Earth Science Informatics

Article	Citations
Active learning based on SVM and representativity in a coal mining environment	100
Correction: Extraction of maize canopy temperature and variation factor analysis based on multi-source unmanned aerial vehicle remote sensing data	76
Hyperspectral image classification based on channel perception mechanism and hybrid deformable convolution network	59
Distributed spatial crowdsourcing based task allocation in Ocean Internet of Things	59
Evaluating the efficiency and accuracy of the copula-based rainfall-runoff model	50
G-ABORE: regularizing complex geometry building boundaries from pre-processed building LiDAR points using Bézier curve	48
Decompose-deep-recompose models and genetic algorithm based optimal ensemble method (GAE) to enhance the air temperature forecasting of world’s major urban cities	47
Extraction of terrain ridge lines and valley lines based on agglomeration analysis of terrain points: a cluster analysis method	45
Determination of the stress concentration factor adjacent an extracted underground coal panel using the CART and MARS algorithms	45
Mapping of groundwater potential zones in Pohru Watershed of Jhelum Basin-Western Himalaya, India using integrated approach of remote sensing, GIS and AHP	42
Modeling soil water retention curves by pore fractal dimension based on microstructure image	40
CCWSIM: an efficient and fast wavelet-based CCSIM for categorical characterization of large-scale geological domains	38
Ensemble machine learning approaches for estimating soil texture components in loess soils of Golestan Province	38
Roughness Estimation of Multi-Scale Rock Joints based on SfM & MVS Photogrammetry with A DSLR Camera in Animation Mode	35
Concatenating data-driven and reduced-physics models for smart production forecasting	35
Lithology identification of logging data based on improved neighborhood rough set and AdaBoost	34
HiLoF-GAN: high and low frequency information separation GAN for underwater image enhancement	34
Efficient weighted naive bayes classifiers to predict air quality index	33
Introducing dynamic land subsidence index based on the ALPRIFT framework using artificial intelligence techniques	32
Extraction of Surface Water Bodies using Optical Remote Sensing Images: A Review	31
A Conditional Generative Adversarial Network for urban area classification using multi-source data	30
Spatial analysis of potential natural vegetation and habitat suitability changes on the Loess Plateau using high-resolution climate data and LPJ-GUESS model	29
Towards the internet of underwater things: a comprehensive survey	29
Inversion model for snow geophysical parameters estimation using sentinel–1 stokes parameter	29
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	28

Machine learning based mapping of physicochemical attributes in the Colombian Pacific seafloor	28
A hybrid of RainNet and genetic algorithm in nowcasting prediction	28
Assessment of groundwater level using satellite-based hydrological parameters in North-West India: A deep learning approach	27
Machine learning and hyperspectral imaging to predict soil water content: methodology and field validation	27
Fractal characteristics of lineaments extracted from OLI images at different time phases	26
Assessing the feasibility of copula functions for estimating soil properties: a case study in Hunan Province	26
Construction and application of integrated entropy model for measuring precipitation complexity	26
Segmentation of crack disaster images based on feature extraction enhancement and multi-scale fusion	25
Assessing the forecasting accuracy of intense precipitation events in Iran using the WRF model	25
Towards progressive geospatial information processing on web systems: a case study for watershed analysis in Iowa	25
Sequence-to-sequence and meta LSTM techniques enhanced by remote sensing for advanced evapotranspiration estimation	25
Assessing land degradation neutrality in semi-arid dryland agroecosystems of the matabeleland North province of Zimbabwe	24
Prediction of hydraulic conductivity based on the soil grain size using supervised committee machine artificial intelligence	24
Mapping flood inundation in Baro Akobo Basin, Itang area, Ethiopia: integrating machine learning and process-based models	24
Short-term wind speed prediction model based on long short-term memory network with feature extraction	23
Optimizing support vector machines for enhanced permeability prediction in sandstone reservoirs using systematic and heuristic hyperparameter tuning	23
An optimal deep learning model for recognition of hidden hazardous weapons in terahertz and millimeter wave images	23
