Earth Science Informatics

Article	Citations
An ensemble method to forecast 24-h ahead solar irradiance using wavelet decomposition and BiLSTM deep learning network	62
Spatial modeling and susceptibility zonation of landslides using random forest, naïve bayes and K-nearest neighbor in a complicated terrain	58
Suitable site selection for offshore wind farms in Turkey’s seas: GIS-MCDM based approach	55
Towards the internet of underwater things: a comprehensive survey	50
Shoreline changes over last five decades and predictions for 2030 and 2040: a case study from Cuddalore, southeast coast of India	50
Spatial and decadal prediction of land use/land cover using multi-layer perceptron-neural network (MLP-NN) algorithm for a semi-arid region of Asir, Saudi Arabia	43
Hyperspectral and multispectral image fusion techniques for high resolution applications: a review	40
Machine learning based forest fire susceptibility assessment of Manavgat district (Antalya), Turkey	37
Ensemble data-driven rainfall-runoff modeling using multi-source satellite and gauge rainfall data input fusion	36
Air temperature forecasting using artificial neural network for Ararat valley	35
A review of models for water level forecasting based on machine learning	32
A review of downscaling methods of satellite-based precipitation estimates	30
A deep convolutional neural network for rock fracture image segmentation	28
FCD-R2U-net: Forest change detection in bi-temporal satellite images using the recurrent residual-based U-net	27
Predicting the impacts of urban land change on LST and carbon storage using InVEST, CA-ANN and WOA-LSTM models in Guangzhou, China	27
A comparative analysis of different pixel and object-based classification algorithms using multi-source high spatial resolution satellite data for LULC mapping	26
Using hybrid artificial intelligence approach based on a neuro-fuzzy system and evolutionary algorithms for modeling landslide susceptibility in East Azerbaijan Province, Iran	26
Application of improved fuzzy comprehensive evaluation method in karst groundwater quality evaluation: a case study of Cengong county	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
Landslide identification using machine learning techniques: Review, motivation, and future prospects	25
Intelligent prediction of rock mass deformation modulus through three optimized cascaded forward neural network models	25
Inter comparison of post-fire burn severity indices of Landsat-8 and Sentinel-2 imagery using Google Earth Engine	24
A convolutional neural network (CNN) based ensemble model for exoplanet detection	24
A stream prediction model based on attention-LSTM	24
Landslides triggered by the 6 September 2018 Mw 6.6 Hokkaido, Japan: an updated inventory and retrospective hazard assessment	23

An efficient correlation based adaptive LASSO regression method for air quality index prediction	23
GIS-based multi-criteria decision making and entropy approaches for groundwater potential zones delineation	23
Modeling long-term rainfall-runoff time series through wavelet-weighted regularization extreme learning machine	22
What is this article about? Generative summarization with the BERT model in the geosciences domain	22
GIS-based hybrid machine learning for flood susceptibility prediction in the Nhat Le–Kien Giang watershed, Vietnam	21
Mapping burn severity and monitoring CO content in Türkiye’s 2021 Wildfires, using Sentinel-2 and Sentinel-5P satellite data on the GEE platform	21
On the modern deep learning approaches for precipitation downscaling	21
Extraction of temporal information from social media messages using the BERT model	20
Predicting the concentration of sulfate using machine learning methods	19
Multipath feature fusion for hyperspectral image classification based on hybrid 3D/2D CNN and squeeze-excitation network	19
Chamoli flash-flood mapping and evaluation with a supervised classifier and NDWI thresholding using Sentinel-2 optical data in Google earth engine	18
Building footprint extraction and counting on very high-resolution satellite imagery using object detection deep learning framework	18
Spatial prediction of loose aquifer water abundance mapping based on a hybrid statistical learning approach	18
Predictive groundwater levels modelling by Inclusive Multiple Modelling (IMM) at multiple levels	17
Assessing the effect of emotional unit of emotional ANN (EANN) in estimation of the prediction intervals of suspended sediment load modeling	17
Groundwater level as an input to monthly predicting of water level using various machine learning algorithms	17
