Earth Science Informatics

Article	Citations
Introducing dynamic land subsidence index based on the ALPRIFT framework using artificial intelligence techniques	84
Active learning based on SVM and representativity in a coal mining environment	66
Distributed spatial crowdsourcing based task allocation in Ocean Internet of Things	66
Mapping of groundwater potential zones in Pohru Watershed of Jhelum Basin-Western Himalaya, India using integrated approach of remote sensing, GIS and AHP	64
Extraction of terrain ridge lines and valley lines based on agglomeration analysis of terrain points: a cluster analysis method	63
Correction: Extraction of maize canopy temperature and variation factor analysis based on multi-source unmanned aerial vehicle remote sensing data	58
Concatenating data-driven and reduced-physics models for smart production forecasting	52
Decompose-deep-recompose models and genetic algorithm based optimal ensemble method (GAE) to enhance the air temperature forecasting of world’s major urban cities	50
Using hybrid artificial intelligence approach based on a neuro-fuzzy system and evolutionary algorithms for modeling landslide susceptibility in East Azerbaijan Province, Iran	46
Hyperspectral image classification based on channel perception mechanism and hybrid deformable convolution network	44
Roughness Estimation of Multi-Scale Rock Joints based on SfM & MVS Photogrammetry with A DSLR Camera in Animation Mode	43
Modeling soil water retention curves by pore fractal dimension based on microstructure image	41
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	37
Inversion model for snow geophysical parameters estimation using sentinel–1 stokes parameter	35
A Conditional Generative Adversarial Network for urban area classification using multi-source data	34
Determination of the stress concentration factor adjacent an extracted underground coal panel using the CART and MARS algorithms	34
CCWSIM: an efficient and fast wavelet-based CCSIM for categorical characterization of large-scale geological domains	34
Lithology identification of logging data based on improved neighborhood rough set and AdaBoost	33
Suitable site selection for offshore wind farms in Turkey’s seas: GIS-MCDM based approach	30
Extraction of Surface Water Bodies using Optical Remote Sensing Images: A Review	30
Evaluating the efficiency and accuracy of the copula-based rainfall-runoff model	28
Efficient weighted naive bayes classifiers to predict air quality index	26
Machine learning and hyperspectral imaging to predict soil water content: methodology and field validation	26
Towards the internet of underwater things: a comprehensive survey	26

Artificial neural network methodology: application to predict plasticity of clay soil treated with sand	25
Short-term wind speed prediction model based on long short-term memory network with feature extraction	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
Towards progressive geospatial information processing on web systems: a case study for watershed analysis in Iowa	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
An optimal deep learning model for recognition of hidden hazardous weapons in terahertz and millimeter wave images	23
Prediction of hydraulic conductivity based on the soil grain size using supervised committee machine artificial intelligence	23
Integrating sentinel-2 and sentinel-3 for actual evapotranspiration estimation across diverse climate zones using the sen-ET plugin and machine learning models	23
Assessment of groundwater level using satellite-based hydrological parameters in North-West India: A deep learning approach	22
Assessing land degradation neutrality in semi-arid dryland agroecosystems of the matabeleland North province of Zimbabwe	22
Application of fuzzy logic and neural networks for porosity analysis using well log data: an example from the Chanda Oil Field, Northwest Pakistan	22
Mapping urban land use by combining multi-source social sensing data and remote sensing images	21
ET2Spatial – software for georeferencing of eye movement data	20
Fractal characteristics of lineaments extracted from OLI images at different time phases	20
Daily Wildfire Risk Prediction by Mining Global and local spatio-temporal dependency	20
FKgrain: A topography-based software tool for grain segmentation and sizing using factorial kriging	20
Construction and application of integrated entropy model for measuring precipitation complexity	20
Mapping flood inundation in Baro Akobo Basin, Itang area, Ethiopia: integrating machine learning and process-based models	19
Precise quantitative evaluation of the risk level of coal mine water inrush accidents based on the CW-BN model	19
Optimizing support vector machines for enhanced permeability prediction in sandstone reservoirs using systematic and heuristic hyperparameter tuning	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
A comparative study of LULC classifiers for analysing the cover management factor and support practice factor in RUSLE model	19
Enhancing landslide susceptibility mapping through advanced hybridization of bootstrap aggregating based decision tree algorithms	18
Assessing the feasibility of copula functions for estimating soil properties: a case study in Hunan Province	18
DPMFformer: an underwater image enhancement network based on deep pooling and multi-scale fusion transformer	18
