Earth Science Informatics

Article	Citations
Introducing dynamic land subsidence index based on the ALPRIFT framework using artificial intelligence techniques	91
Distributed spatial crowdsourcing based task allocation in Ocean Internet of Things	69
Active learning based on SVM and representativity in a coal mining environment	56
Extraction of terrain ridge lines and valley lines based on agglomeration analysis of terrain points: a cluster analysis method	50
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	45
Decompose-deep-recompose models and genetic algorithm based optimal ensemble method (GAE) to enhance the air temperature forecasting of world’s major urban cities	42
Hyperspectral image classification based on channel perception mechanism and hybrid deformable convolution network	42
Roughness Estimation of Multi-Scale Rock Joints based on SfM & MVS Photogrammetry with A DSLR Camera in Animation Mode	40
A hybrid of RainNet and genetic algorithm in nowcasting prediction	39
Spatial analysis of potential natural vegetation and habitat suitability changes on the Loess Plateau using high-resolution climate data and LPJ-GUESS model	39
Evaluating the efficiency and accuracy of the copula-based rainfall-runoff model	38
Ensemble machine learning approaches for estimating soil texture components in loess soils of Golestan Province	37
A Conditional Generative Adversarial Network for urban area classification using multi-source data	37
CCWSIM: an efficient and fast wavelet-based CCSIM for categorical characterization of large-scale geological domains	31
Machine learning based mapping of physicochemical attributes in the Colombian Pacific seafloor	30
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	30
Modeling soil water retention curves by pore fractal dimension based on microstructure image	29
Machine learning and hyperspectral imaging to predict soil water content: methodology and field validation	29
Lithology identification of logging data based on improved neighborhood rough set and AdaBoost	28
Efficient weighted naive bayes classifiers to predict air quality index	28
Towards the internet of underwater things: a comprehensive survey	27
Inversion model for snow geophysical parameters estimation using sentinel–1 stokes parameter	27
Determination of the stress concentration factor adjacent an extracted underground coal panel using the CART and MARS algorithms	26
Extraction of Surface Water Bodies using Optical Remote Sensing Images: A Review	26

Short-term wind speed prediction model based on long short-term memory network with feature extraction	25
Mapping of groundwater potential zones in Pohru Watershed of Jhelum Basin-Western Himalaya, India using integrated approach of remote sensing, GIS and AHP	25
Towards progressive geospatial information processing on web systems: a case study for watershed analysis in Iowa	24
Methods for landslide detection based on lightweight YOLOv4 convolutional neural network	24
Assessing the forecasting accuracy of intense precipitation events in Iran using the WRF model	24
Precise quantitative evaluation of the risk level of coal mine water inrush accidents based on the CW-BN model	23
Prediction of hydraulic conductivity based on the soil grain size using supervised committee machine artificial intelligence	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
Application of fuzzy logic and neural networks for porosity analysis using well log data: an example from the Chanda Oil Field, Northwest Pakistan	22
Optimizing support vector machines for enhanced permeability prediction in sandstone reservoirs using systematic and heuristic hyperparameter tuning	22
Fractal characteristics of lineaments extracted from OLI images at different time phases	22
A comparative study of LULC classifiers for analysing the cover management factor and support practice factor in RUSLE model	22
ET2Spatial – software for georeferencing of eye movement data	22
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	21
GNSS-A observation model with attached oceanic slowness gradient	21
Sequence-to-sequence and meta LSTM techniques enhanced by remote sensing for advanced evapotranspiration estimation	20
DPMFformer: an underwater image enhancement network based on deep pooling and multi-scale fusion transformer	20
Transitional shale reservoir quality evaluation based on Random Forest algorithm—a case study of the Shanxi Formation, eastern Ordos Basin, China	20
Assessing the feasibility of copula functions for estimating soil properties: a case study in Hunan Province	20
Enhancing landslide susceptibility mapping through advanced hybridization of bootstrap aggregating based decision tree algorithms	20
Integrating sentinel-2 and sentinel-3 for actual evapotranspiration estimation across diverse climate zones using the sen-ET plugin and machine learning models	19
Assessing land degradation neutrality in semi-arid dryland agroecosystems of the matabeleland North province of Zimbabwe	19
Classification and detection of natural disasters using machine learning and deep learning techniques: A review	19
Assessment of groundwater level using satellite-based hydrological parameters in North-West India: A deep learning approach	19
CNN-based transfer learning for self-potential inversion	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
