Earth Science Informatics

Article	Citations
A deep learning approach for hydrological time-series prediction: A case study of Gilgit river basin	71
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	48
Spatial modeling and susceptibility zonation of landslides using random forest, naïve bayes and K-nearest neighbor in a complicated terrain	47
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	39
Automatic spatiotemporal and semantic information extraction from unstructured geoscience reports using text mining techniques	38
Towards the internet of underwater things: a comprehensive survey	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	34
Hyperspectral and multispectral image fusion techniques for high resolution applications: a review	33
Assessment of Shoreline Changes using Historical Satellite Images and Geospatial Analysis along the Lake Salda in Turkey	33
Shoreline changes over last five decades and predictions for 2030 and 2040: a case study from Cuddalore, southeast coast of India	32
Air temperature forecasting using artificial neural network for Ararat valley	31
OpenAltimetry - rapid analysis and visualization of Spaceborne altimeter data	29
Ensemble data-driven rainfall-runoff modeling using multi-source satellite and gauge rainfall data input fusion	29
Land use land cover mapping using advanced machine learning classifiers: A case study of Shiraz city, Iran	28
Rock classification in petrographic thin section images based on concatenated convolutional neural networks	28
Seismic spatiotemporal characteristics in the Alpide Himalayan Seismic Belt	26
Predicting groundwater depth fluctuations using deep learning, extreme learning machine and Gaussian process: a comparative study	25
A deep convolutional neural network for rock fracture image segmentation	25
A review of downscaling methods of satellite-based precipitation estimates	24
Machine learning based forest fire susceptibility assessment of Manavgat district (Antalya), Turkey	23
Using hybrid artificial intelligence approach based on a neuro-fuzzy system and evolutionary algorithms for modeling landslide susceptibility in East Azerbaijan Province, Iran	22
Neural network boosted with differential evolution for lithology identification based on well logs information	22

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	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 review of models for water level forecasting based on machine learning	21
What is this article about? Generative summarization with the BERT model in the geosciences domain	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 convolutional neural network (CNN) based ensemble model for exoplanet detection	20
Spatial variation of gully development in the loess plateau of China based on the morphological perspective	19
A drone-based method for mapping the coral reefs in the shallow coastal waters – case study: Kish Island, Persian Gulf	19
A stream prediction model based on attention-LSTM	19
Intelligent prediction of rock mass deformation modulus through three optimized cascaded forward neural network models	19
Modeling long-term rainfall-runoff time series through wavelet-weighted regularization extreme learning machine	19
A comparative analysis of different pixel and object-based classification algorithms using multi-source high spatial resolution satellite data for LULC mapping	18
A pixel-level fusion method for multi-source optical remote sensing image combining the principal component analysis and curvelet transform	18
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
Fog-Cloud centric IoT-based cyber physical framework for panic oriented disaster evacuation in smart cities	18
Long time series of remote sensing to monitor the transformation research of Kubuqi Desert in China	17
Hourly solar irradiance prediction using deep BiLSTM network	17
Assessing the effect of emotional unit of emotional ANN (EANN) in estimation of the prediction intervals of suspended sediment load modeling	17
GIS-based hybrid machine learning for flood susceptibility prediction in the Nhat Le–Kien Giang watershed, Vietnam	17
Predictive groundwater levels modelling by Inclusive Multiple Modelling (IMM) at multiple levels	16
Few-shot learning for name entity recognition in geological text based on GeoBERT	16
Predicting the concentration of sulfate using machine learning methods	16
Extraction of temporal information from social media messages using the BERT model	16
Spatial prediction of loose aquifer water abundance mapping based on a hybrid statistical learning approach	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	15
Inter comparison of post-fire burn severity indices of Landsat-8 and Sentinel-2 imagery using Google Earth Engine	15
Object-based crop classification in Hetao plain using random forest	15
Groundwater level as an input to monthly predicting of water level using various machine learning algorithms	15
Rock slope stability analysis and charts based on hybrid online sequential extreme learning machine model	15
Energy efficiency maximization algorithm for underwater Mobile sensor networks	15
Mapping burn severity and monitoring CO content in Türkiye’s 2021 Wildfires, using Sentinel-2 and Sentinel-5P satellite data on the GEE platform	14