A comparative study of LULC classifiers for analysing the cover management factor and support practice factor in RUSLE model	23
Short term wind speed prediction based on CEESMDAN and improved seagull optimization kernel extreme learning machine	23
Artificial neural network methodology: application to predict plasticity of clay soil treated with sand	23
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	23
DPMFformer: an underwater image enhancement network based on deep pooling and multi-scale fusion transformer	22
ET2Spatial – software for georeferencing of eye movement data	22
Daily Wildfire Risk Prediction by Mining Global and local spatio-temporal dependency	21
Enhancing landslide susceptibility mapping through advanced hybridization of bootstrap aggregating based decision tree algorithms	21
CNN-based transfer learning for self-potential inversion	21
Integrating sentinel-2 and sentinel-3 for actual evapotranspiration estimation across diverse climate zones using the sen-ET plugin and machine learning models	21
Transitional shale reservoir quality evaluation based on Random Forest algorithm—a case study of the Shanxi Formation, eastern Ordos Basin, China	20
LLM-GeoCWS: a semi-supervised chinese word segmentation method using large language model for geoscience domain	20
Seeing through the clouds: enhanced snow and cloud segmentation in sentinel-2 imagery with mDeepLabV3+	20
Log-based estimation of magnitude, azimuth and causes of anisotropy using a committee machine-based model	19
iHHO-CBS: Improved Harris Hawk optimization and cubic bezier smoothing framework combining T2T-ViT classification for evacuation route planning at emergency	19
A change type determination method based on knowledge of spectral changes in land cover types	19
Precise quantitative evaluation of the risk level of coal mine water inrush accidents based on the CW-BN model	19
Classification and detection of natural disasters using machine learning and deep learning techniques: A review	19
Optimized machine learning-based enhanced modeling of pile bearing capacity in layered soils using random and grid search techniques	19
GNSS-A observation model with attached oceanic slowness gradient	19
Methods for landslide detection based on lightweight YOLOv4 convolutional neural network	19
Post-stack seismic inversion through probabilistic neural networks and deep forward neural networks	19
Improvement of extreme rainfall characteristics for disaggregation of rainfall using MMRC with machine learning based DBSCAN clustering algorithm	18
Improving the spatial prediction of topsoil properties in a typical grazing area using multi-season PlanetScope spectral covariates and data mining techniques	18
MRISNet:Deep-learning-based Martian instance segmentation against blur	18
Estimation of regional-scale near real time reference evapotranspiration using remote sensing and weather data to improve agriculture advisory	18
EADCN-BCSR: A novel framework for accurate and real-time waste detection and classification	18
Evaluation of TerraClimate gridded data across diverse climates in Iran	18
RUSLE/SDR for assessment of soil erosion by a new non-convex regression	18
Impact of segmentation algorithms on multisensor LULC classification in a semiarid Mediterranean area	18
A multi-scale attention encoding and dynamic decoding network designed for short-term precipitation forecasting	18
Improving permeability modeling using artificial neural networks in Lower Safa sand reservoir, JG field, Abu El-Gharadig basin, Western Desert, Egypt	18
Modelling of GNSS station position time series using deep learning approaches	18

How does extreme point sampling affect non-extreme simulation in geographical random forest?	18
Exploring watershed structural variation during watershed evolution process under artificial rainfall experiment	18
PCA-VGG16 model for classification of rock types	17
Improving the accuracy of rainfall-runoff relationship estimation using signal processing techniques, bio-inspired swarm intelligence and artificial intelligence algorithms	17
Scientific machine learning in hydrology: a unified perspective	17
Combining social media data and meteorological sensors for urban flood detection: a statistical analysis in São Paulo City	17
Real-time flash flood detection employing the YOLOv8 model	17
Sustainable water quality prediction using adaptive spider monkey optimization with Bi-LSTM	17
Advancing multi-pollutant air quality forecasting using Transformer-based Informer architecture	17
Spatio-temporal prediction model of landslide deep displacement based on VMD-GWO-LSTM and its application	17
