Earth Science Informatics

Article	Citations
A deep learning approach for hydrological time-series prediction: A case study of Gilgit river basin	76
Flood susceptibility assessment using extreme gradient boosting (EGB), Iran	59
Predicting and mapping land cover/land use changes in Erbil /Iraq using CA-Markov synergy model	55
An ensemble method to forecast 24-h ahead solar irradiance using wavelet decomposition and BiLSTM deep learning network	51
Spatial modeling and susceptibility zonation of landslides using random forest, naïve bayes and K-nearest neighbor in a complicated terrain	50
Suitable site selection for offshore wind farms in Turkey’s seas: GIS-MCDM based approach	45
Airborne particle pollution predictive model using Gated Recurrent Unit (GRU) deep neural networks	40
Towards the internet of underwater things: a comprehensive survey	40
Automatic spatiotemporal and semantic information extraction from unstructured geoscience reports using text mining techniques	38
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	35
Shoreline changes over last five decades and predictions for 2030 and 2040: a case study from Cuddalore, southeast coast of India	33
Hyperspectral and multispectral image fusion techniques for high resolution applications: a review	33
OpenAltimetry - rapid analysis and visualization of Spaceborne altimeter data	31
Air temperature forecasting using artificial neural network for Ararat valley	31
Ensemble data-driven rainfall-runoff modeling using multi-source satellite and gauge rainfall data input fusion	30
Rock classification in petrographic thin section images based on concatenated convolutional neural networks	30
Land use land cover mapping using advanced machine learning classifiers: A case study of Shiraz city, Iran	28
Seismic spatiotemporal characteristics in the Alpide Himalayan Seismic Belt	26
A deep convolutional neural network for rock fracture image segmentation	25
Machine learning based forest fire susceptibility assessment of Manavgat district (Antalya), Turkey	25
Predicting groundwater depth fluctuations using deep learning, extreme learning machine and Gaussian process: a comparative study	25
A review of downscaling methods of satellite-based precipitation estimates	24
Using hybrid artificial intelligence approach based on a neuro-fuzzy system and evolutionary algorithms for modeling landslide susceptibility in East Azerbaijan Province, Iran	23
Application of improved fuzzy comprehensive evaluation method in karst groundwater quality evaluation: a case study of Cengong county	22
GIS-based multi-criteria decision making and entropy approaches for groundwater potential zones delineation	22

A review of models for water level forecasting based on machine learning	22
Neural network boosted with differential evolution for lithology identification based on well logs information	22
What is this article about? Generative summarization with the BERT model in the geosciences domain	21
Mapping of groundwater potential zones in Pohru Watershed of Jhelum Basin-Western Himalaya, India using integrated approach of remote sensing, GIS and AHP	21
A convolutional neural network (CNN) based ensemble model for exoplanet detection	21
Intelligent prediction of rock mass deformation modulus through three optimized cascaded forward neural network models	20
A stream prediction model based on attention-LSTM	20
FCD-R2U-net: Forest change detection in bi-temporal satellite images using the recurrent residual-based U-net	20
Landslides triggered by the 6 September 2018 Mw 6.6 Hokkaido, Japan: an updated inventory and retrospective hazard assessment	20
A comparative analysis of different pixel and object-based classification algorithms using multi-source high spatial resolution satellite data for LULC mapping	20
A drone-based method for mapping the coral reefs in the shallow coastal waters – case study: Kish Island, Persian Gulf	19
Spatial variation of gully development in the loess plateau of China based on the morphological perspective	19
Modeling long-term rainfall-runoff time series through wavelet-weighted regularization extreme learning machine	19
Hybrid optimization routing management for autonomous underwater vehicle in the internet of underwater things	18
Person identification with aerial imaginary using SegNet based semantic segmentation	18
An efficient correlation based adaptive LASSO regression method for air quality index prediction	18
A pixel-level fusion method for multi-source optical remote sensing image combining the principal component analysis and curvelet transform	18
Spatial prediction of loose aquifer water abundance mapping based on a hybrid statistical learning approach	18
Fog-Cloud centric IoT-based cyber physical framework for panic oriented disaster evacuation in smart cities	18
Assessing the effect of emotional unit of emotional ANN (EANN) in estimation of the prediction intervals of suspended sediment load modeling	17
Object-based crop classification in Hetao plain using random forest	17
GIS-based hybrid machine learning for flood susceptibility prediction in the Nhat Le–Kien Giang watershed, Vietnam	17
Predicting the concentration of sulfate using machine learning methods	17
Hourly solar irradiance prediction using deep BiLSTM network	17
