Earth Science Informatics

Article	Citations
CCWSIM: an efficient and fast wavelet-based CCSIM for categorical characterization of large-scale geological domains	78
Decompose-deep-recompose models and genetic algorithm based optimal ensemble method (GAE) to enhance the air temperature forecasting of world’s major urban cities	75
Spatial analysis of potential natural vegetation and habitat suitability changes on the Loess Plateau using high-resolution climate data and LPJ-GUESS model	70
HiLoF-GAN: high and low frequency information separation GAN for underwater image enhancement	66
A combination-weighted Matter-element Extension model of water storage potential prediction in pore-fissure sandstone aquifer: case of study in Longwanggou Coalfield, Ordos basin, China	65
Distributed spatial crowdsourcing based task allocation in Ocean Internet of Things	63
A Conditional Generative Adversarial Network for urban area classification using multi-source data	59
Inversion model for snow geophysical parameters estimation using sentinel–1 stokes parameter	58
Concatenating data-driven and reduced-physics models for smart production forecasting	57
Hybrid model for high-speed rail wind speed forecasting based on improved transformer	56
A novel implementation of a decomposition-enhanced hybrid GWO–KELM model with LUBE for constructing prediction intervals of groundwater drought	55
Correction: Extraction of maize canopy temperature and variation factor analysis based on multi-source unmanned aerial vehicle remote sensing data	55
Machine learning based mapping of physicochemical attributes in the Colombian Pacific seafloor	51
Determination of the stress concentration factor adjacent an extracted underground coal panel using the CART and MARS algorithms	50
Extraction of terrain ridge lines and valley lines based on agglomeration analysis of terrain points: a cluster analysis method	50
Ensemble machine learning approaches for estimating soil texture components in loess soils of Golestan Province	48
Modeling soil water retention curves by pore fractal dimension based on microstructure image	46
Roughness Estimation of Multi-Scale Rock Joints based on SfM & MVS Photogrammetry with A DSLR Camera in Animation Mode	46
Hyperspectral image classification based on channel perception mechanism and hybrid deformable convolution network	45
Artificial intelligence-driven clustering and prediction of Near-Earth Object behavioural groups and close approaches	44
G-ABORE: regularizing complex geometry building boundaries from pre-processed building LiDAR points using Bézier curve	44
Machine learning and hyperspectral imaging to predict soil water content: methodology and field validation	41
Evaluating the efficiency and accuracy of the copula-based rainfall-runoff model	40
A hybrid of RainNet and genetic algorithm in nowcasting prediction	39
EZ-InSAR-3: An open-source environment for interferometric synthetic aperture radar data processing in python	38

Data augmentation framework for rock thin section identification and classification under the condition of small samples	38
A multiscale siamese transformer attention network for remote sensing image change detection	37
Optimizing support vector machines for enhanced permeability prediction in sandstone reservoirs using systematic and heuristic hyperparameter tuning	37
Extraction of Surface Water Bodies using Optical Remote Sensing Images: A Review	37
Implicit 3D structural geological modeling of the Mexico Basin: a scalable and reproducible open-source workflow	36
iHHO-CBS: Improved Harris Hawk optimization and cubic bezier smoothing framework combining T2T-ViT classification for evacuation route planning at emergency	36
Segmentation of crack disaster images based on feature extraction enhancement and multi-scale fusion	36
Interactive web-based visualization of high-resolution rock and soil XCT: a lightweight workflow using Three.js and Zstandard	35
GNSS-A observation model with attached oceanic slowness gradient	35
Prediction of hydraulic conductivity based on the soil grain size using supervised committee machine artificial intelligence	35
CNN-based transfer learning for self-potential inversion	34
Artificial neural network methodology: application to predict plasticity of clay soil treated with sand	34
An optimal deep learning model for recognition of hidden hazardous weapons in terahertz and millimeter wave images	34
Assessing land degradation neutrality in semi-arid dryland agroecosystems of the matabeleland North province of Zimbabwe	33
Short term wind speed prediction based on CEESMDAN and improved seagull optimization kernel extreme learning machine	33
Mapping flood inundation in Baro Akobo Basin, Itang area, Ethiopia: integrating machine learning and process-based models	33
Assessing the feasibility of copula functions for estimating soil properties: a case study in Hunan Province	33