A hybrid wind speed forecasting model with two-stage data processing based on adaptive neuro-fuzzy inference systems and deep learning algorithms	17
Accuracy enhancement in land subsidence prediction using lightgbm and metaheuristic optimization	17
Recognition of rock formation while drilling based on optimized machine learning algorithms	17
Design and evaluation of a cloud-oriented procedure based on SAR and Multispectral data to detect burnt areas	17
Correction to: Land use and land cover classification using machine learning algorithms in google earth engine	16
Assessment of frost heave in coarse-grained soil: a novel application of multi-strategy enhanced dung beetle-optimized KELM model	16
Impervious surface Mapping and its spatial–temporal evolution analysis in the Yellow River Delta over the last three decades using Google Earth Engine	16
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	16
Assessment of forest cover dynamics for the detection of deforestation in the Hindu Kush Himalayan region using geospatial and machine learning approaches	16
Flash flood susceptibility modeling using optimized deep learning method in the Uttarakhand Himalayas	16
Numerical simulation to estimate the conductive thermal state model – Mexican EGS zones as study cases	16
Multiple data-driven approaches for estimating daily streamflow in the Kone River basin, Vietnam	16
Proposing a Hybrid Genetic Algorithm based Parsimonious Random Forest Regression (H-GAPRFR) technique for solar irradiance forecasting with feature selection and parameter optimization	16
Comparison of LSTM and SVM methods through wavelet decomposition in drought forecasting	16
Few-shot learning for name entity recognition in geological text based on GeoBERT	16
Typical lake area is accurately predicted and assessed based on deep learning algorithms and associated physical mechanisms	15
Seismic facies analysis using machine learning techniques: a review and case study	15
Predicting urban tomorrow: CA-Markov modeling and district evolution	15
Research on urban 3D geological modeling based on multi-modal data fusion: a case study in Jinan, China	15
Correction to: Seasonal assessment of cross-shore morphodynamic behaviour of wave-dominated beaches using data-driven analysis	15
Mapping wildfire susceptibility in the tropical region of Brunei: a machine learning and explainable AI approach using google earth engine with remote sensing data	15
Ensemble machine learning model for exploration and targeting of Pb-Zn deposits in Algeria	15
Spatiotemporal investigation of scaling properties of precipitation using high resolution data	15
Groundwater potential mapping in the Central Highlands of Vietnam using spatially explicit machine learning	15
Regularization in machine learning models for MVT Pb-Zn prospectivity mapping: applying lasso and elastic-net algorithms	15
Geochronology and structural deformation of Precambrian metamorphic basement in the eastern Jiangnan orogenic belt: constraints on the assembly time of the Yangtze and Cathaysia blocks	15
Selecting the best backbone model: A comprehensive evaluation of deep learning models for satellite image-based land cover classification	15
Soft computing approaches for predicting boron contamination in arid sandstone groundwater	15
Comparative analysis of deep learning architectures for multi-class mineral classification: a study using EfficientNet and ResNet models	15
Satellite image classification using deep learning approach	15
Assessing the shear strength of sandy soil reinforced with polyethylene-terephthalate: an AI-based approach	15
Research on lithology identification based on multi-sensor hybrid domain information fusion and support vector machine	15
High-efficiency method for 3D visualization of marine environmental information	15
Prediction of the petroliferous area in WZ6-1 structure of Beibu Gulf Basin in the South China Sea based on PCA-SOM model	15
Estimation of the elastic modulus of basaltic rocks using machine learning methods	14
Long-term shoreline dynamics of South Kerala Coast using satellite images	14
A hybrid key agreement scheme utilized elliptic curve Diffie-Hellman for IoT based advanced metering environment	14
Incremental learning-random forest model-based landslide susceptibility analysis: A case of Ganzhou City, China	14
A Tri-Training method for lithofacies identification under scarce labeled logging data	14
Digital mapping of coastal landscapes integrating ocean-environment relationships and machine learning	14
Geomorphological evolution of small watershed on the Chinese Loess Plateau based on slope shape spectra	14
Routing land use changes using the landscape ecology approach in Isfahan city, central Iran	14