Long time series of remote sensing to monitor the transformation research of Kubuqi Desert in China	17
Mapping burn severity and monitoring CO content in Türkiye’s 2021 Wildfires, using Sentinel-2 and Sentinel-5P satellite data on the GEE platform	16
Few-shot learning for name entity recognition in geological text based on GeoBERT	16
Multipath feature fusion for hyperspectral image classification based on hybrid 3D/2D CNN and squeeze-excitation network	16
Urban classification using preserved information of high dimensional textural features of Sentinel-1 images in Tabriz, Iran	16
Inter comparison of post-fire burn severity indices of Landsat-8 and Sentinel-2 imagery using Google Earth Engine	16
Extraction of temporal information from social media messages using the BERT model	16
Predictive groundwater levels modelling by Inclusive Multiple Modelling (IMM) at multiple levels	16
Rock slope stability analysis and charts based on hybrid online sequential extreme learning machine model	16
Groundwater level as an input to monthly predicting of water level using various machine learning algorithms	16
A comprehensive survey on conventional and modern neural networks: application to river flow forecasting	15
Energy efficiency maximization algorithm for underwater Mobile sensor networks	15
Landslide identification using machine learning techniques: Review, motivation, and future prospects	15
Mine inflow prediction model based on unbiased Grey-Markov theory and its application	14
Predicting the impacts of urban land change on LST and carbon storage using InVEST, CA-ANN and WOA-LSTM models in Guangzhou, China	14
Chamoli flash-flood mapping and evaluation with a supervised classifier and NDWI thresholding using Sentinel-2 optical data in Google earth engine	14
Bias correction of global ensemble precipitation forecasts by Random Forest method	13
Geospatial quantitative analysis of the Aral Sea Shoreline changes using RS and GIS techniques	13
Rate of penetration modeling using hybridization extreme learning machine and whale optimization algorithm	13
Research advances in remote sensing monitoring of sea ice in the Bohai sea	13
An improved FAHP based methodology for groundwater potential zones in Longchuan River basin, Yunnan Province, China	13
Automatic extraction of urban land information from unmanned aerial vehicle (UAV) data	13
Application of Artificial Neural Network in seismic reservoir characterization: a case study from Offshore Nile Delta	13
Hydro-meteorological hazards and role of ICT during 2010-2019: A scientometric analysis	13
Detection and Prediction of Sundarban Reserve Forest using the CA-Markov Chain Model and Remote Sensing Data	13
Object detection in satellite images by faster R-CNN incorporated with enhanced ROI pooling (FrRNet-ERoI) framework	13

Assessment of land-use dynamics of the Aravalli range (India) using integrated geospatial and CART approach	13
Spatio-temporal assessment of natural lakes in Turkey	12
Prediction of groundwater level using the hybrid model combining wavelet transform and machine learning algorithms	12
Analyzing surface air temperature and rainfall in univariate framework, quantifying uncertainty through Shannon entropy and prediction through artificial neural network	12
Exploring the Indian summer monsoon rainfall through multifractal detrended fluctuation analysis and the principle of entropy maximization	12
Transiting Exoplanet Discovery Using Machine Learning Techniques: A Survey	12
Exploiting low dimensional features from the MobileNets for remote sensing image retrieval	12
Integrated image defogging network based on improved atmospheric scattering model and attention feature fusion	12
Text visualization for geological hazard documents via text mining and natural language processing	12
On the modern deep learning approaches for precipitation downscaling	12
GIS-based rockfall hazard zones modeling along the coastal Gulf of Aqaba Region, Egypt	12
A comparison of various machine learning approaches performance for prediction suspended sediment load of river systems: a case study in Malaysia	11
Efficient weighted naive bayes classifiers to predict air quality index	11
Infilling the missing values of groundwater level using time and space series: case of Nantong City, east coast of China	11
Advanced water level prediction for a large-scale river–lake system using hybrid soft computing approach: a case study in Dongting Lake, China	11
Using remote sensing data for geological mapping in semi-arid environment: a machine learning approach	11
Research on 3D geological modeling method based on multiple constraints	11
A hybrid SVR-PSO model to predict concentration of sediment in typical and debris floods	11
Building footprint extraction and counting on very high-resolution satellite imagery using object detection deep learning framework	10
Deep learning spatiotemporal air pollution data in China using data fusion	10
Semantic segmentation and quantification of trees in an orchard using UAV orthophoto	10
O-LCMapping: a Google Earth Engine-based web toolkit for supporting online land cover classification	10
An inter-comparison of different PSO-optimized artificial intelligence algorithms for thermal-based soil moisture retrieval	10