Prediction of groundwater level using the hybrid model combining wavelet transform and machine learning algorithms	17
Few-shot learning for name entity recognition in geological text based on GeoBERT	17
A comprehensive survey on conventional and modern neural networks: application to river flow forecasting	17
Assessment of land-use dynamics of the Aravalli range (India) using integrated geospatial and CART approach	17
Bias correction of global ensemble precipitation forecasts by Random Forest method	16
Object detection in satellite images by faster R-CNN incorporated with enhanced ROI pooling (FrRNet-ERoI) framework	16
Performance evaluation of machine learning and statistical techniques for modelling landslide susceptibility with limited field data	16
A comparison of various machine learning approaches performance for prediction suspended sediment load of river systems: a case study in Malaysia	16
Urban classification using preserved information of high dimensional textural features of Sentinel-1 images in Tabriz, Iran	16
Text visualization for geological hazard documents via text mining and natural language processing	16
Using remote sensing data for geological mapping in semi-arid environment: a machine learning approach	15
Multi-weight and multi-granularity fusion of underwater image enhancement	15
Integrating the Particle Swarm Optimization (PSO) with machine learning methods for improving the accuracy of the landslide susceptibility model	15
Application of Artificial Neural Network in seismic reservoir characterization: a case study from Offshore Nile Delta	15
Hyperspectral image classification method based on squeeze-and-excitation networks, depthwise separable convolution and multibranch feature fusion	15
Mine inflow prediction model based on unbiased Grey-Markov theory and its application	15
Detection and Prediction of Sundarban Reserve Forest using the CA-Markov Chain Model and Remote Sensing Data	14
Unmanned aerial vehicle (UAV) remote sensing estimation of wheat chlorophyll in subsidence area of coal mine with high phreatic level	14
Prediction of groundwater level variations using deep learning methods and GMS numerical model	14
How the variations of terrain factors affect the optimal interpolation methods for multiple types of climatic elements?	14
Fracture recognition in ultrasonic logging images via unsupervised segmentation network	14
Land use and land cover classification using machine learning algorithms in google earth engine	14
An inter-comparison of different PSO-optimized artificial intelligence algorithms for thermal-based soil moisture retrieval	13
GIS-based rockfall hazard zones modeling along the coastal Gulf of Aqaba Region, Egypt	13
Research on 3D geological modeling method based on multiple constraints	13
Exploring the Indian summer monsoon rainfall through multifractal detrended fluctuation analysis and the principle of entropy maximization	13
Geospatial quantitative analysis of the Aral Sea Shoreline changes using RS and GIS techniques	13
Analyzing surface air temperature and rainfall in univariate framework, quantifying uncertainty through Shannon entropy and prediction through artificial neural network	13
Research advances in remote sensing monitoring of sea ice in the Bohai sea	13
Semantic segmentation and quantification of trees in an orchard using UAV orthophoto	13
Prediction of the earthquake magnitude by time series methods along the East Anatolian Fault, Turkey	13
Evaluating different machine learning algorithms for snow water equivalent prediction	13
Efficient weighted naive bayes classifiers to predict air quality index	13
Predicting soil organic carbon by integrating Landsat 8 OLI, GIS and data mining techniques in semi-arid region	12

Framework for developing IDF curves using satellite precipitation: a case study using GPM-IMERG V6 data	12
Integrated image defogging network based on improved atmospheric scattering model and attention feature fusion	12
A point and interval forecasting of solar irradiance using different decomposition based hybrid models	12
Escalating the resolution of an urban aerial image via novel shadow amputation algorithm	12
Spatio-temporal assessment of natural lakes in Turkey	12
Advanced water level prediction for a large-scale river–lake system using hybrid soft computing approach: a case study in Dongting Lake, China	12
Groundwater potential mapping in the Central Highlands of Vietnam using spatially explicit machine learning	12
O-LCMapping: a Google Earth Engine-based web toolkit for supporting online land cover classification	12