Landslide identification using machine learning techniques: Review, motivation, and future prospects	14
Mine inflow prediction model based on unbiased Grey-Markov theory and its application	14
A comprehensive survey on conventional and modern neural networks: application to river flow forecasting	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
Automatic extraction of urban land information from unmanned aerial vehicle (UAV) data	13
Rate of penetration modeling using hybridization extreme learning machine and whale optimization algorithm	13
Bias correction of global ensemble precipitation forecasts by Random Forest method	13
Object detection in satellite images by faster R-CNN incorporated with enhanced ROI pooling (FrRNet-ERoI) framework	13
Chamoli flash-flood mapping and evaluation with a supervised classifier and NDWI thresholding using Sentinel-2 optical data in Google earth engine	13
An improved FAHP based methodology for groundwater potential zones in Longchuan River basin, Yunnan Province, China	13
Geospatial quantitative analysis of the Aral Sea Shoreline changes using RS and GIS techniques	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	12
Spatio-temporal assessment of natural lakes in Turkey	12

Exploring the Indian summer monsoon rainfall through multifractal detrended fluctuation analysis and the principle of entropy maximization	12
Exploiting low dimensional features from the MobileNets for remote sensing image retrieval	12
Analyzing surface air temperature and rainfall in univariate framework, quantifying uncertainty through Shannon entropy and prediction through artificial neural network	12
Research advances in remote sensing monitoring of sea ice in the Bohai sea	12
GIS-based rockfall hazard zones modeling along the coastal Gulf of Aqaba Region, Egypt	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
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
Efficient weighted naive bayes classifiers to predict air quality index	11
Transiting Exoplanet Discovery Using Machine Learning Techniques: A Survey	11
Prediction of groundwater level using the hybrid model combining wavelet transform and machine learning algorithms	11
A hybrid SVR-PSO model to predict concentration of sediment in typical and debris floods	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
Application of Artificial Neural Network in seismic reservoir characterization: a case study from Offshore Nile Delta	11
A comparison of various machine learning approaches performance for prediction suspended sediment load of river systems: a case study in Malaysia	10
Framework for developing IDF curves using satellite precipitation: a case study using GPM-IMERG V6 data	10
O-LCMapping: a Google Earth Engine-based web toolkit for supporting online land cover classification	10
Predicting soil organic carbon by integrating Landsat 8 OLI, GIS and data mining techniques in semi-arid region	10
Deep learning spatiotemporal air pollution data in China using data fusion	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
Prediction of the earthquake magnitude by time series methods along the East Anatolian Fault, Turkey	10
Semantic segmentation and quantification of trees in an orchard using UAV orthophoto	10
Performance evaluation of machine learning and statistical techniques for modelling landslide susceptibility with limited field data	9
Optimal level of wavelet decomposition for daily inflow forecasting	9
A seamless economical feature extraction method using Landsat time series data	9
Study on the identification and dynamics of green vision rate in Jing’an district, Shanghai based on deeplab V3 + model	9
Change detection in SAR images based on superpixel segmentation and image regression	9
A comprehensive social media data processing and analytics architecture by using big data platforms: a case study of twitter flood-risk messages	9
On the modern deep learning approaches for precipitation downscaling	9
Semantic segmentation of high-resolution satellite images using deep learning	9
Mapping soil erosion rates using self-organizing map (SOM) and geographic information system (GIS) on hillslopes	9
Possible earthquake forecasting in a narrow space-time-magnitude window	9
Assessment of land-use dynamics of the Aravalli range (India) using integrated geospatial and CART approach	9
How the variations of terrain factors affect the optimal interpolation methods for multiple types of climatic elements?	9
Urban road DEM construction based on geometric and semantic characteristics	9
An inter-comparison of different PSO-optimized artificial intelligence algorithms for thermal-based soil moisture retrieval	9
Smart green ocean underwater IoT network by ICA-based acoustic blind MIMO OFDM transceiver	9
Building footprint extraction and counting on very high-resolution satellite imagery using object detection deep learning framework	9
Multi-weight and multi-granularity fusion of underwater image enhancement	9
RDF for temporal data management – a survey	9
Identification of forest disturbance and estimation of forest age in subtropical mountainous areas based on Landsat time series data	8
Unmanned aerial vehicle (UAV) remote sensing estimation of wheat chlorophyll in subsidence area of coal mine with high phreatic level	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