Predicting soil organic carbon by integrating Landsat 8 OLI, GIS and data mining techniques in semi-arid region	10
Possible earthquake forecasting in a narrow space-time-magnitude window	10
Framework for developing IDF curves using satellite precipitation: a case study using GPM-IMERG V6 data	10
How the variations of terrain factors affect the optimal interpolation methods for multiple types of climatic elements?	10
Performance evaluation of machine learning and statistical techniques for modelling landslide susceptibility with limited field data	10
Prediction of the earthquake magnitude by time series methods along the East Anatolian Fault, Turkey	10
Study on the identification and dynamics of green vision rate in Jing’an district, Shanghai based on deeplab V3 + model	10
A comprehensive social media data processing and analytics architecture by using big data platforms: a case study of twitter flood-risk messages	10
Combined use of Sentinel-2 and Landsat-8 to monitor water surface area and evaluated drought risk severity using Google Earth Engine	10
Fracture recognition in ultrasonic logging images via unsupervised segmentation network	10
Optimal level of wavelet decomposition for daily inflow forecasting	9
Smart green ocean underwater IoT network by ICA-based acoustic blind MIMO OFDM transceiver	9
Mapping soil erosion rates using self-organizing map (SOM) and geographic information system (GIS) on hillslopes	9
Multi-weight and multi-granularity fusion of underwater image enhancement	9
Uncertainty assessment of a 3D geological model by integrating data errors, spatial variations and cognition bias	9
Unmanned aerial vehicle (UAV) remote sensing estimation of wheat chlorophyll in subsidence area of coal mine with high phreatic level	9
Semantic segmentation of high-resolution satellite images using deep learning	9
Local-scale monitoring of evapotranspiration based on downscaled GRACE observations and remotely sensed data: An application of terrestrial water balance approach	9
Evaluating different machine learning algorithms for snow water equivalent prediction	9
Prediction of urban water accumulation points and water accumulation process based on machine learning	9
Methods for landslide detection based on lightweight YOLOv4 convolutional neural network	9
Introducing dynamic land subsidence index based on the ALPRIFT framework using artificial intelligence techniques	9
Urban road DEM construction based on geometric and semantic characteristics	9
A seamless economical feature extraction method using Landsat time series data	9
Escalating the resolution of an urban aerial image via novel shadow amputation algorithm	9
Change detection in SAR images based on superpixel segmentation and image regression	9
RDF for temporal data management – a survey	9
Predicting the magnitude of an impending earthquake using deep learning techniques	9
A novel method to improve vertical accuracy of CARTOSAT DEM using machine learning models	9
The copper grade estimation of porphyry deposits using machine learning algorithms and Henry gas solubility optimization	8
Straw return and organic fertilizers instead of chemical fertilizers on growth, yield and quality of rice	8
Statistical evaluation of multiple interpolation techniques for spatial mapping of highly variable geotechnical facets of soil in natural deposition	8
Carbonate / siliciclastic lithofacies classification aided by well-log derivative, volatility and sequence boundary attributes combined with machine learning	8
Spatial and temporal changes analysis of air quality before and after the COVID-19 in Shandong Province, China	8
Data Integration for Lithological Mapping Using Machine Learning Algorithms	8
A multi-granularity knowledge association model of geological text based on hypernetwork	8
Identification of forest disturbance and estimation of forest age in subtropical mountainous areas based on Landsat time series data	8
Automatic annotation of satellite images with multi class support vector machine	8
Hyperspectral image classification method based on squeeze-and-excitation networks, depthwise separable convolution and multibranch feature fusion	8
Comparison of different optimized machine learning algorithms for daily river flow forecasting	8
Groundwater potential mapping in the Central Highlands of Vietnam using spatially explicit machine learning	8
Evaluation of Topographic Correction Effects for Landsat-5 Thematic Mapper Images with Complex Lighting Conditions	8
Hyperspectral image classification using multi-task feature leverage with multi-variant deep learning	8
Spatiotemporal variability assessment and accuracy evaluation of Standardized Precipitation Index and Standardized Precipitation Evapotranspiration Index in Malaysia	8
Fuzzy binary relation based elucidation of air quality over a highly polluted urban region of India	8
Spatio-temporal variations in characteristics of terrestrial water storage and associated drought over different geographic regions of Türkiye	7
Automated survey of selected common plant species in Thai homegardens using Google Street View imagery and a deep neural network	7
Intelligent analysis of precision marketing of green agricultural products based on big data and GIS	7
PDERL: an accurate and fast algorithm with a novel perspective on solving the old viewshed analysis problem	7