Assessing the forecasting accuracy of intense precipitation events in Iran using the WRF model	33
Seeing through the clouds: enhanced snow and cloud segmentation in sentinel-2 imagery with mDeepLabV3+	33
Transitional shale reservoir quality evaluation based on Random Forest algorithm—a case study of the Shanxi Formation, eastern Ordos Basin, China	33
LLM-GeoCWS: a semi-supervised chinese word segmentation method using large language model for geoscience domain	33
Towards progressive geospatial information processing on web systems: a case study for watershed analysis in Iowa	32
Integrating sentinel-2 and sentinel-3 for actual evapotranspiration estimation across diverse climate zones using the sen-ET plugin and machine learning models	32
Sequence-to-sequence and meta LSTM techniques enhanced by remote sensing for advanced evapotranspiration estimation	32
DPMFformer: an underwater image enhancement network based on deep pooling and multi-scale fusion transformer	31
Precise quantitative evaluation of the risk level of coal mine water inrush accidents based on the CW-BN model	31
Assessment of groundwater level using satellite-based hydrological parameters in North-West India: A deep learning approach	31
A mixed-fluid genetic model for the baiceng fluorite deposit, SW China: Deciphering the magmatic thermal driver and basinal fluid sources	30
Assessment of topographically influenced gravity-height gradients and plumb line curvature at Sümela Monastery (Türkiye)	29
Classification and detection of natural disasters using machine learning and deep learning techniques: A review	29
Short-term wind speed prediction model based on long short-term memory network with feature extraction	29
Variational Autoencoders for P-wave detection on strong motion earthquake spectrograms	29
Daily Wildfire Risk Prediction by Mining Global and local spatio-temporal dependency	29
Lithology prediction via multiscale feature-fusion convolutional neural networks	28
Post-stack seismic inversion through probabilistic neural networks and deep forward neural networks	28
A comparative study of LULC classifiers for analysing the cover management factor and support practice factor in RUSLE model	27
Enhancing landslide susceptibility mapping through advanced hybridization of bootstrap aggregating based decision tree algorithms	27
Groundwater potential mapping in the Central Highlands of Vietnam using spatially explicit machine learning	27
The O2A data flow framework: from observations to analysis and archives	27
Optimized machine learning-based enhanced modeling of pile bearing capacity in layered soils using random and grid search techniques	27
Log-based estimation of magnitude, azimuth and causes of anisotropy using a committee machine-based model	27
Optimizing the wells location using the Metaheuristic algorithms, as well as optimizing the drilling time of production and injection wells in one of the reservoirs in south west of Iran	27
Improvement of extreme rainfall characteristics for disaggregation of rainfall using MMRC with machine learning based DBSCAN clustering algorithm	27
Real-time flash flood detection employing the YOLOv8 model	26
Comparison of LSTM and SVM methods through wavelet decomposition in drought forecasting	26
Estimation of regional-scale near real time reference evapotranspiration using remote sensing and weather data to improve agriculture advisory	26
Sustainable water quality prediction using adaptive spider monkey optimization with Bi-LSTM	25
A novel method for estimating daily evapotranspiration based on one, two, and three-day meteorological records using the long short-term memory model combined with feedforward neural networks	25
How does extreme point sampling affect non-extreme simulation in geographical random forest?	25
MRISNet:Deep-learning-based Martian instance segmentation against blur	25

Combining social media data and meteorological sensors for urban flood detection: a statistical analysis in São Paulo City	25
Exploring watershed structural variation during watershed evolution process under artificial rainfall experiment	25
Assessment of forest cover dynamics for the detection of deforestation in the Hindu Kush Himalayan region using geospatial and machine learning approaches	25
Spatio-temporal prediction model of landslide deep displacement based on VMD-GWO-LSTM and its application	25
A multi-scale attention encoding and dynamic decoding network designed for short-term precipitation forecasting	24
EADCN-BCSR: A novel framework for accurate and real-time waste detection and classification	24
A change type determination method based on knowledge of spectral changes in land cover types	24
Impervious surface Mapping and its spatial–temporal evolution analysis in the Yellow River Delta over the last three decades using Google Earth Engine	23
