Earth Science Informatics

Article	Citations
Introducing dynamic land subsidence index based on the ALPRIFT framework using artificial intelligence techniques	89
Distributed spatial crowdsourcing based task allocation in Ocean Internet of Things	68
Active learning based on SVM and representativity in a coal mining environment	67
Extraction of terrain ridge lines and valley lines based on agglomeration analysis of terrain points: a cluster analysis method	54
Correction: Extraction of maize canopy temperature and variation factor analysis based on multi-source unmanned aerial vehicle remote sensing data	48
Concatenating data-driven and reduced-physics models for smart production forecasting	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	45
Using hybrid artificial intelligence approach based on a neuro-fuzzy system and evolutionary algorithms for modeling landslide susceptibility in East Azerbaijan Province, Iran	44
Hyperspectral image classification based on channel perception mechanism and hybrid deformable convolution network	41
Roughness Estimation of Multi-Scale Rock Joints based on SfM & MVS Photogrammetry with A DSLR Camera in Animation Mode	40
Inversion model for snow geophysical parameters estimation using sentinel–1 stokes parameter	39
Efficient weighted naive bayes classifiers to predict air quality index	38
Towards the internet of underwater things: a comprehensive survey	36
A hybrid of RainNet and genetic algorithm in nowcasting prediction	36
Evaluating the efficiency and accuracy of the copula-based rainfall-runoff model	36
Machine learning and hyperspectral imaging to predict soil water content: methodology and field validation	36
Spatial analysis of potential natural vegetation and habitat suitability changes on the Loess Plateau using high-resolution climate data and LPJ-GUESS model	33
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	29
Machine learning based mapping of physicochemical attributes in the Colombian Pacific seafloor	28
A Conditional Generative Adversarial Network for urban area classification using multi-source data	28
Determination of the stress concentration factor adjacent an extracted underground coal panel using the CART and MARS algorithms	27
CCWSIM: an efficient and fast wavelet-based CCSIM for categorical characterization of large-scale geological domains	27
Modeling soil water retention curves by pore fractal dimension based on microstructure image	26
Lithology identification of logging data based on improved neighborhood rough set and AdaBoost	26
Extraction of Surface Water Bodies using Optical Remote Sensing Images: A Review	26

Ensemble machine learning approaches for estimating soil texture components in loess soils of Golestan Province	26
Mapping of groundwater potential zones in Pohru Watershed of Jhelum Basin-Western Himalaya, India using integrated approach of remote sensing, GIS and AHP	26
Methods for landslide detection based on lightweight YOLOv4 convolutional neural network	25
Artificial neural network methodology: application to predict plasticity of clay soil treated with sand	25
Assessing the forecasting accuracy of intense precipitation events in Iran using the WRF model	25
Short-term wind speed prediction model based on long short-term memory network with feature extraction	25
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	24
Towards progressive geospatial information processing on web systems: a case study for watershed analysis in Iowa	24
An optimal deep learning model for recognition of hidden hazardous weapons in terahertz and millimeter wave images	24
Prediction of hydraulic conductivity based on the soil grain size using supervised committee machine artificial intelligence	23
Precise quantitative evaluation of the risk level of coal mine water inrush accidents based on the CW-BN model	23
Application of fuzzy logic and neural networks for porosity analysis using well log data: an example from the Chanda Oil Field, Northwest Pakistan	23
Fractal characteristics of lineaments extracted from OLI images at different time phases	22
FKgrain: A topography-based software tool for grain segmentation and sizing using factorial kriging	22
GNSS-A observation model with attached oceanic slowness gradient	21
ET2Spatial – software for georeferencing of eye movement data	21
Daily Wildfire Risk Prediction by Mining Global and local spatio-temporal dependency	21
Optimizing support vector machines for enhanced permeability prediction in sandstone reservoirs using systematic and heuristic hyperparameter tuning	21
Construction and application of integrated entropy model for measuring precipitation complexity	21