DNA dynamic coding-based encryption algorithm for vector map considering global objects	14
Assessment of rainfall and climate change patterns via machine learning tools and impact on forecasting in the City of Kigali	14
Modelling radium equivalent activity from 226Ra, 232Th, and 40K series of recycled waste materials: Analytical and artificial intelligence approaches	14
Robust geometric estimation of the plate-fixed velocities from PPP solutions	14
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	13
Exploring challenges in deep learning of single-station ground motion records	13
Short-term prediction of wave height based on a deep learning autoregressive integrated moving average model	13
Coastal vulnerability assessment using the machine learning tree-based algorithms modeling in the north coast of Java, Indonesia	13
Ultra-short-term photovoltaic power prediction based on modal reconstruction and BiLSTM-CNN-Attention model	13
Geoid modeling with least squares modification of Hotine’s integral using gravity disturbances in Turkey	13
MSTC: a unified encoding method for geophysical big data retrieval	13
Empirical correlations between uniaxial compressive strength and density on the basis of lithology: implications from statistical and machine learning assessments	13
Exploitation of the ensemble-based machine learning strategies to elevate the precision of CORDEX regional simulations in precipitation projection	13
Martian Swiss Cheese detection and volume estimation using shape from shading in very high-resolution imagery	13
Integration Sentinel-1 SAR data and machine learning for land subsidence in-depth analysis in the North Coast of Central Java, Indonesia	13
A self-adaptable Manta ray optimized Gabor filter for satellite image enhancement	13
U-TWGAN: Underwater image enhancement via wavelet-transformer and sparse multilayer perceptrons generative adversarial network	13
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	13
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,	13
Adaptive water delineation algorithms for L- and C-band SAR imagery: a comparative analysis	13
Performance of various gridded precipitation and temperature products against gauged observations over Turkey	13
Understanding the role of training sample size in the uncertainty of high-resolution LULC mapping using random forest	13
Analysis and modelling of gas relative permeability in reservoir by hybrid KELM methods	13
Improvement of deep learning Method for water body segmentation of remote sensing images based on attention modules	13
Exploring hybrid models for forecasting $$CO_2$$ emissions in drought-prone Somalia: a comparative analysis	12
Object-based image analysis for extracting regional slope units and its application	12
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	12
Multi-objective optimal allocation of water resources based on improved marine predator algorithm and entropy weighting method	12

Intelligent prediction of rock mass deformation modulus through three optimized cascaded forward neural network models	12
Modelling of the environmental sustainability assessment index for inhabited islands	12
A point and interval forecasting of solar irradiance using different decomposition based hybrid models	12
Landsat 8 and ASTER remote sensing data for ore prospecting in the postmasburg manganese ore field, South Africa	12
Ultra-short-term wind speed hybrid forecasting model based on maximal information coefficient-optimized TVF-EMD and resTKAN	12
Mapping mining waste and identification of acid mine drainage within an active mining area through sub-pixel analysis on OLI and Sentinel-2	12
Machine learning algorithms for building height estimations using ICESat-2/ATLAS and Airborne LiDAR data	12
K-Means Featurizer: A booster for intricate datasets	12
Drought assessment in the northeastern Aras Basin using multi-parameter aggregate drought index and innovative polygon trend analysis	12
Predicting seawater intrusion wedge length in coastal aquifers using hybrid gradient boosting techniques	12
Reverting rupture processes based on fast synthesized 3D Green’s functions: application to the 2010 EI mayor-Cucapah earthquake and the 2017 Jiuzhaigou earthquake	12
Forecasting future scenarios of coastline changes in Türkiye's Seyhan Basin: a comparative analysis of statistical methods and Kalman Filtering (2033–2043)	12
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	12
A fidelity evaluation model for watermarked vector maps based on improved fuzzy comprehensive evaluation and random forest	12
Frequency analysis of extreme flows using an Artificial Neural Network (ANN) model case Western High Atlas - Morocco	11