Segmentation of crack disaster images based on feature extraction enhancement and multi-scale fusion	18
Short term wind speed prediction based on CEESMDAN and improved seagull optimization kernel extreme learning machine	18
Post-stack seismic inversion through probabilistic neural networks and deep forward neural networks	17
Log-based estimation of magnitude, azimuth and causes of anisotropy using a committee machine-based model	17
Transitional shale reservoir quality evaluation based on Random Forest algorithm—a case study of the Shanxi Formation, eastern Ordos Basin, China	17
Classification and detection of natural disasters using machine learning and deep learning techniques: A review	17
Seismic facies analysis using machine learning techniques: a review and case study	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
Few-shot learning for name entity recognition in geological text based on GeoBERT	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
MRISNet:Deep-learning-based Martian instance segmentation against blur	16
Integrated image defogging network based on improved atmospheric scattering model and attention feature fusion	16
EADCN-BCSR: A novel framework for accurate and real-time waste detection and classification	16
Groundwater potential mapping in the Central Highlands of Vietnam using spatially explicit machine learning	15
Assessing the shear strength of sandy soil reinforced with polyethylene-terephthalate: an AI-based approach	15
Evaluation of TerraClimate gridded data across diverse climates in Iran	15
Satellite image classification using deep learning approach	15
A change type determination method based on knowledge of spectral changes in land cover types	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 frost heave in coarse-grained soil: a novel application of multi-strategy enhanced dung beetle-optimized KELM model	15
Assessment of forest cover dynamics for the detection of deforestation in the Hindu Kush Himalayan region using geospatial and machine learning approaches	15
Research on urban 3D geological modeling based on multi-modal data fusion: a case study in Jinan, China	15
PCA-VGG16 model for classification of rock types	15

Flash flood susceptibility modeling using optimized deep learning method in the Uttarakhand Himalayas	15
RUSLE/SDR for assessment of soil erosion by a new non-convex regression	15
Design and evaluation of a cloud-oriented procedure based on SAR and Multispectral data to detect burnt areas	14
Real-time flash flood detection employing the YOLOv8 model	14
Proposing a Hybrid Genetic Algorithm based Parsimonious Random Forest Regression (H-GAPRFR) technique for solar irradiance forecasting with feature selection and parameter optimization	14
Advancing multi-pollutant air quality forecasting using Transformer-based Informer architecture	14
Impact of segmentation algorithms on multisensor LULC classification in a semiarid Mediterranean area	14
Multiple data-driven approaches for estimating daily streamflow in the Kone River basin, Vietnam	14
Metsat: a MATLAB code to calculate, and visualize METOP B satellite data for global climatic monitoring	14
Improving permeability modeling using artificial neural networks in Lower Safa sand reservoir, JG field, Abu El-Gharadig basin, Western Desert, Egypt	14
Exploring watershed structural variation during watershed evolution process under artificial rainfall experiment	14
Combining social media data and meteorological sensors for urban flood detection: a statistical analysis in São Paulo City	14
How does extreme point sampling affect non-extreme simulation in geographical random forest?	14
Research on lithology identification based on multi-sensor hybrid domain information fusion and support vector machine	14
Numerical simulation to estimate the conductive thermal state model – Mexican EGS zones as study cases	14
Predicting urban tomorrow: CA-Markov modeling and district evolution	14
Spatiotemporal investigation of scaling properties of precipitation using high resolution data	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
Improvement of extreme rainfall characteristics for disaggregation of rainfall using MMRC with machine learning based DBSCAN clustering algorithm	13
Comparison of LSTM and SVM methods through wavelet decomposition in drought forecasting	13
Typical lake area is accurately predicted and assessed based on deep learning algorithms and associated physical mechanisms	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
Modelling of GNSS station position time series using deep learning approaches	13
Estimation of regional-scale near real time reference evapotranspiration using remote sensing and weather data to improve agriculture advisory	13
Assessment of rainfall and climate change patterns via machine learning tools and impact on forecasting in the City of Kigali	13
Modelling of the environmental sustainability assessment index for inhabited islands	13
Regularization in machine learning models for MVT Pb-Zn prospectivity mapping: applying lasso and elastic-net algorithms	13
Correction to: Land use and land cover classification using machine learning algorithms in google earth engine	13
A multi-scale attention encoding and dynamic decoding network designed for short-term precipitation forecasting	13