An optimal deep learning model for recognition of hidden hazardous weapons in terahertz and millimeter wave images	18
Artificial neural network methodology: application to predict plasticity of clay soil treated with sand	18
Mapping flood inundation in Baro Akobo Basin, Itang area, Ethiopia: integrating machine learning and process-based models	17
Modelling of GNSS station position time series using deep learning approaches	17
Integrated image defogging network based on improved atmospheric scattering model and attention feature fusion	17
A change type determination method based on knowledge of spectral changes in land cover types	17
Daily Wildfire Risk Prediction by Mining Global and local spatio-temporal dependency	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	17
Improvement of extreme rainfall characteristics for disaggregation of rainfall using MMRC with machine learning based DBSCAN clustering algorithm	17
Short term wind speed prediction based on CEESMDAN and improved seagull optimization kernel extreme learning machine	17
Accuracy enhancement in land subsidence prediction using lightgbm and metaheuristic optimization	17
Assessment of frost heave in coarse-grained soil: a novel application of multi-strategy enhanced dung beetle-optimized KELM model	17
Improving permeability modeling using artificial neural networks in Lower Safa sand reservoir, JG field, Abu El-Gharadig basin, Western Desert, Egypt	17
Advancing multi-pollutant air quality forecasting using Transformer-based Informer architecture	16
Metsat: a MATLAB code to calculate, and visualize METOP B satellite data for global climatic monitoring	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
Design and evaluation of a cloud-oriented procedure based on SAR and Multispectral data to detect burnt areas	16
How does extreme point sampling affect non-extreme simulation in geographical random forest?	16
Combining social media data and meteorological sensors for urban flood detection: a statistical analysis in São Paulo City	16
Research on lithology identification based on multi-sensor hybrid domain information fusion and support vector machine	16
Multiple data-driven approaches for estimating daily streamflow in the Kone River basin, Vietnam	16

Spatio-temporal prediction model of landslide deep displacement based on VMD-GWO-LSTM and its application	16
Spatiotemporal investigation of scaling properties of precipitation using high resolution data	16
Numerical simulation to estimate the conductive thermal state model – Mexican EGS zones as study cases	16
Impact of segmentation algorithms on multisensor LULC classification in a semiarid Mediterranean area	16
Improving the spatial prediction of topsoil properties in a typical grazing area using multi-season PlanetScope spectral covariates and data mining techniques	16
MRISNet:Deep-learning-based Martian instance segmentation against blur	16
PCA-VGG16 model for classification of rock types	15
Correction to: Land use and land cover classification using machine learning algorithms in google earth engine	15
A hybrid wind speed forecasting model with two-stage data processing based on adaptive neuro-fuzzy inference systems and deep learning algorithms	15
Assessment of forest cover dynamics for the detection of deforestation in the Hindu Kush Himalayan region using geospatial and machine learning approaches	15
Improving the accuracy of rainfall-runoff relationship estimation using signal processing techniques, bio-inspired swarm intelligence and artificial intelligence algorithms	15
Research on urban 3D geological modeling based on multi-modal data fusion: a case study in Jinan, China	15
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	15
Evaluation of TerraClimate gridded data across diverse climates in Iran	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
Seismic facies analysis using machine learning techniques: a review and case study	15
EADCN-BCSR: A novel framework for accurate and real-time waste detection and classification	15
Flash flood susceptibility modeling using optimized deep learning method in the Uttarakhand Himalayas	15
Assessing the shear strength of sandy soil reinforced with polyethylene-terephthalate: an AI-based approach	15
Estimation of regional-scale near real time reference evapotranspiration using remote sensing and weather data to improve agriculture advisory	14
Groundwater potential mapping in the Central Highlands of Vietnam using spatially explicit machine learning	14
Exploring watershed structural variation during watershed evolution process under artificial rainfall experiment	14
Modelling of the environmental sustainability assessment index for inhabited islands	14
Predicting urban tomorrow: CA-Markov modeling and district evolution	14
Satellite image classification using deep learning approach	14
Comparison of LSTM and SVM methods through wavelet decomposition in drought forecasting	14
Real-time flash flood detection employing the YOLOv8 model	14
Typical lake area is accurately predicted and assessed based on deep learning algorithms and associated physical mechanisms	14
A multi-scale attention encoding and dynamic decoding network designed for short-term precipitation forecasting	14