Segmentation of crack disaster images based on feature extraction enhancement and multi-scale fusion	20
Transitional shale reservoir quality evaluation based on Random Forest algorithm—a case study of the Shanxi Formation, eastern Ordos Basin, China	20
Enhancing landslide susceptibility mapping through advanced hybridization of bootstrap aggregating based decision tree algorithms	20
Assessing the feasibility of copula functions for estimating soil properties: a case study in Hunan Province	20
DPMFformer: an underwater image enhancement network based on deep pooling and multi-scale fusion transformer	20
Assessment of groundwater level using satellite-based hydrological parameters in North-West India: A deep learning approach	19
Sequence-to-sequence and meta LSTM techniques enhanced by remote sensing for advanced evapotranspiration estimation	19
Optimized machine learning-based enhanced modeling of pile bearing capacity in layered soils using random and grid search techniques	18
Post-stack seismic inversion through probabilistic neural networks and deep forward neural networks	18
CNN-based transfer learning for self-potential inversion	18
Classification and detection of natural disasters using machine learning and deep learning techniques: A review	18
Integrating sentinel-2 and sentinel-3 for actual evapotranspiration estimation across diverse climate zones using the sen-ET plugin and machine learning models	18
Assessing land degradation neutrality in semi-arid dryland agroecosystems of the matabeleland North province of Zimbabwe	18
Mapping flood inundation in Baro Akobo Basin, Itang area, Ethiopia: integrating machine learning and process-based models	18
Modelling of GNSS station position time series using deep learning approaches	17
A comparative study of LULC classifiers for analysing the cover management factor and support practice factor in RUSLE model	17
Accuracy enhancement in land subsidence prediction using lightgbm and metaheuristic optimization	17
Short term wind speed prediction based on CEESMDAN and improved seagull optimization kernel extreme learning machine	17
Predicting urban tomorrow: CA-Markov modeling and district evolution	17
Log-based estimation of magnitude, azimuth and causes of anisotropy using a committee machine-based model	17
RUSLE/SDR for assessment of soil erosion by a new non-convex regression	16
Groundwater potential mapping in the Central Highlands of Vietnam using spatially explicit machine learning	16
Assessment of frost heave in coarse-grained soil: a novel application of multi-strategy enhanced dung beetle-optimized KELM model	16
Spatiotemporal investigation of scaling properties of precipitation using high resolution data	16
Exploring watershed structural variation during watershed evolution process under artificial rainfall experiment	16
MRISNet:Deep-learning-based Martian instance segmentation against blur	16
A change type determination method based on knowledge of spectral changes in land cover types	16
Integrated image defogging network based on improved atmospheric scattering model and attention feature fusion	16
Real-time flash flood detection employing the YOLOv8 model	16
Improving permeability modeling using artificial neural networks in Lower Safa sand reservoir, JG field, Abu El-Gharadig basin, Western Desert, Egypt	16
EADCN-BCSR: A novel framework for accurate and real-time waste detection and classification	16

Assessment of forest cover dynamics for the detection of deforestation in the Hindu Kush Himalayan region using geospatial and machine learning approaches	16
Improvement of extreme rainfall characteristics for disaggregation of rainfall using MMRC with machine learning based DBSCAN clustering algorithm	16
A multi-scale attention encoding and dynamic decoding network designed for short-term precipitation forecasting	16
Satellite image classification using deep learning approach	15
Advancing multi-pollutant air quality forecasting using Transformer-based Informer architecture	15
Impact of segmentation algorithms on multisensor LULC classification in a semiarid Mediterranean area	15
Assessing the shear strength of sandy soil reinforced with polyethylene-terephthalate: an AI-based approach	15
Proposing a Hybrid Genetic Algorithm based Parsimonious Random Forest Regression (H-GAPRFR) technique for solar irradiance forecasting with feature selection and parameter optimization	15
How does extreme point sampling affect non-extreme simulation in geographical random forest?	15
Design and evaluation of a cloud-oriented procedure based on SAR and Multispectral data to detect burnt areas	15