Prediction of urban water accumulation points and water accumulation process based on machine learning	8
Evaluation of Topographic Correction Effects for Landsat-5 Thematic Mapper Images with Complex Lighting Conditions	8
A novel method to improve vertical accuracy of CARTOSAT DEM using machine learning models	8
Automatic annotation of satellite images with multi class support vector machine	8
Hyperspectral image classification using multi-task feature leverage with multi-variant deep learning	8
Local-scale monitoring of evapotranspiration based on downscaled GRACE observations and remotely sensed data: An application of terrestrial water balance approach	8
Carbonate / siliciclastic lithofacies classification aided by well-log derivative, volatility and sequence boundary attributes combined with machine learning	8
Groundwater potential mapping in the Central Highlands of Vietnam using spatially explicit machine learning	8
Data Integration for Lithological Mapping Using Machine Learning Algorithms	8
Straw return and organic fertilizers instead of chemical fertilizers on growth, yield and quality of rice	8
Predicting the magnitude of an impending earthquake using deep learning techniques	8
Introducing dynamic land subsidence index based on the ALPRIFT framework using artificial intelligence techniques	8
Hyperspectral image classification method based on squeeze-and-excitation networks, depthwise separable convolution and multibranch feature fusion	8
Spatial and temporal changes analysis of air quality before and after the COVID-19 in Shandong Province, China	8
The copper grade estimation of porphyry deposits using machine learning algorithms and Henry gas solubility optimization	8
Methods for landslide detection based on lightweight YOLOv4 convolutional neural network	8
Statistical evaluation of multiple interpolation techniques for spatial mapping of highly variable geotechnical facets of soil in natural deposition	8
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
Combining morphological filtering, anisotropic diffusion and block-based data replication for automatically detecting and recovering unscanned gaps in remote sensing images	7
Morpho-lithostructural analysis of Ala River basin for flood risk assessment: geospatial techniques intervention	7
Uncertainty assessment of a 3D geological model by integrating data errors, spatial variations and cognition bias	7
Natural disaster risk assessment in tourist areas based on multi scenario analysis	7
What are the dominant influencing factors on the soil erosion evolution process in the Yellow River Basin?	7
Prediction of channel sinuosity in perennial rivers using Bayesian Mutual Information theory and support vector regression coupled with meta-heuristic algorithms	7
Intelligent analysis of precision marketing of green agricultural products based on big data and GIS	7
Comparison of different optimized machine learning algorithms for daily river flow forecasting	7
A multi-granularity knowledge association model of geological text based on hypernetwork	7
Optimizing reservoir operation to avoid downstream physical habitat loss using coupled ANFIS- metaheuristic model	7
Application of TOPSIS water abundance comprehensive evaluation method for karst aquifers in a lead zinc mine, China	7
Shadow detection of the satellite images of earth using ratio image pixels	7
Integrating the Particle Swarm Optimization (PSO) with machine learning methods for improving the accuracy of the landslide susceptibility model	7
Evaluating different machine learning algorithms for snow water equivalent prediction	7

A practical software package for computing gravimetric geoid by the least squares modification of Hotine’s formula	7
Spatiotemporal analysis of landscape pattern and structure in the Greater Bay Area, China	7
Evaluating quality of surface water resources by ANN and ANFIS networks using Sentinel-2 satellite data	7
Classification of igneous rocks from petrographic thin section images using convolutional neural network	7
Spatio-temporal evolution and influencing factors of land use in Tibetan region: 1995–2025	7
Automated survey of selected common plant species in Thai homegardens using Google Street View imagery and a deep neural network	7
A novel benchmark dataset of color steel sheds for remote sensing image retrieval	6
Application of hybrid model-based deep learning and swarm‐based optimizers for flood susceptibility prediction in Binh Dinh province, Vietnam	6
Prediction of groundwater level variations using deep learning methods and GMS numerical model	6
Real-time image processing method to implement object detection and classification for remote sensing images	6
Determining the best fitting distribution of annual precipitation data in Serbia using L-moments method	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
GNSS-IR-UT: A MATLAB-based software for SNR-based GNSS interferometric reflectometry (GNSS-IR) analysis	6
A multi-objective optimization prediction approach for water resources based on swarm intelligence	6
Escalating the resolution of an urban aerial image via novel shadow amputation algorithm	6