Regularization in machine learning models for MVT Pb-Zn prospectivity mapping: applying lasso and elastic-net algorithms	14
Few-shot learning for name entity recognition in geological text based on GeoBERT	14
High-efficiency method for 3D visualization of marine environmental information	14
A hybrid key agreement scheme utilized elliptic curve Diffie-Hellman for IoT based advanced metering environment	13
Short-term prediction of wave height based on a deep learning autoregressive integrated moving average model	13
Long-term shoreline dynamics of South Kerala Coast using satellite images	13
MSTC: a unified encoding method for geophysical big data retrieval	13
Geoid modeling with least squares modification of Hotine’s integral using gravity disturbances in Turkey	13
Ensemble machine learning model for exploration and targeting of Pb-Zn deposits in Algeria	13
Martian Swiss Cheese detection and volume estimation using shape from shading in very high-resolution imagery	13
Digital mapping of coastal landscapes integrating ocean-environment relationships and machine learning	13
Prediction of the petroliferous area in WZ6-1 structure of Beibu Gulf Basin in the South China Sea based on PCA-SOM model	13
Robust geometric estimation of the plate-fixed velocities from PPP solutions	13
Correction to: Seasonal assessment of cross-shore morphodynamic behaviour of wave-dominated beaches using data-driven analysis	13
A Tri-Training method for lithofacies identification under scarce labeled logging data	13
Soft computing approaches for predicting boron contamination in arid sandstone groundwater	13
Ultra-short-term photovoltaic power prediction based on modal reconstruction and BiLSTM-CNN-Attention model	13
Geomorphological evolution of small watershed on the Chinese Loess Plateau based on slope shape spectra	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
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
Framework for developing IDF curves using satellite precipitation: a case study using GPM-IMERG V6 data	12
K-Means Featurizer: A booster for intricate datasets	12
Modelling radium equivalent activity from 226Ra, 232Th, and 40K series of recycled waste materials: Analytical and artificial intelligence approaches	12
Mapping wildfire susceptibility in the tropical region of Brunei: a machine learning and explainable AI approach using google earth engine with remote sensing data	12
Exploring hybrid models for forecasting $$CO_2$$ emissions in drought-prone Somalia: a comparative analysis	12
Coastal vulnerability assessment using the machine learning tree-based algorithms modeling in the north coast of Java, Indonesia	12
Exploitation of the ensemble-based machine learning strategies to elevate the precision of CORDEX regional simulations in precipitation projection	12
A self-adaptable Manta ray optimized Gabor filter for satellite image enhancement	12
Drought assessment in the northeastern Aras Basin using multi-parameter aggregate drought index and innovative polygon trend analysis	12
Routing land use changes using the landscape ecology approach in Isfahan city, central Iran	12
A review of downscaling methods of satellite-based precipitation estimates	12
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,	12
DNA dynamic coding-based encryption algorithm for vector map considering global objects	12
U-TWGAN: Underwater image enhancement via wavelet-transformer and sparse multilayer perceptrons generative adversarial network	12
Understanding the role of training sample size in the uncertainty of high-resolution LULC mapping using random forest	12
Performance of various gridded precipitation and temperature products against gauged observations over Turkey	11
Predicting seawater intrusion wedge length in coastal aquifers using hybrid gradient boosting techniques	11
Frequency analysis of extreme flows using an Artificial Neural Network (ANN) model case Western High Atlas - Morocco	11
Determination of the performance of training algorithms and activation functions in meteorological drought index prediction with nonlinear autoregressive neural network	11
A fidelity evaluation model for watermarked vector maps based on improved fuzzy comprehensive evaluation and random forest	11
Incremental learning-random forest model-based landslide susceptibility analysis: A case of Ganzhou City, China	11
Adaptive water delineation algorithms for L- and C-band SAR imagery: a comparative analysis	11
Selecting the best backbone model: A comprehensive evaluation of deep learning models for satellite image-based land cover classification	11
Influence of different tectonic settings on fracture formation and fluid flow around upper-crustal magmatic intrusion: insights from numerical modelling	11
Implementation of the BIRCH algorithm to construct a data-adaptive network design for regional gravity field modeling via SRBF	11
Empirical correlations between uniaxial compressive strength and density on the basis of lithology: implications from statistical and machine learning assessments	11
A point and interval forecasting of solar irradiance using different decomposition based hybrid models	11
Analysis and modelling of gas relative permeability in reservoir by hybrid KELM methods	11
Estimation of the elastic modulus of basaltic rocks using machine learning methods	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
