Computers & Geosciences

Papers
(The median citation count of Computers & Geosciences is 3. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-07-01 to 2025-07-01.)
ArticleCitations
Imputation of missing values in well log data using k-nearest neighbor collaborative filtering142
Association Announcement 2023 Felix Chayes Prize126
A deep learning-based parametric inversion for forecasting water-filled bodies position using electromagnetic method109
Compression of seismic forward modeling wavefield using TuckerMPI106
An improved extreme learning machine algorithm for transient electromagnetic nonlinear inversion98
Learning spatial patterns with variational Gaussian processes: Regression94
Shear wave velocity prediction based on bayesian-optimized multi-head attention mechanism and CNN-BiLSTM78
Stochastic Gradient Descent optimization to estimate the power-law fractal index in fracture networks77
Borehole lithology modelling with scarce labels by deep transductive learning77
Qmin – A machine learning-based application for processing and analysis of mineral chemistry data76
Swin Transformer for simultaneous denoising and interpolation of seismic data73
Efficient and robust Levenberg–Marquardt Algorithm based on damping parameters for parameter inversion in underground metal target detection73
DRR: An open-source multi-platform package for the damped rank-reduction method and its applications in seismology72
MineralImage5k: A benchmark for zero-shot raw mineral visual recognition and description62
Impact of dataset size and convolutional neural network architecture on transfer learning for carbonate rock classification60
Enhanced lithological mapping in arid crystalline regions using explainable AI and multi-spectral remote sensing data59
Enhancing digital rock image resolution with a GAN constrained by prior and perceptual information57
Core-CT: A MATLAB application for the quantitative analysis of sediment and coral cores from X-ray computed tomography (CT)57
Computing dip-angle gathers using Poynting vector for elastic reverse time migration in 2D transversely isotropic media56
Asymmetric learning based deep denoiser for nonstationary desert seismic noise suppression54
Adversarial learning of permanent seismic deformation from GNSS coordinate timeseries54
Shale sample permeability estimation using fractal parameters computed from TransUnet-based SEM image segmentation54
Is attention all geosciences need? Advancing quantitative petrography with attention-based deep learning53
Simulation and reconstruction for 3D elastic wave using multi-GPU and CUDA-aware MPI50
Graph neural network-based topological relationships automatic identification of geological boundaries50
SAIPy: A Python package for single-station earthquake monitoring using deep learning48
Superpixel segmentations for thin sections: Evaluation of methods to enable the generation of machine learning training data sets45
Dimension shifting based intelligent algorithm framework to solve conditional nonlinear optimal perturbation45
Sample size effects on landslide susceptibility models: A comparative study of heuristic, statistical, machine learning, deep learning and ensemble learning models with SHAP analysis45
Understanding geological reports based on knowledge graphs using a deep learning approach44
Modified-mean-shift-based noisy label detection for hyperspectral image classification42
3D edge-based and nodal finite element modeling of magnetotelluric in general anisotropic media40
genES-MDA: A generic open-source software package to solve inverse problems via the Ensemble Smoother with Multiple Data Assimilation39
Validation of a multicomponent reactive-transport model at pore scale based on the coupling of COMSOL and PhreeqC39
Quantitative analysis of fracture evolution in fold: Insights from FDEM modelling38
A high-resolution panchromatic-multispectral satellite image fusion method assisted with building segmentation38
HPC cluster-based user-defined data integration platform for deep learning in geoscience applications38
Differentiating outcropping strata from oblique photogrammetric data using an octree-based convolutional neural network with spatial parameters37
Multiscale reconstruction of porous media based on multiple dictionaries learning37
FracAbut: A python toolbox for computing fracture stratigraphy using interface impedance35
Stochastic analysis of air–sea heat fluxes variability in the North Atlantic in 1979–2022 based on reanalysis data32
Fractal-based supervised approach for dimensionality reduction of hyperspectral images32
Virtual fieldwork in immersive environments using game engines32
A benchmark study for quasi-static numerical upscaling of seismic wave attenuation and dispersion in fractured poroelastic rocks32
An improved method to accelerate the acquisition efficiency of the T1-T2 spectrum based on the IR-BSSFP-CPMG pulse sequence∗32
Decomposition of multivariate spatial data into latent factors32
