A generalization study using double noise injection and natural images	13
Least-squares reverse time migration using convolutional neural networks	13
Parsimonious truncated Newton method for time-domain full-waveform inversion based on the Fourier-domain full-scattered-field approximation	12
Effective 3D-transient electromagnetic inversion using finite-element method with a parallel direct solver	12
Time-lapse seismic data reconstruction using compressive sensing	12
Frequency-dependent AVO analysis: A potential seismic attribute for thin-bed identification	12
Eliminating above-surface diffractions from ground-penetrating radar data using iterative Stolt migration	12
Bayesian magnetotelluric inversion using methylene blue structural priors for imaging shallow conductors in geothermal fields	12
3D fault detection: Using human reasoning to improve performance of convolutional neural networks	12
Tensorial elastodynamics for isotropic media	12
6D phase-difference attributes for wide-azimuth seismic data interpretation	12
A deep learning-enhanced framework for multiphysics joint inversion	12
Localizing microseismic events on field data using a U-Net-based convolutional neural network trained on synthetic data	12
An analytic signal-based accurate time-domain viscoacoustic wave equation from the constant-Q theory	12
MATLAB codes for generating dispersion images for ground exploration using different multichannel analysis of surface wave transforms	12
Nonstationary local signal-and-noise orthogonalization	12
Automatic seismic phase picking based on unsupervised machine-learning classification and content information analysis	12
Diffraction-angle filtering of gradient for acoustic full-waveform inversion	12
Digital rock physics applied to squirt flow	12
Least-squares Gaussian beam migration in viscoacoustic media	12
On the electromagnetic response of complex pipeline infrastructure	12
Three-dimensional controlled-source electromagnetic forward modeling by edge-based finite element with a divergence correction	12
Testing of a permanent orbital surface source and distributed acoustic sensing for monitoring of unconventional reservoirs: Preliminary results from the Eagle Ford Shale	12
Deep Bayesian inference for seismic imaging with tasks	12
Ray-illumination compensation for adjoint-state first-arrival traveltime tomography	12
Joint seismic and petrophysical nonlinear inversion with Gaussian mixture-based adaptive regularization	12
Predicting the azimuth of natural fractures and in situ horizontal stress: A case study from the Sichuan Basin, China	11
Method for obtaining response functions from noisy magnetotelluric data using frequency-domain independent component analysis	11
Imaging subsurface orebodies with airborne electromagnetic data using a recurrent neural network	11
Small-data-driven fast seismic simulations for complex media using physics-informed Fourier neural operators	11
Data-driven fast prestack structurally constrained inversion	11
Intelligent random noise modeling by the improved variational autoencoding method and its application to data augmentation	11
Generalization of level-set inversion to an arbitrary number of geologic units in a regularized least-squares framework	11
Distributed acoustic sensing of ocean-bottom seismo-acoustics and distant storms: A case study from Svalbard, Norway	11
Nonstationary local time-frequency transform	11
Uncertainty and interpretability analysis of encoder-decoder architecture for channel detection	11
Generalized neural network trained with a small amount of base samples: Application to event detection and phase picking in downhole microseismic monitoring	11
Domain knowledge-guided data-driven prestack seismic inversion using deep learning	11
Least-squares reverse time migration with sparse regularization in the 2D wavelet domain	11
Hierarchical transfer learning for deep learning velocity model building	11
Imaging near-surface S-wave velocity and attenuation models by full-waveform inversion with distributed acoustic sensing-recorded surface waves	11
Challenges in shallow target reconstruction by 3D elastic full-waveform inversion — Which initial model?	11
Physics-driven self-supervised learning system for seismic velocity inversion	11
DecNet: Decomposition network for 3D gravity inversion	11
Correlations between the static and anisotropic dynamic elastic properties of lacustrine shales under triaxial stress: Examples from the Ordos Basin, China	11
Perturbation of phase velocities in elastic orthorhombic media	11
Full reciprocity-gap waveform inversion enabling sparse-source acquisition	11
Prestack diffraction separation in the common virtual source gather	11
Identification of intrusive lithologies in volcanic terrains in British Columbia by machine learning using random forests: The value of using a soft classifier	11
Microseismic analysis over a single horizontal distributed acoustic sensing fiber using guided waves	11
Source deghosting of coarsely sampled common-receiver data using a convolutional neural network	11
Solution of large-scale 3D controlled-source electromagnetic modeling problem using efficient iterative solvers	11
An accurate analytical model for squirt flow in anisotropic porous rocks — Part 1: Classical geometry	11
Near-surface full-waveform inversion in a transmission surface-consistent scheme	11
A Bayesian multivariate model using Hamiltonian Monte Carlo inference to estimate total organic carbon content in shale	11
Seismic complex ray tracing in 2D/3D viscoelastic anisotropic media by a modified shortest-path method	11
Road sinkhole detection with 2D ambient noise tomography	11
Estimating infiltration front depth using time-lapse multioffset gathers obtained from ground-penetrating-radar antenna array	11
Seismic imaging of S-wave structures of shallow sediments in the East China Sea using OBN multicomponent Scholte-wave data	11
High-resolution seismic acoustic impedance inversion with the sparsity-based statistical model	11
Convolutional sparse coding for noise attenuation in seismic data	11
Distributed acoustic sensing/surface orbital vibrator: Rotary seismic sources with fiber-optic sensing facilitates autonomous permanent reservoir monitoring	10
Interactively tracking seismic geobodies with a deep-learning flood-filling network	10
Improving vertical resolution of vintage seismic data by a weakly supervised method based on cycle generative adversarial network	10
Seismic imaging of the Caosiyao giant porphyry molybdenum deposit using ambient noise tomography	10
EM3DANI: A Julia package for fully anisotropic 3D forward modeling of electromagnetic data	10
A comparison of machine learning methods to predict porosity in carbonate reservoirs from seismic-derived elastic properties	10
Fast 3D transient electromagnetic forward modeling using BEDS-FDTD algorithm and GPU parallelization	10
Magnetic resonance tomography constrained by ground-penetrating radar for improved hydrogeophysical characterization	10
Regularization of anisotropic full-waveform inversion with multiple parameters by adversarial neural networks	10
Distributed acoustic sensing for shallow seismic investigations and void detection	10
Seismic velocity model building using neural networks: Training data design and learning generalization	10
Separation and imaging of diffractions using a dilated convolutional neural network	10
Probabilistic seismic petrophysical inversion with statistical double-porosity Biot-Rayleigh model	10
An accurate analytical model for squirt flow in anisotropic porous rocks — Part 2: Complex geometry	10
Erratic and random noise attenuation using adaptive local orthogonalization	10
Least-squares inversion-based elastic reverse time migration with PP- and PS-angle-domain common-imaging gathers	10
Monitoring subsurface changes by tracking direct-wave amplitudes and traveltimes in continuous distributed acoustic sensor VSP data	10
Adaptive 27-point finite-difference frequency-domain method for wave simulation of 3D acoustic wave equation	10
Reliable amortized variational inference with physics-based latent distribution correction	10