An improved weighting strategy for tropospheric delay estimation with real-time single-frequency precise positioning	6
Investigating the historical development of accuracy and precision of Galileo by means of relative GNSS analysis technique	6
Satellite image retrieval of random forest (rf-PNN) based probablistic neural network	6
An approach to evaluation of environmental benefits for ecological mining areas based on ant Colony algorithm	6
Spatio-temporal variations in characteristics of terrestrial water storage and associated drought over different geographic regions of Türkiye	6
Machine learning model combined with CEEMDAN algorithm for monthly precipitation prediction	6
PDERL: an accurate and fast algorithm with a novel perspective on solving the old viewshed analysis problem	6
An efficient content-based satellite image retrieval system for big data utilizing threshold based checking method	6
Spatiotemporal variability of trend in extreme precipitations using fuzzy clustering over Northwest Iran	6
Estimating parameters for the Van Genuchten model from soil physical-chemical properties of undisturbed loess-soil	6
Distance anomaly factors for gold potential mapping in the Jinchanggouliang area, Inner Mongolia, China	6
Method for EMR and AE interference signal identification in coal rock mining based on recurrent neural networks	6
Petrophysical parameters estimation of a reservoir using integration of wells and seismic data: a sandstone case study	6
Research on fish identification in tropical waters under unconstrained environment based on transfer learning	6
Mars weather data analysis using machine learning techniques	5
Modelling of the environmental sustainability assessment index for inhabited islands	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
A comparative study of threshold selection methods for change detection from very high-resolution remote sensing images	5
Prediction of hydraulic conductivity based on the soil grain size using supervised committee machine artificial intelligence	5
A novel haze removal computing architecture for remote sensing images using multi-scale Retinex technique	5
Variability and forecasting of air temperature in Elqui Valley (Chile)	5
Forecasting system with sub-model selection strategy for photovoltaic power output forecasting	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
A zero-watermarking algorithm for vector geographic data based on feature invariants	5
Assessment of automatic extraction of surface water dynamism using multi-temporal satellite data	5
Oil palm yield prediction across blocks from multi-source data using machine learning and deep learning	5
Non-linear magnetoconvection in a bidispersive porous layer: a brinkman model	5
A comprehensive review: active learning for hyperspectral image classifications	5
Improvement of deep learning Method for water body segmentation of remote sensing images based on attention modules	5
Proposing a Hybrid Genetic Algorithm based Parsimonious Random Forest Regression (H-GAPRFR) technique for solar irradiance forecasting with feature selection and parameter optimization	5
Improving flood forecasting through feature selection by a genetic algorithm – experiments based on real data from an Amazon rainforest river	5
Mapping urban land use by combining multi-source social sensing data and remote sensing images	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
High-resolution time-frequency hilbert transform using sparsity-aware weighting function	5
An integration of adaptive neuro-fuzzy inference system and firefly algorithm for scour estimation near bridge piers	5
Performance evaluation of shallow and deep CNN architectures on building segmentation from high-resolution images	5
EZ-InSAR: An easy-to-use open-source toolbox for mapping ground surface deformation using satellite interferometric synthetic aperture radar	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
Optimal cluster number determination of FCM for unsupervised change detection in remote sensing images	5
A robust autonomous navigation and mapping system based on GPS and LiDAR data for unconstraint environment	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
Event sequence interpretation of structural geological models: a knowledge-based approach	5
The comprehensive evaluation of coordinated coal-water development based on analytic hierarchy process fuzzy	5
Trends and applications of google earth engine in remote sensing and earth science research: a bibliometric analysis using scopus database	5
Real time deep learning framework to monitor social distancing using improved single shot detector based on overhead position	5
Engineering application of fuzzy evaluation based on comprehensive weight in the selection of geophysical prospecting methods	5
An automatic image matching algorithm based on thin plate splines	5
Groundwater Quality Analysis and Drinkability Prediction using Artificial Intelligence	5
Spatial–temporal evolution pattern and prediction analysis of flood disasters in China in recent 500 years	5
Study of climate change effects on hydrological processes in Siminehroud and Zarrinehroud watersheds northwest of Iran	5
Enhanced statistical tests under indeterminacy with application to earth speed data	5