Automatic recognition of slide mass and inversion analysis of landslide based on discrete element method31
PyLGRIM: Modelling 3D-ERI with infinite elements in complex topography context31
Scalability and composability of flow accumulation algorithms based on asynchronous many-tasks30
Emerging trends in big data analytics and natural disasters29
Terrain methods on spectral analysis for paleoclimate interpretations: A novel visualization technique using python29
Editorial Board29
Editorial Board29
A novel algorithm for seismic events multiplets search29
For any two arbitrary slices from one digital rock, its twins can be fast stably reconstructed: A novel integrated model of RVION with ADA-PGGAN28
Latent diffusion models for parameterization of facies-based geomodels and their use in data assimilation28
Data space inversion for efficient predictions and uncertainty quantification for geothermal models28
Mitigation of spatial nonstationarity with vision transformers27
Probabilistic volcanic mass flow hazard assessment using statistical surrogates of deterministic simulations26
Fast forward modeling of grounded electrical-source transient electromagnetic based on inverse Laplace transform adaptive hybrid algorithm26
Ensemble hindcasting of winds and waves for the coastal and oceanic region of Southern Brazil26
Editorial Board26
Research on microseismic signal identification through data fusion25
A novel algorithm and software for 3D density gravity inversion25
Improved modelling of fluid production and reinjection in geothermal reservoirs24
LABQ3: Bayesian method for quantification of mineral compositions and nano-scale elemental mapping of 3D synchrotron XCT data24
Hybrid supervised prestack three-parameter inversion method based on physical equation driving24
Prior information assisted multi-scale network for precipitation nowcasting24
Forecasting of absolute dynamic topography using deep learning algorithm with application to the Baltic Sea24
Simulating electrochemical migration and anion exclusion in porous and fractured media using PFLOTRAN23
A high-efficiency parallel fast marching method for large-scale seismic tomography in three-dimensional spherical coordinates23
AnalyZr: A Python application for zircon grain image segmentation and shape analysis23
Application of group decision-making AHP of confidence index and cloud model for rock slope stability evaluation22
pySimFrac: A Python library for synthetic fracture generation and analysis22
Imputation in well log data: A benchmark for machine learning methods21
Massively parallel modeling of electromagnetic field in conductive media: An MPI-CUDA implementation on Multi-GPU computers21
Improving generalization through self-supervised learning using generative pre-training transformer for natural gas segmentation21
Automatic identification of semi-tracks on apatite and mica using a deep learning method21
Deep learning of rock images for intelligent lithology identification21
THEPORE: A software package for modeling THErmo-PORo-elastic displacements21
Hybrid CPU-GPU solution to regularized divergence-free curl-curl equations for electromagnetic inversion problems21
Enhanced wave modeling & optimal plane-wave destruction (OPWD) method for diffraction separation and imaging21
An automated method for topology consistent processing of parallel geological cross-sections based on topology reasoning21
Image-guided structure-constrained inversion of electrical resistivity data for improving contaminations characterization21
Identifying microseismic events using a dual-channel CNN with wavelet packets decomposition coefficients20
A high spatiotemporal resolution framework for urban temperature prediction using IoT data19
Parallel assignment of flow directions over flat surfaces in massive digital elevation models19
Estimation using multiple-point statistics19
An adaptively multi-attribute index framework for big IoT data19
Laplacian deep ensembles: Methodology and application in predicting dUT1 considering geophysical fluids18
Tree segmentation and change detection of large urban areas based on airborne LiDAR18
Measuring sampling fairness and geochemical consensus for blasthole assays within grade-block mining units18
Densely multiscale framework for segmentation of high resolution remote sensing imagery18
Knowledge-driven stochastic modeling of geological geometry features conditioned on drillholes and outcrop contacts17
Combining deep neural network and spatio-temporal clustering to automatically assess rockburst and seismic hazard – Case study from Marcel coal mine in Upper Silesian Basin, Poland17
Latent diffusion model for conditional reservoir facies generation17
Modeling reactive multi-component multi-phase flow for Geological Carbon Sequestration (GCS) with Matlab17
Physics-Informed Neural Networks for solving transient unconfined groundwater flow17