Comparison of different optimized machine learning algorithms for daily river flow forecasting	11
A hybrid SVR-PSO model to predict concentration of sediment in typical and debris floods	11
A comprehensive social media data processing and analytics architecture by using big data platforms: a case study of twitter flood-risk messages	11
A seamless economical feature extraction method using Landsat time series data	11
Study on the identification and dynamics of green vision rate in Jing’an district, Shanghai based on deeplab V3 + model	11
Trends and applications of google earth engine in remote sensing and earth science research: a bibliometric analysis using scopus database	11
Evaluating quality of surface water resources by ANN and ANFIS networks using Sentinel-2 satellite data	11
Introducing dynamic land subsidence index based on the ALPRIFT framework using artificial intelligence techniques	11
Effects of auxiliary and ancillary data on LULC classification in a heterogeneous environment using optimized random forest algorithm	11
Smart green ocean underwater IoT network by ICA-based acoustic blind MIMO OFDM transceiver	11
Application of hybrid model-based deep learning and swarm‐based optimizers for flood susceptibility prediction in Binh Dinh province, Vietnam	11
Methods for landslide detection based on lightweight YOLOv4 convolutional neural network	11
Combined use of Sentinel-2 and Landsat-8 to monitor water surface area and evaluated drought risk severity using Google Earth Engine	11
Local-scale monitoring of evapotranspiration based on downscaled GRACE observations and remotely sensed data: An application of terrestrial water balance approach	11
Spatial and temporal changes analysis of air quality before and after the COVID-19 in Shandong Province, China	10
Change detection in SAR images based on superpixel segmentation and image regression	10
Classification of igneous rocks from petrographic thin section images using convolutional neural network	10
Predicting the magnitude of an impending earthquake using deep learning techniques	10
Semantic segmentation of high-resolution satellite images using deep learning	10
Prediction of urban water accumulation points and water accumulation process based on machine learning	10
Statistical evaluation of multiple interpolation techniques for spatial mapping of highly variable geotechnical facets of soil in natural deposition	10
Machine learning for prediction of the uniaxial compressive strength within carbonate rocks	10
RDF for temporal data management – a survey	10
An enhanced monthly runoff forecasting using least squares support vector machine based on Harris hawks optimization and secondary decomposition	10
Spatiotemporal variability assessment and accuracy evaluation of Standardized Precipitation Index and Standardized Precipitation Evapotranspiration Index in Malaysia	9
A practical software package for computing gravimetric geoid by the least squares modification of Hotine’s formula	9
Machine learning for earthquake prediction: a review (2017–2021)	9
Straw return and organic fertilizers instead of chemical fertilizers on growth, yield and quality of rice	9
Application of hybrid machine learning-based ensemble techniques for rainfall-runoff modeling	9
Spatial relationship of Remote Sensing Ecological Indicator (RSEI) and landscape metrics under urban development intensification	9
The copper grade estimation of porphyry deposits using machine learning algorithms and Henry gas solubility optimization	9
Monthly runoff time series interval prediction based on WOA-VMD-LSTM using non-parametric kernel density estimation	9
Method for EMR and AE interference signal identification in coal rock mining based on recurrent neural networks	9
Machine learning model combined with CEEMDAN algorithm for monthly precipitation prediction	9
Combining morphological filtering, anisotropic diffusion and block-based data replication for automatically detecting and recovering unscanned gaps in remote sensing images	9
Enhancing the performance of tunnel water inflow prediction using Random Forest optimized by Grey Wolf Optimizer	9
Uncertainty assessment of a 3D geological model by integrating data errors, spatial variations and cognition bias	9
Application of remote sensing techniques in lithological and mineral exploration: discrimination of granitoids bearing iron and corundum deposits in southeastern Banyo, Adamawa region-Cameroon	9
Investigation of accuracy of PPP and PPP-AR methods for direct georeferencing in UAV photogrammetry	8
Application of TOPSIS water abundance comprehensive evaluation method for karst aquifers in a lead zinc mine, China	8