High-efficiency method for 3D visualization of marine environmental information	13
K-Means Featurizer: A booster for intricate datasets	12
Selecting the best backbone model: A comprehensive evaluation of deep learning models for satellite image-based land cover classification	12
Soft computing approaches for predicting boron contamination in arid sandstone groundwater	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
Correction to: Seasonal assessment of cross-shore morphodynamic behaviour of wave-dominated beaches using data-driven analysis	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
Geoid modeling with least squares modification of Hotine’s integral using gravity disturbances in Turkey	12
Ensemble machine learning model for exploration and targeting of Pb-Zn deposits in Algeria	12
Analysis and modelling of gas relative permeability in reservoir by hybrid KELM methods	12
Short-term prediction of wave height based on a deep learning autoregressive integrated moving average model	12
Drought assessment in the northeastern Aras Basin using multi-parameter aggregate drought index and innovative polygon trend analysis	12
A Tri-Training method for lithofacies identification under scarce labeled logging data	12
A hybrid key agreement scheme utilized elliptic curve Diffie-Hellman for IoT based advanced metering environment	11
Digital mapping of coastal landscapes integrating ocean-environment relationships and machine learning	11
Empirical correlations between uniaxial compressive strength and density on the basis of lithology: implications from statistical and machine learning assessments	11
Long-term shoreline dynamics of South Kerala Coast using satellite images	11
Performance of various gridded precipitation and temperature products against gauged observations over Turkey	11
A self-adaptable Manta ray optimized Gabor filter for satellite image enhancement	11
Improvement of deep learning Method for water body segmentation of remote sensing images based on attention modules	11
Integration Sentinel-1 SAR data and machine learning for land subsidence in-depth analysis in the North Coast of Central Java, Indonesia	11
Adaptive water delineation algorithms for L- and C-band SAR imagery: a comparative analysis	11
Understanding the role of training sample size in the uncertainty of high-resolution LULC mapping using random forest	11
Modelling radium equivalent activity from 226Ra, 232Th, and 40K series of recycled waste materials: Analytical and artificial intelligence approaches	11
Exploitation of the ensemble-based machine learning strategies to elevate the precision of CORDEX regional simulations in precipitation projection	11
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	11
Ultra-short-term photovoltaic power prediction based on modal reconstruction and BiLSTM-CNN-Attention model	11
A fidelity evaluation model for watermarked vector maps based on improved fuzzy comprehensive evaluation and random forest	11
A point and interval forecasting of solar irradiance using different decomposition based hybrid models	11
Routing land use changes using the landscape ecology approach in Isfahan city, central Iran	11
Influence of different tectonic settings on fracture formation and fluid flow around upper-crustal magmatic intrusion: insights from numerical modelling	10
Coastal vulnerability assessment using the machine learning tree-based algorithms modeling in the north coast of Java, Indonesia	10
DNA dynamic coding-based encryption algorithm for vector map considering global objects	10
Estimation of the elastic modulus of basaltic rocks using machine learning methods	10
Reverting rupture processes based on fast synthesized 3D Green’s functions: application to the 2010 EI mayor-Cucapah earthquake and the 2017 Jiuzhaigou earthquake	10
Exploring hybrid models for forecasting $$CO_2$$ emissions in drought-prone Somalia: a comparative analysis	10
Incremental learning-random forest model-based landslide susceptibility analysis: A case of Ganzhou City, China	10
Framework for developing IDF curves using satellite precipitation: a case study using GPM-IMERG V6 data	10
AI-driven reinforced optimal cloud resource allocation (ROCRA) for high-speed satellite imagery data processing	10
Frequency analysis of extreme flows using an Artificial Neural Network (ANN) model case Western High Atlas - Morocco	10
A review of downscaling methods of satellite-based precipitation estimates	10
Predicting seawater intrusion wedge length in coastal aquifers using hybrid gradient boosting techniques	10
Multi-objective optimal allocation of water resources based on improved marine predator algorithm and entropy weighting method	10
A new benchmark for spatiotemporal fusion of Sentinel-2 and Sentinel-3 OLCI images	9
Determination of the performance of training algorithms and activation functions in meteorological drought index prediction with nonlinear autoregressive neural network	9
Forecasting future scenarios of coastline changes in Türkiye's Seyhan Basin: a comparative analysis of statistical methods and Kalman Filtering (2033–2043)	9
Implementation of the BIRCH algorithm to construct a data-adaptive network design for regional gravity field modeling via SRBF	9
Deep learning-driven rainfall prediction leveraging hybrid child drawing development optimization and time series data	9
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	9