A new benchmark for spatiotemporal fusion of Sentinel-2 and Sentinel-3 OLCI images	11
An enhanced discovery of multiple natural disasters using machine learning model	11
Geospatial modelling of rainfall erosivity in the humid tropics using remotely sensed data	11
Performance evaluation of dimensionality reduction techniques on hyperspectral data for mineral exploration	11
Spatial-temporal Assessment of Environmental Law violation patterns in permanent preservation Areas from Southern of Minas Gerais State, Brazil	11
Geolocation bias correction for CARTOSAT-1 stereo images through virtual ground control points generation over mountainous areas	11
Determination of the performance of training algorithms and activation functions in meteorological drought index prediction with nonlinear autoregressive neural network	11
Implementation of the BIRCH algorithm to construct a data-adaptive network design for regional gravity field modeling via SRBF	11
New approach to reduce the uncertainty level of the shear wave velocity prediction by utilizing ensemble model: A case study from Sirt Basin, Libya	11
Geostatistical and multivariate analysis of phosphate evolution and its relationship with heavy metals in shallow groundwater in a Semi-Arid Basin	11
AI-driven reinforced optimal cloud resource allocation (ROCRA) for high-speed satellite imagery data processing	11
Research on prediction method of reservoir key parameters using deep network architecture based on cross feature fusion with optimization mechanism	11
Domain-informed multi-step wind speed forecasting: evaluating extreme wind conditions and seasonal variations	11
Influence of different tectonic settings on fracture formation and fluid flow around upper-crustal magmatic intrusion: insights from numerical modelling	11
Dual-color space color correction and histogram segmentation optimized strategy for underwater image enhancement	11
APAS-TR: a MATLAB-based open-source software package for multi-GNSS precise point positioning and its performance in strong ionospheric conditions	10
Detection of multivariate geochemical anomalies using machine learning (ML) algorithms in Dehaq Pb-Zn mineralization, Sanandaj-Sirjan zone, Isfahan, Iran	10
Revealing hidden risks: advanced assessment of urban land subsidence	10
Predicting the concentration of sulfate using machine learning methods	10
DBA-YOLO: A Lightweight Fire DetectionAlgorithm with Structural Reparameterized Multiple Attention Mechanisms	10
Seismic-induced landslides susceptibility mapping of the NEOM area, northwestern Saudi Arabia using machine learning models	10
Enhancing monthly runoff prediction: a data-driven framework integrating variational mode decomposition, enhanced artificial rabbit optimization, support vector regression, and error correction	10
Improving permeability prediction in carbonate reservoirs through gradient boosting hyperparameter tuning	10
SRBF_Soft: a Python-based open-source software for regional gravity field modeling using spherical radial basis functions based on the data-adaptive network design methodology	10
Mapping and analysing framework for extreme precipitation-induced flooding	10
A novel feature fusion-based stratum image recognition method for drilling rig	10
Best worst method-based mineral prospectivity modeling over the Central part of the Southern Kibi-Winneba Belt of Ghana	10
Identification of The Survey Points from Network RTK Trajectory with Improved DBSCAN Clustering, Case Study on HNCORS	10
Performance analysis of open-source DEMs in tsunami inundation modelling	10
Global monthly sea surface temperature forecasting using the SARIMA, LSTM, and GRU models	10
KG-Unet: a knowledge-guided deep learning approach for seismic facies segmentation	10
Spatio-temporal variations in characteristics of terrestrial water storage and associated drought over different geographic regions of Türkiye	10
The geospatial modelling of vegetation carbon storage analysis in Google earth engine using machine learning techniques	10
Enhancement of underwater images using novel Markov-patch based conditional generative adversarial network	10
Correction: Assessment of future groundwater level using modflow code under different managerial scenarios in the Serres river basin, Greece	10
Correction: Improving the modeling of bathymetry in the Persian Gulf and the Oman Sea using data assimilation of geodetic observation data	10
Earthquake-induced building damage detection using the fusion of optical and radar data in intelligent systems	10
MEHGNet: a multi-feature extraction and high-resolution generative network for satellite cloud image sequence prediction	10