Metsat: a MATLAB code to calculate, and visualize METOP B satellite data for global climatic monitoring	15
Impervious surface Mapping and its spatial–temporal evolution analysis in the Yellow River Delta over the last three decades using Google Earth Engine	15
Few-shot learning for name entity recognition in geological text based on GeoBERT	15
Combining social media data and meteorological sensors for urban flood detection: a statistical analysis in São Paulo City	15
Numerical simulation to estimate the conductive thermal state model – Mexican EGS zones as study cases	15
Estimation of regional-scale near real time reference evapotranspiration using remote sensing and weather data to improve agriculture advisory	15
Research on lithology identification based on multi-sensor hybrid domain information fusion and support vector machine	15
Multiple data-driven approaches for estimating daily streamflow in the Kone River basin, Vietnam	15
Correction to: Land use and land cover classification using machine learning algorithms in google earth engine	14
Comparison of LSTM and SVM methods through wavelet decomposition in drought forecasting	14
A hybrid wind speed forecasting model with two-stage data processing based on adaptive neuro-fuzzy inference systems and deep learning algorithms	14
PCA-VGG16 model for classification of rock types	14
Seismic facies analysis using machine learning techniques: a review and case study	14
Research on urban 3D geological modeling based on multi-modal data fusion: a case study in Jinan, China	14
Improving the accuracy of rainfall-runoff relationship estimation using signal processing techniques, bio-inspired swarm intelligence and artificial intelligence algorithms	14
Improving the spatial prediction of topsoil properties in a typical grazing area using multi-season PlanetScope spectral covariates and data mining techniques	14
Regularization in machine learning models for MVT Pb-Zn prospectivity mapping: applying lasso and elastic-net algorithms	14
Flash flood susceptibility modeling using optimized deep learning method in the Uttarakhand Himalayas	14
Modelling of the environmental sustainability assessment index for inhabited islands	13
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	13
Short-term prediction of wave height based on a deep learning autoregressive integrated moving average model	13
Selecting the best backbone model: A comprehensive evaluation of deep learning models for satellite image-based land cover classification	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
A Tri-Training method for lithofacies identification under scarce labeled logging 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
Typical lake area is accurately predicted and assessed based on deep learning algorithms and associated physical mechanisms	13
Geoid modeling with least squares modification of Hotine’s integral using gravity disturbances in Turkey	13
Evaluation of TerraClimate gridded data across diverse climates in Iran	13
Ultra-short-term photovoltaic power prediction based on modal reconstruction and BiLSTM-CNN-Attention model	13
Assessment of rainfall and climate change patterns via machine learning tools and impact on forecasting in the City of Kigali	13
Ensemble machine learning model for exploration and targeting of Pb-Zn deposits in Algeria	13
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	13
High-efficiency method for 3D visualization of marine environmental information	13
Correction to: Seasonal assessment of cross-shore morphodynamic behaviour of wave-dominated beaches using data-driven analysis	13
Soft computing approaches for predicting boron contamination in arid sandstone groundwater	13
Digital mapping of coastal landscapes integrating ocean-environment relationships and machine learning	13
A hybrid key agreement scheme utilized elliptic curve Diffie-Hellman for IoT based advanced metering environment	13
MSTC: a unified encoding method for geophysical big data retrieval	12
A fidelity evaluation model for watermarked vector maps based on improved fuzzy comprehensive evaluation and random forest	12
Geomorphological evolution of small watershed on the Chinese Loess Plateau based on slope shape spectra	12
Adaptive water delineation algorithms for L- and C-band SAR imagery: a comparative analysis	12
Long-term shoreline dynamics of South Kerala Coast using satellite images	12
Performance of various gridded precipitation and temperature products against gauged observations over Turkey	12
Modelling radium equivalent activity from 226Ra, 232Th, and 40K series of recycled waste materials: Analytical and artificial intelligence approaches	12