Spatiotemporal analysis of landscape pattern and structure in the Greater Bay Area, China	7
Combining morphological filtering, anisotropic diffusion and block-based data replication for automatically detecting and recovering unscanned gaps in remote sensing images	7
Determining the best fitting distribution of annual precipitation data in Serbia using L-moments method	7
Natural disaster risk assessment in tourist areas based on multi scenario analysis	7
Shadow detection of the satellite images of earth using ratio image pixels	7
What are the dominant influencing factors on the soil erosion evolution process in the Yellow River Basin?	7
Validation of double averaged velocity method in a variable width river	7
TOC determination of Zhangjiatan shale of Yanchang formation, Ordos Basin, China, using support vector regression and well logs	7

A practical software package for computing gravimetric geoid by the least squares modification of Hotine’s formula	7
Prediction of groundwater level variations using deep learning methods and GMS numerical model	7
Evaluating quality of surface water resources by ANN and ANFIS networks using Sentinel-2 satellite data	7
An approach to evaluation of environmental benefits for ecological mining areas based on ant Colony algorithm	7
Spatio-temporal evolution and influencing factors of land use in Tibetan region: 1995–2025	7
GNSS-IR-UT: A MATLAB-based software for SNR-based GNSS interferometric reflectometry (GNSS-IR) analysis	7
Prediction of channel sinuosity in perennial rivers using Bayesian Mutual Information theory and support vector regression coupled with meta-heuristic algorithms	7
Integrating the Particle Swarm Optimization (PSO) with machine learning methods for improving the accuracy of the landslide susceptibility model	7
An improved weighting strategy for tropospheric delay estimation with real-time single-frequency precise positioning	7
Morpho-lithostructural analysis of Ala River basin for flood risk assessment: geospatial techniques intervention	7
Optimizing reservoir operation to avoid downstream physical habitat loss using coupled ANFIS- metaheuristic model	7
Classification of igneous rocks from petrographic thin section images using convolutional neural network	7
Application of TOPSIS water abundance comprehensive evaluation method for karst aquifers in a lead zinc mine, China	7
Engineering application of fuzzy evaluation based on comprehensive weight in the selection of geophysical prospecting methods	6
Research on fish identification in tropical waters under unconstrained environment based on transfer learning	6
A novel benchmark dataset of color steel sheds for remote sensing image retrieval	6
Mars weather data analysis using machine learning techniques	6
Real-time image processing method to implement object detection and classification for remote sensing images	6
Application of hybrid model-based deep learning and swarm‐based optimizers for flood susceptibility prediction in Binh Dinh province, Vietnam	6
Satellite image retrieval of random forest (rf-PNN) based probablistic neural network	6
Investigation of accuracy of PPP and PPP-AR methods for direct georeferencing in UAV photogrammetry	6
Comparing different space-borne sensors and methods for the retrieval of land surface temperature	6
Optimal cluster number determination of FCM for unsupervised change detection in remote sensing images	6
Machine learning model combined with CEEMDAN algorithm for monthly precipitation prediction	6
Improvement of deep learning Method for water body segmentation of remote sensing images based on attention modules	6
Investigating the historical development of accuracy and precision of Galileo by means of relative GNSS analysis technique	6
Spatiotemporal variability of trend in extreme precipitations using fuzzy clustering over Northwest Iran	6
EZ-InSAR: An easy-to-use open-source toolbox for mapping ground surface deformation using satellite interferometric synthetic aperture radar	6
Petrophysical parameters estimation of a reservoir using integration of wells and seismic data: a sandstone case study	6
Spatial analysis of factors influencing land subsidence using the OLS Model (Case Study: Fahlian Aquifer)	6
Oil palm yield prediction across blocks from multi-source data using machine learning and deep learning	6
A multi-objective optimization prediction approach for water resources based on swarm intelligence	6
Estimating parameters for the Van Genuchten model from soil physical-chemical properties of undisturbed loess-soil	6
An efficient content-based satellite image retrieval system for big data utilizing threshold based checking method	6
Distance anomaly factors for gold potential mapping in the Jinchanggouliang area, Inner Mongolia, China	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
Method for EMR and AE interference signal identification in coal rock mining based on recurrent neural networks	6
Real time deep learning framework to monitor social distancing using improved single shot detector based on overhead position	5
Groundwater Quality Analysis and Drinkability Prediction using Artificial Intelligence	5
An automatic image matching algorithm based on thin plate splines	5