Improving the accuracy of rainfall-runoff relationship estimation using signal processing techniques, bio-inspired swarm intelligence and artificial intelligence algorithms	23
Impact of segmentation algorithms on multisensor LULC classification in a semiarid Mediterranean area	23
Multiple data-driven approaches for estimating daily streamflow in the Kone River basin, Vietnam	23
Correction to: Land use and land cover classification using machine learning algorithms in google earth engine	23
Recognition of rock formation while drilling based on optimized machine learning algorithms	23
Real-time seismic signal classification using deep vision architectures for earthquake early warning systems	23
RUSLE/SDR for assessment of soil erosion by a new non-convex regression	23
Assessing the shear strength of sandy soil reinforced with polyethylene-terephthalate: an AI-based approach	23
Remote sensing image enhancement and water eutrophication prediction based on atmospheric-water multimodal information fusion	22
Regularization in machine learning models for MVT Pb-Zn prospectivity mapping: applying lasso and elastic-net algorithms	22
Accuracy enhancement in land subsidence prediction using lightgbm and metaheuristic optimization	22
Assessment of frost heave in coarse-grained soil: a novel application of multi-strategy enhanced dung beetle-optimized KELM model	22
Spatiotemporal investigation of scaling properties of precipitation using high resolution data	22
Improving the spatial prediction of topsoil properties in a typical grazing area using multi-season PlanetScope spectral covariates and data mining techniques	22
Correction: Enhanced hyperspectral image classification with optimized band selection and Resnext maxout network	22
PCA-VGG16 model for classification of rock types	22
Advancing multi-pollutant air quality forecasting using Transformer-based Informer architecture	22
Modelling bedload transport in sand-bed channels under seepage conditions using hybrid ML and DL algorithms	21
Modelling of GNSS station position time series using deep learning approaches	21
Satellite image classification using deep learning approach	21
Predicting urban tomorrow: CA-Markov modeling and district evolution	21
Seismic facies analysis using machine learning techniques: a review and case study	21
Comparative analysis of deep learning architectures for multi-class mineral classification: a study using EfficientNet and ResNet models	21
Evaluation of TerraClimate gridded data across diverse climates in Iran	21
Research on urban 3D geological modeling based on multi-modal data fusion: a case study in Jinan, China	21
Design and evaluation of a cloud-oriented procedure based on SAR and Multispectral data to detect burnt areas	21
Improving permeability modeling using artificial neural networks in Lower Safa sand reservoir, JG field, Abu El-Gharadig basin, Western Desert, Egypt	20
A hybrid wind speed forecasting model with two-stage data processing based on adaptive neuro-fuzzy inference systems and deep learning algorithms	20
Modelling radium equivalent activity from 226Ra, 232Th, and 40K series of recycled waste materials: Analytical and artificial intelligence approaches	20
Geomorphological evolution of small watershed on the Chinese Loess Plateau based on slope shape spectra	20
Automated geological modeling with ArcGIS Engine: a methodological framework for surface and subsurface data integration	20
Flash flood susceptibility modeling using optimized deep learning method in the Uttarakhand Himalayas	20
Prediction of the petroliferous area in WZ6-1 structure of Beibu Gulf Basin in the South China Sea based on PCA-SOM model	20
Coastal vulnerability assessment in Norway: a geoinformation-based approach	20
Unsupervised chemofacies classification from core HHXRF data in the Ohio Trenton–Utica succession: a reproducible multivariate workflow	20
Scientific machine learning in hydrology: a unified perspective	20
Enhanced mineral targeting by using artificial intelligence-based modelling: remotely sensed and geochemical data for harnessing Co-Cr-Ni, and cupriferous mineral prospectivity mapping in Bou Azzer in	20
High-efficiency method for 3D visualization of marine environmental information	20
Assessment of rainfall and climate change patterns via machine learning tools and impact on forecasting in the City of Kigali	19
Influence of the weathered layer on the dynamic response characteristics and failure patterns of rock slopes	19
Selecting the best backbone model: A comprehensive evaluation of deep learning models for satellite image-based land cover classification	19
Exploitation of the ensemble-based machine learning strategies to elevate the precision of CORDEX regional simulations in precipitation projection	19
Digital mapping of coastal landscapes integrating ocean-environment relationships and machine learning	19