Petrophysical parameters estimation of a reservoir using integration of wells and seismic data: a sandstone case study	8
Spatial analysis of factors influencing land subsidence using the OLS Model (Case Study: Fahlian Aquifer)	8
Spatio-temporal variations in characteristics of terrestrial water storage and associated drought over different geographic regions of Türkiye	8
A novel benchmark dataset of color steel sheds for remote sensing image retrieval	8
Oil palm yield prediction across blocks from multi-source data using machine learning and deep learning	8
Fuzzy binary relation based elucidation of air quality over a highly polluted urban region of India	8
Data Integration for Lithological Mapping Using Machine Learning Algorithms	8
Assessment of precipitable water vapor retrieved from precise point positioning with PPP-B2b service	8
Lithology identification of logging data based on improved neighborhood rough set and AdaBoost	8
Comparative assessment of satellite images spectral characteristics in identifying the different levels of soil salinization using machine learning techniques in Google Earth Engine	8
Shadow detection of the satellite images of earth using ratio image pixels	8
Spatio-temporal evolution and influencing factors of land use in Tibetan region: 1995–2025	8
Carbonate / siliciclastic lithofacies classification aided by well-log derivative, volatility and sequence boundary attributes combined with machine learning	8
Logging curve prediction method based on CNN-LSTM-attention	8
Application of improved support vector machine in geochemical lithology identification	8
Mapping urban land use by combining multi-source social sensing data and remote sensing images	8
Random Forest and Multilayer Perceptron hybrid models integrated with the genetic algorithm for predicting pan evaporation of target site using a limited set of neighboring reference station data	8
Identification of forest disturbance and estimation of forest age in subtropical mountainous areas based on Landsat time series data	8
Engineering application of fuzzy evaluation based on comprehensive weight in the selection of geophysical prospecting methods	8
Research on fish identification in tropical waters under unconstrained environment based on transfer learning	8
Automated survey of selected common plant species in Thai homegardens using Google Street View imagery and a deep neural network	8
A wavelet-outlier robust extreme learning machine for rainfall forecasting in Ardabil City, Iran	8
A robust autonomous navigation and mapping system based on GPS and LiDAR data for unconstraint environment	8
An improved weighting strategy for tropospheric delay estimation with real-time single-frequency precise positioning	8
Satellite image retrieval of random forest (rf-PNN) based probablistic neural network	8
Spatiotemporal analysis of landscape pattern and structure in the Greater Bay Area, China	7
Optimizing reservoir operation to avoid downstream physical habitat loss using coupled ANFIS- metaheuristic model	7
Clustering activity at Mt Etna based on volcanic tremor: A case study	7
GNSS-IR-UT: A MATLAB-based software for SNR-based GNSS interferometric reflectometry (GNSS-IR) analysis	7
Hybridizing K-means clustering algorithm with harmony search and artificial bee colony optimizers for intelligence mineral prospectivity mapping	7
Intelligent analysis of precision marketing of green agricultural products based on big data and GIS	7
Mars weather data analysis using machine learning techniques	7

Multivariable space-time correction for wind speed in numerical weather prediction (NWP) based on ConvLSTM and the prediction of probability interval	7
Application of state-of-the-art machine learning algorithms for slope stability prediction by handling outliers of the dataset	7
Prediction of hydraulic conductivity based on the soil grain size using supervised committee machine artificial intelligence	7
An approach to evaluation of environmental benefits for ecological mining areas based on ant Colony algorithm	7
Construction and application of mine water inflow prediction model based on multi-factor weighted regression: Wulunshan Coal Mine case	7
What are the dominant influencing factors on the soil erosion evolution process in the Yellow River Basin?	7
A compound approach for ten-day runoff prediction by coupling wavelet denoising, attention mechanism, and LSTM based on GPU parallel acceleration technology	7
Knowledge mapping and trends in research on remote sensing change detection using CiteSpace analysis	7
