Computers & Geosciences

Papers
(The H4-Index of Computers & Geosciences is 37. 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
Shale sample permeability estimation using fractal parameters computed from TransUnet-based SEM image segmentation54
Asymmetric learning based deep denoiser for nonstationary desert seismic noise suppression54
Adversarial learning of permanent seismic deformation from GNSS coordinate timeseries54
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
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
Superpixel segmentations for thin sections: Evaluation of methods to enable the generation of machine learning training data sets45
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
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
Quantitative analysis of fracture evolution in fold: Insights from FDEM modelling38
Multiscale reconstruction of porous media based on multiple dictionaries learning37
Differentiating outcropping strata from oblique photogrammetric data using an octree-based convolutional neural network with spatial parameters37
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