A point and interval forecasting of solar irradiance using different decomposition based hybrid models	19
Robust geometric estimation of the plate-fixed velocities from PPP solutions	19
MSTC: a unified encoding method for geophysical big data retrieval	19
Ensemble machine learning model for exploration and targeting of Pb-Zn deposits in Algeria	19
Exploring challenges in deep learning of single-station ground motion records	19
A hybrid key agreement scheme utilized elliptic curve Diffie-Hellman for IoT based advanced metering environment	19
Integration Sentinel-1 SAR data and machine learning for land subsidence in-depth analysis in the North Coast of Central Java, Indonesia	19
Analysis and modelling of gas relative permeability in reservoir by hybrid KELM methods	19
Long-term shoreline dynamics of South Kerala Coast using satellite images	19
K-Means Featurizer: A booster for intricate datasets	19
Correction to: Seasonal assessment of cross-shore morphodynamic behaviour of wave-dominated beaches using data-driven analysis	19
Climatic variables impact on inland lakes water levels and area fluctuations in an arid/semi-arid region of Iran, Iraq, and Turkey based on the remote sensing data	18
Tools for packaging static webpages for the development of Multiscale Geo-structural Information Systems (MGS) using Python and open-source software	18
A Tri-Training method for lithofacies identification under scarce labeled logging data	18
A fidelity evaluation model for watermarked vector maps based on improved fuzzy comprehensive evaluation and random forest	18
Predicting seawater intrusion wedge length in coastal aquifers using hybrid gradient boosting techniques	18
Improvement of deep learning Method for water body segmentation of remote sensing images based on attention modules	18
Coastal vulnerability assessment using the machine learning tree-based algorithms modeling in the north coast of Java, Indonesia	18
Martian Swiss Cheese detection and volume estimation using shape from shading in very high-resolution imagery	18
Mapping wildfire susceptibility in the tropical region of Brunei: a machine learning and explainable AI approach using google earth engine with remote sensing data	18
Estimation of the elastic modulus of basaltic rocks using machine learning methods	18
U-TWGAN: Underwater image enhancement via wavelet-transformer and sparse multilayer perceptrons generative adversarial network	18
Adaptive water delineation algorithms for L- and C-band SAR imagery: a comparative analysis	18
Routing land use changes using the landscape ecology approach in Isfahan city, central Iran	18
Incremental learning-random forest model-based landslide susceptibility analysis: A case of Ganzhou City, China	18
Spatiotemporal prediction of grassland net primary productivity using deep learning models integrating temporal decomposition and spatial clustering: a case study in source region of the Yellow River,	18
A self-adaptable Manta ray optimized Gabor filter for satellite image enhancement	18
Drought assessment in the northeastern Aras Basin using multi-parameter aggregate drought index and innovative polygon trend analysis	17
Exploring hybrid models for forecasting $$CO_2$$ emissions in drought-prone Somalia: a comparative analysis	17

Performance evaluation of dimensionality reduction techniques on hyperspectral data for mineral exploration	17
Ultra-short-term wind speed hybrid forecasting model based on maximal information coefficient-optimized TVF-EMD and resTKAN	17
Performance of various gridded precipitation and temperature products against gauged observations over Turkey	17
Short-term prediction of wave height based on a deep learning autoregressive integrated moving average model	17
DNA dynamic coding-based encryption algorithm for vector map considering global objects	17
Best worst method-based mineral prospectivity modeling over the Central part of the Southern Kibi-Winneba Belt of Ghana	17
Domain-informed multi-step wind speed forecasting: evaluating extreme wind conditions and seasonal variations	17
Ultra-short-term photovoltaic power prediction based on modal reconstruction and BiLSTM-CNN-Attention model	17
Empirical correlations between uniaxial compressive strength and density on the basis of lithology: implications from statistical and machine learning assessments	17
Typical lake area is accurately predicted and assessed based on deep learning algorithms and associated physical mechanisms	17
Implementation of the BIRCH algorithm to construct a data-adaptive network design for regional gravity field modeling via SRBF	17
Influence of different tectonic settings on fracture formation and fluid flow around upper-crustal magmatic intrusion: insights from numerical modelling	17
Understanding the role of training sample size in the uncertainty of high-resolution LULC mapping using random forest	17