Enhancing formation bulk density prediction while drilling using mud logging data and interpretable boosting machine learning	10
A novel TCN-augmented CNN-LSTM architecture for accurate monthly runoff forecasting	10
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	10
Urban building function classification based on multisource geospatial data: a two-stage method combining unsupervised and supervised algorithms	10
Carbonate lithofacies classification in optical microscopy: a data-centric approach using augmentation and GAN synthetic images	10
Investigating the usefulness of satellite-retrieved land surface temperature (LST) in pre- and post-fire spatial analysis	10
Statistical evaluation of multiple interpolation techniques for spatial mapping of highly variable geotechnical facets of soil in natural deposition	9
AI-driven forecasting of river discharge: the case study of the Himalayan mountainous river	9
Analysis of geomorphologic features of the circular structure in the south of Lufeng Dinosaur Valley	9
Prediction of petrophysical static rock type through nonlinear dimensionality reduction and mutual information	9
Analyzing rare earth mine distributions in mainland China: a machine learning approach with k-means clustering and SVM	9
Prediction of the height of water-conducting fracture zone using the FA-ALO-SVR model	9
Multi-scale spatiotemporal wind forecasting network in Southwest China	9
ST-OzoneNet: A spatio-temporal deep learning model for accurate prediction of ozone concentration	9
Building roof extraction from aerial imagery using resUNet- nonlocal attention block and seamless patch integration: a case study in Ahvaz, Iran	9
A novel method for predicting wind speed using data decomposition-based reformer model	9
Explainable machine learning-based land subsidence susceptibility mapping: from feature importance to individual model contributions in ensembled system	9
Monitoring vegetation dynamics across land use types in Iran: spatiotemporal relationships with soil temperature and water volume	9
Data-driven approaches for estimation of sediment discharge in rivers	9
Construction of a predictive model of shovel productivity applying machine learning algorithms	9
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	9
Methodology of conceptual specification of models in global tectonics	9
Engineering Applications of Urban Green Space Planning in Mountainous Areas: An Improved Structure-based RS Land Class Information Extraction Method for U-Net Networks	9
DSSFT: Dual branch spectral-spatial feature fusion transformer network for hyperspectral image unmixing	9
Analyzing groundwater level with hybrid ANN and ANFIS using metaheuristic optimization	9
TL-iTransformer: Revolutionizing sea surface temperature prediction through iTransformer and transfer learning	9
National flood susceptibility mapping in Saudi Arabia	9
RDF-G*: An efficient RDF query answer engine based on graph model and star index	9
Deep learning-based predictive models of land subsidence and collapsed pipes in Razavi Khorasan Province, Iran	9
Constraint information extraction for 3D geological modelling using a span-based joint entity and relation extraction model	9
Deep learning-driven rainfall prediction leveraging hybrid child drawing development optimization and time series data	9
Post-seismic structural assessment: advanced crack detection through complex feature extraction using pre-trained deep learning and machine learning integration	9
Metakaolin as a soil stabilizing admixture: A comprehensive analysis of California bearing ratio and consolidation behavior using experimental and machine learning approaches	9
Application of machine learning techniques for wetland type mapping in the Numto Nature Park (Western Siberia)	9
Optimized modified single shot multibox detector with hybrid encryption algorithm for satellite image security and classification	9
CEDG-GeoQA: Knowledge base question answering for the geoscience domain via Chinese entity description graph	9
Two-stage forecasting of TCN-GRU short-term load considering error compensation and real-time decomposition	9
Interpretable liquefaction prediction model based on stacking algorithm	9
Short-term wind speed prediction based on dimension reduction and deep learning models	8
Regularization of jagged polygon building outlines using improved RMBR algorithm	8
Application of state-of-the-art machine learning algorithms for slope stability prediction by handling outliers of the dataset	8
Spatiotemporal deep learning fusion of radar, infrared, and geospatial data for typhoon rainfall estimation in Taiwan	8