Prediction of the petroliferous area in WZ6-1 structure of Beibu Gulf Basin in the South China Sea based on PCA-SOM model	12
Robust geometric estimation of the plate-fixed velocities from PPP solutions	12
Improvement of deep learning Method for water body segmentation of remote sensing images based on attention modules	11
Routing land use changes using the landscape ecology approach in Isfahan city, central Iran	11
Mapping wildfire susceptibility in the tropical region of Brunei: a machine learning and explainable AI approach using google earth engine with remote sensing data	11
Exploring hybrid models for forecasting $$CO_2$$ emissions in drought-prone Somalia: a comparative analysis	11
A review of downscaling methods of satellite-based precipitation estimates	11
Influence of different tectonic settings on fracture formation and fluid flow around upper-crustal magmatic intrusion: insights from numerical modelling	11
Analysis and modelling of gas relative permeability in reservoir by hybrid KELM methods	11
K-Means Featurizer: A booster for intricate datasets	11
Framework for developing IDF curves using satellite precipitation: a case study using GPM-IMERG V6 data	11
Empirical correlations between uniaxial compressive strength and density on the basis of lithology: implications from statistical and machine learning assessments	11
Drought assessment in the northeastern Aras Basin using multi-parameter aggregate drought index and innovative polygon trend analysis	11
DNA dynamic coding-based encryption algorithm for vector map considering global objects	11
Coastal vulnerability assessment using the machine learning tree-based algorithms modeling in the north coast of Java, Indonesia	11
Determination of the performance of training algorithms and activation functions in meteorological drought index prediction with nonlinear autoregressive neural network	11
Frequency analysis of extreme flows using an Artificial Neural Network (ANN) model case Western High Atlas - Morocco	11
Exploitation of the ensemble-based machine learning strategies to elevate the precision of CORDEX regional simulations in precipitation projection	11
Estimation of the elastic modulus of basaltic rocks using machine learning methods	11
Integration Sentinel-1 SAR data and machine learning for land subsidence in-depth analysis in the North Coast of Central Java, Indonesia	11
Understanding the role of training sample size in the uncertainty of high-resolution LULC mapping using random forest	11
U-TWGAN: Underwater image enhancement via wavelet-transformer and sparse multilayer perceptrons generative adversarial network	11
A self-adaptable Manta ray optimized Gabor filter for satellite image enhancement	11
Incremental learning-random forest model-based landslide susceptibility analysis: A case of Ganzhou City, China	11
Object-based image analysis for extracting regional slope units and its application	11
Reverting rupture processes based on fast synthesized 3D Green’s functions: application to the 2010 EI mayor-Cucapah earthquake and the 2017 Jiuzhaigou earthquake	11

A point and interval forecasting of solar irradiance using different decomposition based hybrid models	11
Predicting seawater intrusion wedge length in coastal aquifers using hybrid gradient boosting techniques	11
Implementation of the BIRCH algorithm to construct a data-adaptive network design for regional gravity field modeling via SRBF	10
Geolocation bias correction for CARTOSAT-1 stereo images through virtual ground control points generation over mountainous areas	10
Mapping mining waste and identification of acid mine drainage within an active mining area through sub-pixel analysis on OLI and Sentinel-2	10
Predicting the concentration of sulfate using machine learning methods	10
Geospatial modelling of rainfall erosivity in the humid tropics using remotely sensed data	10
Research on prediction method of reservoir key parameters using deep network architecture based on cross feature fusion with optimization mechanism	10
Domain-informed multi-step wind speed forecasting: evaluating extreme wind conditions and seasonal variations	10
Dual-color space color correction and histogram segmentation optimized strategy for underwater image enhancement	10
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	10
Performance evaluation of dimensionality reduction techniques on hyperspectral data for mineral exploration	10
A new benchmark for spatiotemporal fusion of Sentinel-2 and Sentinel-3 OLCI images	10