Soft computing approaches for predicting boron contamination in arid sandstone groundwater	17
Research on prediction method of reservoir key parameters using deep network architecture based on cross feature fusion with optimization mechanism	16
AI-driven reinforced optimal cloud resource allocation (ROCRA) for high-speed satellite imagery data processing	16
Geolocation bias correction for CARTOSAT-1 stereo images through virtual ground control points generation over mountainous areas	16
A comparative study of the XGBoost ensemble learning and multilayer perceptron in mineral prospectivity modeling: a case study of the Torud-Chahshirin belt, NE Iran	16
Investigation into the feature extraction module and lightweight network for rock image analysis	16
IDDS: a software to download IGETS data	16
Forecasting future scenarios of coastline changes in Türkiye's Seyhan Basin: a comparative analysis of statistical methods and Kalman Filtering (2033–2043)	16
Dual-color space color correction and histogram segmentation optimized strategy for underwater image enhancement	16
Multi-objective optimal allocation of water resources based on improved marine predator algorithm and entropy weighting method	16
Machine learning algorithms for building height estimations using ICESat-2/ATLAS and Airborne LiDAR data	16
Determination of the performance of training algorithms and activation functions in meteorological drought index prediction with nonlinear autoregressive neural network	16
An enhanced discovery of multiple natural disasters using machine learning model	16
Mapping mining waste and identification of acid mine drainage within an active mining area through sub-pixel analysis on OLI and Sentinel-2	16
A new benchmark for spatiotemporal fusion of Sentinel-2 and Sentinel-3 OLCI images	16
APAS-TR: a MATLAB-based open-source software package for multi-GNSS precise point positioning and its performance in strong ionospheric conditions	15
Enhancement of underwater images using novel Markov-patch based conditional generative adversarial network	15
Identification of The Survey Points from Network RTK Trajectory with Improved DBSCAN Clustering, Case Study on HNCORS	15
New approach to reduce the uncertainty level of the shear wave velocity prediction by utilizing ensemble model: A case study from Sirt Basin, Libya	15
MEHGNet: a multi-feature extraction and high-resolution generative network for satellite cloud image sequence prediction	15
Landsat 8 and ASTER remote sensing data for ore prospecting in the postmasburg manganese ore field, South Africa	15
The geospatial modelling of vegetation carbon storage analysis in Google earth engine using machine learning techniques	15
Deep learning-driven rainfall prediction leveraging hybrid child drawing development optimization and time series data	15
Performance analysis of open-source DEMs in tsunami inundation modelling	15
Deep learning method for porphyry prospectivity modeling, Shahr-e-Babak area, Iran	15
A novel feature fusion-based stratum image recognition method for drilling rig	15
Seismic-induced landslides susceptibility mapping of the NEOM area, northwestern Saudi Arabia using machine learning models	15
Assessing the impacts of catastrophic 2020 wildfires in the Brazilian Pantanal using MODIS data and Google Earth Engine: A case study in the world’s largest sanctuary for Jaguars	15
Enhanced error correction and spatial downscaling of precipitation and air temperature in the middle and low reaches of the Yangtze River using a random forest model with the Sokol method	15
Carbonate lithofacies classification in optical microscopy: a data-centric approach using augmentation and GAN synthetic images	15
DBA-YOLO: A Lightweight Fire DetectionAlgorithm with Structural Reparameterized Multiple Attention Mechanisms	15
The use of convolutional neural networks to predict carbonate dissolution features in acoustic borehole images: an example from brazilian pre-salt reservoirs	15
KG-Unet: a knowledge-guided deep learning approach for seismic facies segmentation	15
Earthquake-induced building damage detection using the fusion of optical and radar data in intelligent systems	15
Geostatistical and multivariate analysis of phosphate evolution and its relationship with heavy metals in shallow groundwater in a Semi-Arid Basin	15
Object-based image analysis for extracting regional slope units and its application	15
Correction: Improving the modeling of bathymetry in the Persian Gulf and the Oman Sea using data assimilation of geodetic observation data	15
Correction: Assessment of future groundwater level using modflow code under different managerial scenarios in the Serres river basin, Greece	15
Enhancing monthly runoff prediction: a data-driven framework integrating variational mode decomposition, enhanced artificial rabbit optimization, support vector regression, and error correction	15