Predicting the concentration of sulfate using machine learning methods	9

Dual-color space color correction and histogram segmentation optimized strategy for underwater image enhancement	9
Ultra-short-term wind speed hybrid forecasting model based on maximal information coefficient-optimized TVF-EMD and resTKAN	9
Performance evaluation of dimensionality reduction techniques on hyperspectral data for mineral exploration	9
Object-based image analysis for extracting regional slope units and its application	9
Landsat 8 and ASTER remote sensing data for ore prospecting in the postmasburg manganese ore field, South Africa	9
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	9
Machine learning algorithms for building height estimations using ICESat-2/ATLAS and Airborne LiDAR data	9
Geostatistical and multivariate analysis of phosphate evolution and its relationship with heavy metals in shallow groundwater in a Semi-Arid Basin	9
Research on prediction method of reservoir key parameters using deep network architecture based on cross feature fusion with optimization mechanism	9
Geospatial modelling of rainfall erosivity in the humid tropics using remotely sensed data	9
Mapping mining waste and identification of acid mine drainage within an active mining area through sub-pixel analysis on OLI and Sentinel-2	9
Best worst method-based mineral prospectivity modeling over the Central part of the Southern Kibi-Winneba Belt of Ghana	9
Spatial-temporal Assessment of Environmental Law violation patterns in permanent preservation Areas from Southern of Minas Gerais State, Brazil	9
Intelligent prediction of rock mass deformation modulus through three optimized cascaded forward neural network models	9
Geolocation bias correction for CARTOSAT-1 stereo images through virtual ground control points generation over mountainous areas	9
Domain-informed multi-step wind speed forecasting: evaluating extreme wind conditions and seasonal variations	9
An enhanced discovery of multiple natural disasters using machine learning model	9
Performance analysis of open-source DEMs in tsunami inundation modelling	8
Optimized water depth retrieval using satellite imageries based on novel algorithms	8
Mapping and analysing framework for extreme precipitation-induced flooding	8
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	8
MEHGNet: a multi-feature extraction and high-resolution generative network for satellite cloud image sequence prediction	8
DBA-YOLO: A Lightweight Fire DetectionAlgorithm with Structural Reparameterized Multiple Attention Mechanisms	8
Earthquake-induced building damage detection using the fusion of optical and radar data in intelligent systems	8
Identification of The Survey Points from Network RTK Trajectory with Improved DBSCAN Clustering, Case Study on HNCORS	8
Methodology of conceptual specification of models in global tectonics	8
Spatio-temporal variations in characteristics of terrestrial water storage and associated drought over different geographic regions of Türkiye	8
Revealing hidden risks: advanced assessment of urban land subsidence	8
KG-Unet: a knowledge-guided deep learning approach for seismic facies segmentation	8
Susceptibility assessment of small, shallow and clustered landslide	8
A novel feature fusion-based stratum image recognition method for drilling rig	8
Detection of multivariate geochemical anomalies using machine learning (ML) algorithms in Dehaq Pb-Zn mineralization, Sanandaj-Sirjan zone, Isfahan, Iran	8
Global monthly sea surface temperature forecasting using the SARIMA, LSTM, and GRU models	8
Urban building function classification based on multisource geospatial data: a two-stage method combining unsupervised and supervised algorithms	8
Data-driven approaches for estimation of sediment discharge in rivers	8
Improving permeability prediction in carbonate reservoirs through gradient boosting hyperparameter tuning	8
Investigating the usefulness of satellite-retrieved land surface temperature (LST) in pre- and post-fire spatial analysis	8
Correction to: Characterization of hydrothermal alteration along geothermal wells using unsupervised machine-learning analysis of X-ray powder diffraction data	8
Correction: Improving the modeling of bathymetry in the Persian Gulf and the Oman Sea using data assimilation of geodetic observation data	8
Carbonate lithofacies classification in optical microscopy: a data-centric approach using augmentation and GAN synthetic images	8
Enhancing monthly runoff prediction: a data-driven framework integrating variational mode decomposition, enhanced artificial rabbit optimization, support vector regression, and error correction	8
The geospatial modelling of vegetation carbon storage analysis in Google earth engine using machine learning techniques	8
Enhancing formation bulk density prediction while drilling using mud logging data and interpretable boosting machine learning	8
Spatial modeling and susceptibility zonation of landslides using random forest, naïve bayes and K-nearest neighbor in a complicated terrain	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
Prediction of petrophysical static rock type through nonlinear dimensionality reduction and mutual information	7
Using fractal and multifractal methods to reveal geophysical anomalies in Sardouyeh District, Kerman, Iran	7