Object-based image analysis for extracting regional slope units and its application	11

Integration Sentinel-1 SAR data and machine learning for land subsidence in-depth analysis in the North Coast of Central Java, Indonesia	11
Assessment of rainfall and climate change patterns via machine learning tools and impact on forecasting in the City of Kigali	11
Improvement of deep learning Method for water body segmentation of remote sensing images based on attention modules	11
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
Performance evaluation of dimensionality reduction techniques on hyperspectral data for mineral exploration	10
Domain-informed multi-step wind speed forecasting: evaluating extreme wind conditions and seasonal variations	10
Geospatial modelling of rainfall erosivity in the humid tropics using remotely sensed data	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
Intelligent prediction of rock mass deformation modulus through three optimized cascaded forward neural network models	10
Ultra-short-term wind speed hybrid forecasting model based on maximal information coefficient-optimized TVF-EMD and resTKAN	10
New approach to reduce the uncertainty level of the shear wave velocity prediction by utilizing ensemble model: A case study from Sirt Basin, Libya	10
Research on prediction method of reservoir key parameters using deep network architecture based on cross feature fusion with optimization mechanism	10
Predicting the concentration of sulfate using machine learning methods	10
Machine learning algorithms for building height estimations using ICESat-2/ATLAS and Airborne LiDAR data	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
A new benchmark for spatiotemporal fusion of Sentinel-2 and Sentinel-3 OLCI images	10
AI-driven reinforced optimal cloud resource allocation (ROCRA) for high-speed satellite imagery data processing	10
Multi-objective optimal allocation of water resources based on improved marine predator algorithm and entropy weighting method	10
Deep learning-driven rainfall prediction leveraging hybrid child drawing development optimization and time series data	10
Landsat 8 and ASTER remote sensing data for ore prospecting in the postmasburg manganese ore field, South Africa	10
Spatial-temporal Assessment of Environmental Law violation patterns in permanent preservation Areas from Southern of Minas Gerais State, Brazil	10
Forecasting future scenarios of coastline changes in Türkiye's Seyhan Basin: a comparative analysis of statistical methods and Kalman Filtering (2033–2043)	10
An enhanced discovery of multiple natural disasters using machine learning model	10
Dual-color space color correction and histogram segmentation optimized strategy for underwater image enhancement	10
Best worst method-based mineral prospectivity modeling over the Central part of the Southern Kibi-Winneba Belt of Ghana	10
Geolocation bias correction for CARTOSAT-1 stereo images through virtual ground control points generation over mountainous areas	10
The geospatial modelling of vegetation carbon storage analysis in Google earth engine using machine learning techniques	10
Enhancing formation bulk density prediction while drilling using mud logging data and interpretable boosting machine learning	9
Identification of The Survey Points from Network RTK Trajectory with Improved DBSCAN Clustering, Case Study on HNCORS	9
Global monthly sea surface temperature forecasting using the SARIMA, LSTM, and GRU models	9
Carbonate lithofacies classification in optical microscopy: a data-centric approach using augmentation and GAN synthetic images	9
Urban building function classification based on multisource geospatial data: a two-stage method combining unsupervised and supervised algorithms	9
A novel feature fusion-based stratum image recognition method for drilling rig	9
Optimized water depth retrieval using satellite imageries based on novel algorithms	9
Seismic-induced landslides susceptibility mapping of the NEOM area, northwestern Saudi Arabia using machine learning models	9
Detection of multivariate geochemical anomalies using machine learning (ML) algorithms in Dehaq Pb-Zn mineralization, Sanandaj-Sirjan zone, Isfahan, Iran	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
A novel TCN-augmented CNN-LSTM architecture for accurate monthly runoff forecasting	9
Investigating the usefulness of satellite-retrieved land surface temperature (LST) in pre- and post-fire spatial analysis	9
Improving permeability prediction in carbonate reservoirs through gradient boosting hyperparameter tuning	9
Performance analysis of open-source DEMs in tsunami inundation modelling	9
KG-Unet: a knowledge-guided deep learning approach for seismic facies segmentation	9
Correction to: Characterization of hydrothermal alteration along geothermal wells using unsupervised machine-learning analysis of X-ray powder diffraction data	9
Earthquake-induced building damage detection using the fusion of optical and radar data in intelligent systems	9
Mapping and analysing framework for extreme precipitation-induced flooding	9
Correction: Improving the modeling of bathymetry in the Persian Gulf and the Oman Sea using data assimilation of geodetic observation data	9