Evaluation of ionospheric-constrained single-frequency PPP enhanced with an improved stochastic model	5
Analysis of rate of penetration prediction in drilling using data-driven models based on weight on hook measurement	5
Spatial–temporal evolution pattern and prediction analysis of flood disasters in China in recent 500 years	5
Non-linear magnetoconvection in a bidispersive porous layer: a brinkman model	5
Assessment of automatic extraction of surface water dynamism using multi-temporal satellite data	5
Best worst method-based mineral prospectivity modeling over the Central part of the Southern Kibi-Winneba Belt of Ghana	5
Modelling of the environmental sustainability assessment index for inhabited islands	5
An unsupervised framework to extract the diverse building from the satellite images using Grab-cut method	5
Fire stations siting with multiple objectives and geospatial big data	5
A change type determination method based on knowledge of spectral changes in land cover types	5
Denoising of multidimensional seismic data in the physical domain by a new non-local self similarity method	5
Unsupervised automatic classification of all-sky auroral images using deep clustering technology	5
High-resolution time-frequency hilbert transform using sparsity-aware weighting function	5
Prediction of hydraulic conductivity based on the soil grain size using supervised committee machine artificial intelligence	5
A zero-watermarking algorithm for vector geographic data based on feature invariants	5
Variability and forecasting of air temperature in Elqui Valley (Chile)	5
Enhanced statistical tests under indeterminacy with application to earth speed data	5
FKgrain: A topography-based software tool for grain segmentation and sizing using factorial kriging	5
Urban correction of global DEMs using building density for Nairobi, Kenya	5
pyMPSLib: A robust and scalable open-source Python library for mutiple-point statistical simulation	5
Clustering activity at Mt Etna based on volcanic tremor: A case study	5
Deep learning algorithms for prediction of PM10 dynamics in urban and rural areas of Korea	5
Multispectral UAV and satellite images for digital soil modeling with gradient descent boosting and artificial neural network	5
A comprehensive review: active learning for hyperspectral image classifications	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
The comprehensive evaluation of coordinated coal-water development based on analytic hierarchy process fuzzy	5
Urban structure type mapping method using spatial metrics and remote sensing imagery classification	5
Improving flood forecasting through feature selection by a genetic algorithm – experiments based on real data from an Amazon rainforest river	5
SA-VAE: a novel approach for reservoir characterization based on variational auto-encoder and selective attention mechanism	5
Comparative assessment of satellite images spectral characteristics in identifying the different levels of soil salinization using machine learning techniques in Google Earth Engine	5
Learning with self-attention for rental market spatial dynamics in the Atlanta metropolitan area	5
A novel haze removal computing architecture for remote sensing images using multi-scale Retinex technique	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
Forecasting system with sub-model selection strategy for photovoltaic power output forecasting	5
An integration of adaptive neuro-fuzzy inference system and firefly algorithm for scour estimation near bridge piers	5
Spatial interpolation of highly skewed data of the Junggar Basin phreatic groundwater through the multi-scale cokriging model	5
A wavelet-outlier robust extreme learning machine for rainfall forecasting in Ardabil City, Iran	5
An enhanced monthly runoff forecasting using least squares support vector machine based on Harris hawks optimization and secondary decomposition	5
Study of climate change effects on hydrological processes in Siminehroud and Zarrinehroud watersheds northwest of Iran	5
Application of remote sensing techniques in lithological and mineral exploration: discrimination of granitoids bearing iron and corundum deposits in southeastern Banyo, Adamawa region-Cameroon	5
Hybridizing K-means clustering algorithm with harmony search and artificial bee colony optimizers for intelligence mineral prospectivity mapping	5
A robust autonomous navigation and mapping system based on GPS and LiDAR data for unconstraint environment	5
Logging curve prediction method based on CNN-LSTM-attention	5
Event sequence interpretation of structural geological models: a knowledge-based approach	5
Application of hybrid machine learning-based ensemble techniques for rainfall-runoff modeling	5
A comparative study of threshold selection methods for change detection from very high-resolution remote sensing images	5
Mapping urban land use by combining multi-source social sensing data and remote sensing images	5
Performance evaluation of shallow and deep CNN architectures on building segmentation from high-resolution images	5
Trends and applications of google earth engine in remote sensing and earth science research: a bibliometric analysis using scopus database	5
Effects of auxiliary and ancillary data on LULC classification in a heterogeneous environment using optimized random forest algorithm	5