Corrigendum to “Parallel assignment of flow directions over flat surfaces in massive digital elevation models” [Comput. Geosci. 159 (2021) 105015]16
A comparative study of machine learning and Fuzzy-AHP technique to groundwater potential mapping in the data-scarce region16
Imputation of missing well log data by random forest and its uncertainty analysis16
Automatic variogram calculation and modeling16
P-Swin: Parallel Swin transformer multi-scale semantic segmentation network for land cover classification16
An ontology-based framework for semantic geographic information systems development and understanding16
Multiscale study of statistical fractal DFN model and corresponding seismic images16
Daily Ten-ST-GEE: An open access and fully automated 10-m LST downscaling system16
Direct Sequential Simulation for spherical linear inverse problems15
Local conditioning in posterior sampling methods with example cases in subsurface inversion15
Constraining uncertainty of fault orientation using a combinatorial algorithm15
Hybrid and automated machine learning approaches for oil fields development: The case study of Volve field, North Sea15
Introducing USED: Urban Seismic Event Detection15
Deep Kernel Dictionary Learning for detection of wave breaking features in Atmospheric Gravity Waves15
Dual level attention based lightweight vision transformer for streambed land use change classification using remote sensing15
Preface: Embracing interdisciplinary earth science: Advancing through open science, collaboration, and innovation15
Capturing exposed bedrock in the upland regions of Great Britain: A geomorphometric focused random forest approach15
A VTI medium prestack migration method based on the De Wolf approximation15
Fast multi-resolution 3D inversion of potential fields with application to high-resolution gravity and magnetic anomaly data from the Eastern Goldfields in Western Australia15
Acceleration strategies for large-scale sequential simulations using parallel neighbour search: Non-LVA and LVA scenarios14
Front and skeleton features based methods for tracking salinity propagation in the ocean14
Characterization of pore and grain size distributions in porous geological samples – An image processing workflow14
An improved algorithm for extracting crossovers of satellite ground tracks14
THYRSIS: A QGIS plugin for hydrogeological modelling14
SwinInver: 3D data-driven seismic impedance inversion based on Swin Transformer and adversarial training13
Classification, segmentation and correlation of zoned minerals13
Extracting fact-condition relation from geological papers via deep structured semantic model with multi-grained representation13
Quantitative bed-type classification for a global comparison of deep-water sedimentary systems13
Optimized Apriori algorithm for deformation response analysis of landslide hazards13
Finite-infinite element analysis for flow simulation in a phreatic aquifer13
Calculating sensitivity or gradient for geophysical inverse problems using automatic and implicit differentiation13
Improved prediction of shale gas productivity in the Marcellus shale using geostatistically generated well-log data and ensemble machine learning13
Optimized AI-MPM: Application of PSO for tuning the hyperparameters of SVM and RF algorithms12
Cosine-enhanced tuna swarm optimized exponential entropy segmentation method for sand grain microscopic images12
Computation of specular reflections on a sphere: Assessment and validation of algorithms based on special boundary cases12
Design, implementation and application of the Marchenko plane-wave algorithm12
GROWTH-23: An integrated code for inversion of complete Bouguer gravity anomaly or temporal gravity changes12
Seismic fault detection using convolutional neural networks with focal loss12
Advanced petrographic thin section segmentation through deep learning-integrated adaptive GLFIF12
A framework for ecosystem service assessment using GIS interoperability standards12
Optimization of support vector machine parameters in modeling of Iju deposit mineralization and alteration zones using particle swarm optimization algorithm and grid search method12
GeoSPARQL query support for scientific raster array data12
High-resolution aeromagnetic map through Adapted-SRGAN: A case study in Québec, Canada12
Chroma: A MATLAB package and open-source platform for biomarker data processing and automatic index calculations12
Benchmarking multiphysics software for mantle convection12
Diffuser: A user-friendly program for diffusion chronometry with robust uncertainty estimation12
Semantic segmentation of coastal aerial/satellite images using deep learning techniques: An application to coastline detection12
A hierarchical deep neural network with iterative features for semantic labeling of airborne LiDAR point clouds12
EaDz: A web-based, relational database for detrital zircons from East Asia12
Comparative analysis of computational schemes for FEM modeling of 3D time-domain geoelectromagnetic fields excited by a horizontal grounded-wire source12