Mapping and analysing framework for extreme precipitation-induced flooding	15
Iterative geostatistical seismic inversion with adaptive local variogram models	14
An approach based on performer-attention-guided few-shot learning model for plant disease classification	14
DSSFT: Dual branch spectral-spatial feature fusion transformer network for hyperspectral image unmixing	14
Assessment of ecological restoration effectiveness and quantitative analysis of multiple driving forces in high groundwater-level coal mining subsidence areas of the main Urban District	14
Correction: A thesaurus for improved communication and data integration in sandy beach ecosystem research	14
Engineering Applications of Urban Green Space Planning in Mountainous Areas: An Improved Structure-based RS Land Class Information Extraction Method for U-Net Networks	14
Enhancing formation bulk density prediction while drilling using mud logging data and interpretable boosting machine learning	14
Spatio-temporal variations in characteristics of terrestrial water storage and associated drought over different geographic regions of Türkiye	14
Multi-scale spatiotemporal wind forecasting network in Southwest China	14
Using fractal and multifractal methods to reveal geophysical anomalies in Sardouyeh District, Kerman, Iran	14
Building roof extraction from aerial imagery using resUNet- nonlocal attention block and seamless patch integration: a case study in Ahvaz, Iran	14
CEDG-GeoQA: Knowledge base question answering for the geoscience domain via Chinese entity description graph	14
RDF-G*: An efficient RDF query answer engine based on graph model and star index	14
A novel TCN-augmented CNN-LSTM architecture for accurate monthly runoff forecasting	14
Improving permeability prediction in carbonate reservoirs through gradient boosting hyperparameter tuning	14
Detection of multivariate geochemical anomalies using machine learning (ML) algorithms in Dehaq Pb-Zn mineralization, Sanandaj-Sirjan zone, Isfahan, Iran	14
A novel reasoning random forest imputation algorithm for recovering incomplete datasets in geological hazard prediction	14
A novel deep learning approach based on automatic weighted average ensemble for accurate forest burn scar extraction in Indian tropical deciduous forest	14
Monitoring vegetation dynamics across land use types in Iran: spatiotemporal relationships with soil temperature and water volume	14
A novel method for predicting wind speed using data decomposition-based reformer model	14
Analyzing rare earth mine distributions in mainland China: a machine learning approach with k-means clustering and SVM	14
Constraint information extraction for 3D geological modelling using a span-based joint entity and relation extraction model	14
Interpretable liquefaction prediction model based on stacking algorithm	14
Prediction of the height of water-conducting fracture zone using the FA-ALO-SVR model	14
Investigating the usefulness of satellite-retrieved land surface temperature (LST) in pre- and post-fire spatial analysis	14
Urban building function classification based on multisource geospatial data: a two-stage method combining unsupervised and supervised algorithms	14
Revealing hidden risks: advanced assessment of urban land subsidence	14
Global monthly sea surface temperature forecasting using the SARIMA, LSTM, and GRU models	14
Prediction of petrophysical static rock type through nonlinear dimensionality reduction and mutual information	14
Post-seismic structural assessment: advanced crack detection through complex feature extraction using pre-trained deep learning and machine learning integration	14
AI-driven forecasting of river discharge: the case study of the Himalayan mountainous river	13
Long-term prediction of sea ice concentration with convolutional long short-term memory	13
Data-driven approaches for estimation of sediment discharge in rivers	13
TL-iTransformer: Revolutionizing sea surface temperature prediction through iTransformer and transfer learning	13
Suspended sediment load prediction in river systems via shuffled frog-leaping algorithm and neural network	13
Depth estimation from multispectral satellite imagery: a comparison of conventional and machine learning-based approaches- case study: Kish Island, Persian Gulf	13
ST-OzoneNet: A spatio-temporal deep learning model for accurate prediction of ozone concentration	13
National flood susceptibility mapping in Saudi Arabia	13
Designing a deep learning-based framework for the prediction of lake surface closed curves	13
Application of machine learning techniques for wetland type mapping in the Numto Nature Park (Western Siberia)	13
Predicting the magnitude of an impending earthquake using deep learning techniques	13
Analyzing groundwater level with hybrid ANN and ANFIS using metaheuristic optimization	13