Analyzing groundwater level with hybrid ANN and ANFIS using metaheuristic optimization	7
Designing a deep learning-based framework for the prediction of lake surface closed curves	7
Application of TOPSIS water abundance comprehensive evaluation method for karst aquifers in a lead zinc mine, China	7
TL-iTransformer: Revolutionizing sea surface temperature prediction through iTransformer and transfer learning	7
Deep learning-based predictive models of land subsidence and collapsed pipes in Razavi Khorasan Province, Iran	7
Analyzing rare earth mine distributions in mainland China: a machine learning approach with k-means clustering and SVM	7
CEDG-GeoQA: Knowledge base question answering for the geoscience domain via Chinese entity description graph	7
Two-stage forecasting of TCN-GRU short-term load considering error compensation and real-time decomposition	7
Statistical evaluation of multiple interpolation techniques for spatial mapping of highly variable geotechnical facets of soil in natural deposition	7
A novel image fusion-based post classification framework for agricultural variations detection using Sentinel-1 and Sentinel-2 data	7
Depth estimation from multispectral satellite imagery: a comparison of conventional and machine learning-based approaches- case study: Kish Island, Persian Gulf	7
Post-seismic structural assessment: advanced crack detection through complex feature extraction using pre-trained deep learning and machine learning integration	7
Metakaolin as a soil stabilizing admixture: A comprehensive analysis of California bearing ratio and consolidation behavior using experimental and machine learning approaches	7
A novel method for predicting wind speed using data decomposition-based reformer model	7
A novel deep learning approach based on automatic weighted average ensemble for accurate forest burn scar extraction in Indian tropical deciduous forest	7
Suspended sediment load prediction in river systems via shuffled frog-leaping algorithm and neural network	7
Analysis of geomorphologic features of the circular structure in the south of Lufeng Dinosaur Valley	7
Spatiotemporal sediment yield variability in the Upper Blue Nile Basin, Ethiopia	7
A study on the analysis of heavy metal concentration using spectral mixture modelling approach and regression in Tirupur, India	7
Knowledge map analysis of coal mine water disaster prevention and control in China from 2000 to 2023	7
Construction of a predictive model of shovel productivity applying machine learning algorithms	7
Constraint information extraction for 3D geological modelling using a span-based joint entity and relation extraction model	7
Variational mode decomposition coupled LSTM with encoder-decoder framework: an efficient method for daily streamflow forecasting	7
Application of machine learning techniques for wetland type mapping in the Numto Nature Park (Western Siberia)	7
National flood susceptibility mapping in Saudi Arabia	7
AI-driven forecasting of river discharge: the case study of the Himalayan mountainous river	7
Predicting the magnitude of an impending earthquake using deep learning techniques	7
Multi-scale spatiotemporal wind forecasting network in Southwest China	7
Monitoring vegetation dynamics across land use types in Iran: spatiotemporal relationships with soil temperature and water volume	7
An approach based on performer-attention-guided few-shot learning model for plant disease classification	7
Exploring the Indian summer monsoon rainfall through multifractal detrended fluctuation analysis and the principle of entropy maximization	7
Optimized modified single shot multibox detector with hybrid encryption algorithm for satellite image security and classification	7
DSSFT: Dual branch spectral-spatial feature fusion transformer network for hyperspectral image unmixing	7
Prediction of the height of water-conducting fracture zone using the FA-ALO-SVR model	7
Enhancing the performance of tunnel water inflow prediction using Random Forest optimized by Grey Wolf Optimizer	6
Wind farm site selection using GIS-based multicriteria analysis with Life cycle assessment integration	6
Revealing the nature of soil liquefaction using machine learning	6
A novel analytical framework to identify and classify accident hotspots integrating gradient classifier and spatial clustering	6
Impact of land cover classes on surface temperature in the vicinity of urban lakes and vegetation patches: A non-parametric regression analysis over decadal data	6
ESM data downscaling: a comparison of super-resolution deep learning models	6
A borehole clustering based method for lithological identification using logging data	6
Short-term coalbed methane concentration prediction and early warning based on the STL-ENN-GRU hybrid model	6
A singular spectrum analysis-enhanced BiTCN-selfattention model for runoff prediction	6
Land use and land cover classification using machine learning algorithms in google earth engine	6
Lithology identification method combining attribute generation group and generative adversarial network	6
Assessment of precipitable water vapor retrieved from precise point positioning with PPP-B2b service	6
Exploring uncertainty analysis in GIS-based Landslide susceptibility mapping models using machine learning in the Darjeeling Himalayas	6
Climate predictors in Indian summer monsoon forecasting: a novel De-correlated RVFL ensemble strategy	6