Intelligent seismic stratigraphic modeling using temporal convolutional network12
Introducing a new index for flood mapping using Sentinel-2 imagery (SFMI)12
Unsupervised clustering of ambient seismic noise in an urban environment12
Efficient modeling of fractional Laplacian viscoacoustic wave equation with fractional finite-difference method12
Petro NLP: Resources for natural language processing and information extraction for the oil and gas industry11
Editorial Board11
Application of polynomial type elastic outer boundary conditions in fractal composite reservoir seepage model11
Introducing PyFaultSlip: A free and open-source tool for the assessment of induced fault slip hazards from deep fluid injection11
3D magnetotelluric inversion with arbitrary data orientation angles11
The multi-GPU Wetland DEM Ponding Model11
Magnetic anomaly detection of adjacent parallel pipelines using deep learning neural networks11
Effective training strategies for deep-learning-based precipitation nowcasting and estimation11
Removing atmospheric noise from InSAR interferograms in mountainous regions with a convolutional neural network11
Measuring landslide-driven ground displacements with high-resolution surface models and optical flow11
CSIDRS – stable isotope data reduction software for the CAMECA LG SIMS10
Deep generative networks for multivariate fullstack seismic data inversion using inverse autoregressive flows10
Domain knowledge-guided geological named entities recognition of rock minerals based on prompt engineering with error feedback mechanism10
LADI: Landslide displacement interpolation through a spatial-temporal Kalman filter10
QDMlab: A MATL10
Estimation of electrical conductivity models using multi-coil rigid-boom electromagnetic induction measurements10
gTOOLS, an open-source MATLAB program for processing high precision, relative gravity data for time-lapse gravity monitoring10
DeLIA: A Dependability Library for Iterative Applications applied to parallel geophysical problems10
Unsupervised active–transfer learning for automated landslide mapping10
A deep scalable neural architecture for soil properties estimation from spectral information10
Hyperspectral image classification based on faster residual multi-branch spiking neural network10
Massive database generation for 2.5D borehole electromagnetic measurements using refined isogeometric analysis10
Discriminator-based stratigraphic sequence semantic augmentation seismic facies analysis10
A geological knowledge-constrained entity and relation extraction method for text: A case study of granitic pegmatite-type lithium deposits10
A deep learning model for predicting the production of coalbed methane considering time, space, and geological features10
Partially overlapped grain shape restoration of the granular rock images9
ConvEQ: Convolutional neural network for earthquake phase classification using short time frequency transform9
Editorial Board9
Magnetic anomalies characterization: Deep learning and explainability9
Functional multiple-point simulation9
Simulating volume-controlled invasion of a non-wetting fluid in volumetric images using basic image processing tools9
Advection-based tracking and analysis of salinity movement in the Indian Ocean9
A 3D forward stratigraphic model of aeolian dune evolution for prediction of lithofacies heterogeneity9
Sparse graph-regularized dictionary learning for full waveform inversion9
Polar night jet characterization through artificial intelligence9
Statistical comparison of variogram-based inversion methods for conditioning to indirect data9
Multi-mineral segmentation of micro-tomographic images using a convolutional neural network9
Hybrid homotopy-PSO global searching approach with multi-kernel extreme learning machine for efficient source identification of DNAPL-polluted aquifer9
Siamese Adversarial Network for image classification of heavy mineral grains9
RBF-FD analysis of 2D time-domain acoustic wave propagation in heterogeneous media9
Laudatio for Prof. João Felipe Coimbra Leite Costa, recipient of the John Cedric Griffiths teaching Award9
One-dimensional magnetotelluric parallel inversion using a ResNet1D-8 residual neural network9
SiamFuseNet: A pseudo-siamese network for detritus detection from polarized microscopic images of river sands9
Efficient proxy for time-lapse seismic forward modeling using a U-net encoder–decoder approach9
PyRefra – Refraction seismic data treatment and inversion9
Core–shell clustering approach for detection and analysis of coastal upwelling9
Interpreting Deepkriging for spatial interpolation in geostatistics9
Cube2sph : A toolkit enabling flexible and accurate continental-scale seismic wave simulations using the SPECFEM3D_Cartesian package9
Strip pooling channel spatial attention network for the segmentation of cloud and cloud shadow9
Efficient extraction of seismic reflection with Deep Learning9