Spatial-temporal Assessment of Environmental Law violation patterns in permanent preservation Areas from Southern of Minas Gerais State, Brazil	10
Multi-objective optimal allocation of water resources based on improved marine predator algorithm and entropy weighting method	10
An enhanced discovery of multiple natural disasters using machine learning model	10
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	10
Geostatistical and multivariate analysis of phosphate evolution and its relationship with heavy metals in shallow groundwater in a Semi-Arid Basin	10
MEHGNet: a multi-feature extraction and high-resolution generative network for satellite cloud image sequence prediction	9
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	9
A novel feature fusion-based stratum image recognition method for drilling rig	9
Revealing hidden risks: advanced assessment of urban land subsidence	9
Landsat 8 and ASTER remote sensing data for ore prospecting in the postmasburg manganese ore field, South Africa	9
AI-driven reinforced optimal cloud resource allocation (ROCRA) for high-speed satellite imagery data processing	9
KG-Unet: a knowledge-guided deep learning approach for seismic facies segmentation	9
Mapping and analysing framework for extreme precipitation-induced flooding	9
Global monthly sea surface temperature forecasting using the SARIMA, LSTM, and GRU models	9
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	9
Susceptibility assessment of small, shallow and clustered landslide	9
Deep learning-driven rainfall prediction leveraging hybrid child drawing development optimization and time series data	9
Correction: Improving the modeling of bathymetry in the Persian Gulf and the Oman Sea using data assimilation of geodetic observation data	9
Forecasting future scenarios of coastline changes in Türkiye's Seyhan Basin: a comparative analysis of statistical methods and Kalman Filtering (2033–2043)	9
Machine learning algorithms for building height estimations using ICESat-2/ATLAS and Airborne LiDAR data	9
Intelligent prediction of rock mass deformation modulus through three optimized cascaded forward neural network models	9
Enhancing formation bulk density prediction while drilling using mud logging data and interpretable boosting machine learning	9
Seismic-induced landslides susceptibility mapping of the NEOM area, northwestern Saudi Arabia using machine learning models	9
DBA-YOLO: A Lightweight Fire DetectionAlgorithm with Structural Reparameterized Multiple Attention Mechanisms	9
Carbonate lithofacies classification in optical microscopy: a data-centric approach using augmentation and GAN synthetic images	9
Enhancing monthly runoff prediction: a data-driven framework integrating variational mode decomposition, enhanced artificial rabbit optimization, support vector regression, and error correction	9
Correction to: Characterization of hydrothermal alteration along geothermal wells using unsupervised machine-learning analysis of X-ray powder diffraction data	9
Best worst method-based mineral prospectivity modeling over the Central part of the Southern Kibi-Winneba Belt of Ghana	9
The geospatial modelling of vegetation carbon storage analysis in Google earth engine using machine learning techniques	9
Ultra-short-term wind speed hybrid forecasting model based on maximal information coefficient-optimized TVF-EMD and resTKAN	9
Optimized water depth retrieval using satellite imageries based on novel algorithms	9
Earthquake-induced building damage detection using the fusion of optical and radar data in intelligent systems	9
Detection of multivariate geochemical anomalies using machine learning (ML) algorithms in Dehaq Pb-Zn mineralization, Sanandaj-Sirjan zone, Isfahan, Iran	9
TL-iTransformer: Revolutionizing sea surface temperature prediction through iTransformer and transfer learning	8
Designing a deep learning-based framework for the prediction of lake surface closed curves	8
Analyzing groundwater level with hybrid ANN and ANFIS using metaheuristic optimization	8
Data-driven approaches for estimation of sediment discharge in rivers	8
Methodology of conceptual specification of models in global tectonics	8
Urban building function classification based on multisource geospatial data: a two-stage method combining unsupervised and supervised algorithms	8
Spatio-temporal variations in characteristics of terrestrial water storage and associated drought over different geographic regions of Türkiye	8
Spatiotemporal sediment yield variability in the Upper Blue Nile Basin, Ethiopia	8
Multi-scale spatiotemporal wind forecasting network in Southwest China	8
DSSFT: Dual branch spectral-spatial feature fusion transformer network for hyperspectral image unmixing	8