A self-adaptable Manta ray optimized Gabor filter for satellite image enhancement	7
Investigating the historical development of accuracy and precision of Galileo by means of relative GNSS analysis technique	7
Comparison between different spatial interpolation methods for the development of sediment distribution maps in coastal areas	7
Robust outlier detection in geo-spatial data based on LOLIMOT and KNN search	7
EZ-InSAR: An easy-to-use open-source toolbox for mapping ground surface deformation using satellite interferometric synthetic aperture radar	7
Prediction of channel sinuosity in perennial rivers using Bayesian Mutual Information theory and support vector regression coupled with meta-heuristic algorithms	7
Validation of double averaged velocity method in a variable width river	7
Best worst method-based mineral prospectivity modeling over the Central part of the Southern Kibi-Winneba Belt of Ghana	7
A comprehensive review: active learning for hyperspectral image classifications	7
TOC determination of Zhangjiatan shale of Yanchang formation, Ordos Basin, China, using support vector regression and well logs	7
Analyzing groundwater level with hybrid ANN and ANFIS using metaheuristic optimization	6
Denoising of multidimensional seismic data in the physical domain by a new non-local self similarity method	6
Improving satellite image classification accuracy using GAN-based data augmentation and vision transformers	6
Estimation of groundwater storage change in the Helmand River Basin (Afghanistan) using GRACE satellite data	6
Spatial interpolation of highly skewed data of the Junggar Basin phreatic groundwater through the multi-scale cokriging model	6
Optimal cluster number determination of FCM for unsupervised change detection in remote sensing images	6
Spinel web: an interactive web application for visualizing the chemical composition of spinel group minerals	6
An efficient content-based satellite image retrieval system for big data utilizing threshold based checking method	6
A change type determination method based on knowledge of spectral changes in land cover types	6
A comprehensive review of seismic inversion based on neural networks	6
An integration of adaptive neuro-fuzzy inference system and firefly algorithm for scour estimation near bridge piers	6
Distance anomaly factors for gold potential mapping in the Jinchanggouliang area, Inner Mongolia, China	6
Performance evaluation of shallow and deep CNN architectures on building segmentation from high-resolution images	6
Data level and decision level fusion of satellite multi-sensor AOD retrievals for improving PM2.5 estimations, a study on Tehran	6
Improving permeability prediction in carbonate reservoirs through gradient boosting hyperparameter tuning	6
Comparing different space-borne sensors and methods for the retrieval of land surface temperature	6
Urban structure type mapping method using spatial metrics and remote sensing imagery classification	6
Deep learning algorithms for prediction of PM10 dynamics in urban and rural areas of Korea	6
A comparison between WRF-simulated and observed surface meteorological variables across varying land cover and urbanization in south-central India	6
Multispectral UAV and satellite images for digital soil modeling with gradient descent boosting and artificial neural network	6
Improvement of deep learning Method for water body segmentation of remote sensing images based on attention modules	6
Research on urban 3D geological modeling based on multi-modal data fusion: a case study in Jinan, China	6
A novel country-level integrated image mosaic system using optical remote sensing imagery	6
Evaluation of TerraClimate gridded data across diverse climates in Iran	6
Unsupervised automatic classification of all-sky auroral images using deep clustering technology	6
FKgrain: A topography-based software tool for grain segmentation and sizing using factorial kriging	6
A zero-watermarking algorithm for vector geographic data based on feature invariants	6
Assessment of automatic extraction of surface water dynamism using multi-temporal satellite data	6
Detection of hateful twitter users with graph convolutional network model	6
Environmental impact assessment of limestone quarry using multispectral satellite imagery	6
Study of climate change effects on hydrological processes in Siminehroud and Zarrinehroud watersheds northwest of Iran	6
Enhanced statistical tests under indeterminacy with application to earth speed data	6
Non-linear magnetoconvection in a bidispersive porous layer: a brinkman model	6
Spatial–temporal evolution pattern and prediction analysis of flood disasters in China in recent 500 years	6