Calibration, inversion and sensitivity analysis for hydro-morphodynamic models through the application of adjoint methods9
Empirical subspace detection applied to triggered seismicity by the July 25, 2011, M 5.0 earthquake in the Sea of Marmara, Turkey9
Denoising sparker seismic data with Deep BiLSTM in fractional Fourier transform8
WlCount: Geological lamination detection and counting using an image analysis approach8
Seimic impedance inversion based on semi-supervised learning8
Real-time social media sentiment analysis for rapid impact assessment of floods8
MLFC-net: A multi-level feature combination attention model for remote sensing scene classification8
Parallel algorithm for improving the performance of spatial queries in SQL: The use cases of SQLite/SpatiaLite and PostgreSQL/PostGIS databases8
Investigating the effect of mixing layer rheology on granular flow over entrainable beds using SPH method8
A combined deep learning and morphology approach for DFS identification and parameter extraction8
An automatic graph-based method for characterizing multichannel networks8
Editorial Board8
Comparison of machine learning algorithms for emulation of a gridded hydrological model given spatially explicit inputs8
Grade estimation using a hybrid method of back-propagation artificial neural network and particle swarm optimization with integrated samples coordinate and local variability8
μCT scans permeability computation with an unfi8
Rapid surrogate modeling of magnetotelluric in the frequency domain using physics-driven deep neural networks8
A first arrival picking method of microseismic signals based on semi-supervised learning using FreeMatch and MS-Picking8
A method for preserving three spatial features in the upscaling of categorical raster data8
Backpropagation-based inference for spatial interpolation to estimate the blastability index in an open pit mine8
IsoMapGen: Framework for early prediction of peak ground acceleration using tripartite feature extraction and gated attention model8
Relative dating of fault activity using the principle of cross-cutting relationships: An automated approach8
Deep semi-supervised learning using generative adversarial networks for automated seismic facies classification of mass transport complex8
Siamese topographic generation model: A deep learning model for generating Antarctic subglacial topography with fine details8
SWE_of_Bathymetry.m: A geomorphometric tool to automate discrimination between detachment and magmatic seafloor at slow-spreading ridges from shipboard multibeam bathymetry8
Fire-Image-DenseNet (FIDN) for predicting wildfire burnt area using remote sensing data8
Core box image recognition and its improvement with a new augmentation technique8
Efficient geo-electromagnetic modeling techniques for complex geological structures: A karst MT example8
Soil moisture estimation from Sentinel-1 interferometric observations over arid regions8
Automatic recognition of debris rock lithology based on unsupervised semantic segmentation8
An assessment on the off-road trafficability using a quantitative rule method with geographical and geological data8
SphGLLTools: A toolbox for visualization of large seismic model files based on 3D spectral-element meshes7
Random forests-based error-correction of streamflow from a large-scale hydrological model: Using model state variables to estimate error terms7
Bayesian learning of gas transport in three-dimensional fracture networks7
A reliable Bayesian neural network for the prediction of reservoir thickness with quantified uncertainty7
Combining a class-weighted algorithm and machine learning models in landslide susceptibility mapping: A case study of Wanzhou section of the Three Gorges Reservoir, China7
Integrating scientific knowledge into machine learning using interactive decision trees7
On data selection for training wind forecasting neural networks7
An integrated neighborhood and scale information network for open-pit mine change detection in high-resolution remote sensing images7
GPR-FWI-Py: Open-source Python software for multi-scale regularized full waveform inversion in Ground Penetrating Radar using random excitation sources7
Numerical modelling of deep coaxial borehole heat exchangers in the Cheshire Basin, UK7
Multi-domain diffraction identification: A supervised deep learning technique for seismic diffraction classification7
An assisted multi-frame approach for super-resolution in hyperspectral images of rock samples7
GeoReservoir: An ontology for deep-marine depositional system geometry description7
Refrapy: A Python program for seismic refraction data analysis7
Time reversal imaging and transfer learning for spatial and temporal seismic source location7
Editorial Board7
ScoreInver: 3D seismic impedance inversion based on scoring mechanism7
Intelligent fault prediction with wavelet-SVM fusion in coal mine7
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