Susceptibility assessment of small, shallow and clustered landslide	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
Spatio-temporal variations in characteristics of terrestrial water storage and associated drought over different geographic regions of Türkiye	9
DBA-YOLO: A Lightweight Fire DetectionAlgorithm with Structural Reparameterized Multiple Attention Mechanisms	9
Revealing hidden risks: advanced assessment of urban land subsidence	9
MEHGNet: a multi-feature extraction and high-resolution generative network for satellite cloud image sequence prediction	9
A novel deep learning approach based on automatic weighted average ensemble for accurate forest burn scar extraction in Indian tropical deciduous forest	8
Optimized modified single shot multibox detector with hybrid encryption algorithm for satellite image security and classification	8
A study on the analysis of heavy metal concentration using spectral mixture modelling approach and regression in Tirupur, India	8
Application of TOPSIS water abundance comprehensive evaluation method for karst aquifers in a lead zinc mine, China	8
Construction of a predictive model of shovel productivity applying machine learning algorithms	8
Statistical evaluation of multiple interpolation techniques for spatial mapping of highly variable geotechnical facets of soil in natural deposition	8
Deep learning-based predictive models of land subsidence and collapsed pipes in Razavi Khorasan Province, Iran	8
AI-driven forecasting of river discharge: the case study of the Himalayan mountainous river	8
Constraint information extraction for 3D geological modelling using a span-based joint entity and relation extraction model	8
Multi-scale spatiotemporal wind forecasting network in Southwest China	8
Spatiotemporal sediment yield variability in the Upper Blue Nile Basin, Ethiopia	8
Methodology of conceptual specification of models in global tectonics	8
Analyzing rare earth mine distributions in mainland China: a machine learning approach with k-means clustering and SVM	8
Prediction of petrophysical static rock type through nonlinear dimensionality reduction and mutual information	8
A novel method for predicting wind speed using data decomposition-based reformer model	8
National flood susceptibility mapping in Saudi Arabia	8
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	8
Iterative geostatistical seismic inversion with adaptive local variogram models	8
Monitoring vegetation dynamics across land use types in Iran: spatiotemporal relationships with soil temperature and water volume	8
CEDG-GeoQA: Knowledge base question answering for the geoscience domain via Chinese entity description graph	8
Enhancing monthly runoff prediction: a data-driven framework integrating variational mode decomposition, enhanced artificial rabbit optimization, support vector regression, and error correction	8
Post-seismic structural assessment: advanced crack detection through complex feature extraction using pre-trained deep learning and machine learning integration	8
Application of machine learning techniques for wetland type mapping in the Numto Nature Park (Western Siberia)	8
RDF-G*: An efficient RDF query answer engine based on graph model and star index	8
Depth estimation from multispectral satellite imagery: a comparison of conventional and machine learning-based approaches- case study: Kish Island, Persian Gulf	8
Prediction of the height of water-conducting fracture zone using the FA-ALO-SVR model	8
ESM data downscaling: a comparison of super-resolution deep learning models	7
Climate predictors in Indian summer monsoon forecasting: a novel De-correlated RVFL ensemble strategy	7
Segmentation of urban green space and water body based on high-resolution remote sensing images	7
Sparse subspace clustering incorporated deep convolutional transform learning for hyperspectral band selection	7
Developing a dynamic/adaptive geofencing algorithm for HVTT cargo security in road transport	7
Correction to: Identification of forest disturbance and estimation of forest age in subtropical mountainous areas based on Landsat time series data	7
AI powered road network prediction with fused low-resolution satellite imagery and GPS trajectory	7
SA-VAE: a novel approach for reservoir characterization based on variational auto-encoder and selective attention mechanism	7
Correction to: Application of fuzzy logic and neural networks for porosity analysis using well log data: an example from the Chanda Oil Field, Northwest Pakistan	7
Monitoring the rehabilitation process of the windthrow area using UAS images and performance comparison of Sentinel-2A based different vegetation indexes	7
RadonPotential: An interactive web application for radon potential prediction under different climates and soil textures	7
Revealing the nature of soil liquefaction using machine learning	7
A novel task offloading model for IoT: enhancing resource utilization with actor-critic-based reinforcement learning	7
Wind farm site selection using GIS-based multicriteria analysis with Life cycle assessment integration	7
Research on time series change point detection and influencing factors under machine learning: based on PM2.5 concentration data in Hefei city	7
CleverRiver: an open source and free Google Colab toolkit for deep-learning river-flow models	7