Analyzing rare earth mine distributions in mainland China: a machine learning approach with k-means clustering and SVM	8
Identification of The Survey Points from Network RTK Trajectory with Improved DBSCAN Clustering, Case Study on HNCORS	8
Investigating the usefulness of satellite-retrieved land surface temperature (LST) in pre- and post-fire spatial analysis	8
Improving permeability prediction in carbonate reservoirs through gradient boosting hyperparameter tuning	8
A study on the analysis of heavy metal concentration using spectral mixture modelling approach and regression in Tirupur, India	8
Optimized modified single shot multibox detector with hybrid encryption algorithm for satellite image security and classification	8
A novel deep learning approach based on automatic weighted average ensemble for accurate forest burn scar extraction in Indian tropical deciduous forest	8
Application of TOPSIS water abundance comprehensive evaluation method for karst aquifers in a lead zinc mine, China	8
Engineering Applications of Urban Green Space Planning in Mountainous Areas: An Improved Structure-based RS Land Class Information Extraction Method for U-Net Networks	8
Performance analysis of open-source DEMs in tsunami inundation modelling	8
CEDG-GeoQA: Knowledge base question answering for the geoscience domain via Chinese entity description graph	8
Monitoring vegetation dynamics across land use types in Iran: spatiotemporal relationships with soil temperature and water volume	8
Metakaolin as a soil stabilizing admixture: A comprehensive analysis of California bearing ratio and consolidation behavior using experimental and machine learning approaches	7
Applications of mathematical morphology operators in civil infrastructures	7
Multidimensional displacement analysis of Semeru Volcano, Indonesia following December 2021 eruption from multitrack InSAR observation	7
Poisson hidden markov model on earthquake occurrences in Metro Manila, Philippines	7
Stabilized Long Short Term Memory (SLSTM) model: a new variant of the LSTM model for predicting ozone concentration data	7
A novel image fusion-based post classification framework for agricultural variations detection using Sentinel-1 and Sentinel-2 data	7
Prediction of petrophysical static rock type through nonlinear dimensionality reduction and mutual information	7
Post-seismic structural assessment: advanced crack detection through complex feature extraction using pre-trained deep learning and machine learning integration	7
Variational mode decomposition coupled LSTM with encoder-decoder framework: an efficient method for daily streamflow forecasting	7
Fast multidimensional scaling on big geospatial data using neural networks	7
An approach based on performer-attention-guided few-shot learning model for plant disease classification	7
CleverRiver: an open source and free Google Colab toolkit for deep-learning river-flow models	7
Developing a dynamic/adaptive geofencing algorithm for HVTT cargo security in road transport	7
Analysis of geomorphologic features of the circular structure in the south of Lufeng Dinosaur Valley	7
Explainable machine learning-based land subsidence susceptibility mapping: from feature importance to individual model contributions in ensembled system	7
Depth estimation from multispectral satellite imagery: a comparison of conventional and machine learning-based approaches- case study: Kish Island, Persian Gulf	7
Predicting the magnitude of an impending earthquake using deep learning techniques	7
Estimating relative uncertainty of geological 3D models with low density of input data in geologically complex regions	7
Research on time series change point detection and influencing factors under machine learning: based on PM2.5 concentration data in Hefei city	7
RadonPotential: An interactive web application for radon potential prediction under different climates and soil textures	7
Non-normal distribution of radon and residual radon and short-term abnormal precursors of residual radon before major earthquakes	7
Regional climate fluctuation analysis using convolutional neural networks	7
A novel method for predicting wind speed using data decomposition-based reformer model	7
AI powered road network prediction with fused low-resolution satellite imagery and GPS trajectory	7
Construction of a predictive model of shovel productivity applying machine learning algorithms	7
Application of machine learning techniques for wetland type mapping in the Numto Nature Park (Western Siberia)	7
Iterative geostatistical seismic inversion with adaptive local variogram models	7