Spatiotemporal variability of trend in extreme precipitations using fuzzy clustering over Northwest Iran	6
Proposing a Hybrid Genetic Algorithm based Parsimonious Random Forest Regression (H-GAPRFR) technique for solar irradiance forecasting with feature selection and parameter optimization	6
An unsupervised framework to extract the diverse building from the satellite images using Grab-cut method	6
SA-VAE: a novel approach for reservoir characterization based on variational auto-encoder and selective attention mechanism	6
Classification and detection of natural disasters using machine learning and deep learning techniques: A review	6
Three-dimensional hydrogeological modeling method and application based on TIN-GTP-TEN	6
Construction and application of integrated entropy model for measuring precipitation complexity	6
Groundwater Quality Analysis and Drinkability Prediction using Artificial Intelligence	6
A semi-supervised coarse-to-fine approach with bayesian optimization for lithology identification	5
Evaluation of ionospheric-constrained single-frequency PPP enhanced with an improved stochastic model	5
A comparative study on using metaheuristics for the seismic-ray-tracing problem	5
Risk Assessment of water inrush under an unconsolidated, confined aquifer: the application of GIS and information value model in the Qidong Coal Mine, China	5
Deep learning based landslide detection using open-source resources: Opportunities and challenges	5
A comparative study of threshold selection methods for change detection from very high-resolution remote sensing images	5
Learning with self-attention for rental market spatial dynamics in the Atlanta metropolitan area	5
Assessment of 30 gridded precipitation datasets over different climates on a country scale	5
The seasonal and spatial distribution of hydrochemical characteristics of groundwater and its controlling factors in the eastern Loess Plateau	5
Interaction of image fusion techniques and atmospheric correction for improve SVM accuracy	5
A novel multi-class land use/land cover classification using deep kernel attention transformer for hyperspectral images	5
Analysis of rate of penetration prediction in drilling using data-driven models based on weight on hook measurement	5
Urban correction of global DEMs using building density for Nairobi, Kenya	5
Flood modeling through remote sensing datasets such as LPRM soil moisture and GPM-IMERG precipitation: A case study of ungauged basins across Morocco	5
Alternative methods for semi-automatic clusterization and extraction of discontinuity sets from 3D point clouds	5
Modelling of the environmental sustainability assessment index for inhabited islands	5
Event sequence interpretation of structural geological models: a knowledge-based approach	5
Correction to: Land use and land cover classification using machine learning algorithms in google earth engine	5
Sensitivity analysis of water inrush evaluation model based on the theory of water resistant key strata: a case study in a coal mine, China	5
A homogeneous approach in modeling a coastal karst aquifer	5
A notable bounded probability distribution for environmental and lifetime data	5
Prediction of coal mine gas emission based on hybrid machine learning model	5
Fuzzy Swin transformer for Land Use/ Land Cover change detection using LISS-III Satellite data	5
Fuzzy set theory and pixel-based landslide risk assessment: the case of Shafe and Baso catchments, Gamo highland, Ethiopia	5
Performance evaluation of dimensionality reduction techniques on hyperspectral data for mineral exploration	5
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	5
VMD-SCINet: a hybrid model for improved wind speed forecasting	5
Remote sensing statistical inference: basic theory and forward simulation of water–air statistical radiative transfer	5
An evolutionary-assisted machine learning model for global solar radiation prediction in Minas Gerais region, southeastern Brazil	5
Real time deep learning framework to monitor social distancing using improved single shot detector based on overhead position	5
Leveraging GNSS tropospheric products for machine learning-based land subsidence prediction	5
Commutative encryption and watermarking based on SVD for secure GIS vector data	5
Forecasting system with sub-model selection strategy for photovoltaic power output forecasting	5
Integration of satellite geodetic observations for regional geoid modeling using remove-compute-restore technique	5
pyMPSLib: A robust and scalable open-source Python library for mutiple-point statistical simulation	5