International Journal of Digital Earth

Article	Citations
Human mobility data in the COVID-19 pandemic: characteristics, applications, and challenges	114
Taking the pulse of COVID-19: a spatiotemporal perspective	84
Incorporating DeepLabv3+ and object-based image analysis for semantic segmentation of very high resolution remote sensing images	65
The characteristics of multi-source mobility datasets and how they reveal the luxury nature of social distancing in the U.S. during the COVID-19 pandemic	63
Immersive virtual reality for extending the potential of building information modeling in architecture, engineering, and construction sector: systematic review	56
ClimateCharts.net – an interactive climate analysis web platform	55
Discontinuous rock slope stability analysis by limit equilibrium approaches – a review	54
Sensitivity analysis of parameters and contrasting performance of ground filtering algorithms with UAV photogrammetry-based and LiDAR point clouds	47
Ensemble machine learning models based on Reduced Error Pruning Tree for prediction of rainfall-induced landslides	31
Global DEMs vary from one to another: an evaluation of newly released Copernicus, NASA and AW3D30 DEM on selected terrains of China using ICESat-2 altimetry data	30
The construction of personalized virtual landslide disaster environments based on knowledge graphs and deep neural networks	29
Machine learning methods’ performance in radiative transfer model inversion to retrieve plant traits from Sentinel-2 data of a mixed mountain forest	28
Validation of Landsat land surface temperature product in the conterminous United States using in situ measurements from SURFRAD, ARM, and NDBC sites	27
Impact of spatiotemporal land-use and land-cover changes on surface urban heat islands in a semiarid region using Landsat data	27
Carbon dioxide (CO2) emissions from the service industry, traffic, and secondary industry as revealed by the remotely sensed nighttime light data	26
Multiplex network reconstruction for the coupled spatial diffusion of infodemic and pandemic of COVID-19	24
Spatial–temporal variations of NDVI and its response to climate in China from 2001 to 2020	23
A transformer-based Siamese network and an open optical dataset for semantic change detection of remote sensing images	23
A landslide extraction method of channel attention mechanism U-Net network based on Sentinel-2A remote sensing images	22
Implementation of serverless cloud GIS platform for land valuation	22
FWENet: a deep convolutional neural network for flood water body extraction based on SAR images	21
Driving forces and prediction of urban land use change based on the geodetector and CA-Markov model: a case study of Zhengzhou, China	21
Investigate the relationships between the Aral Sea shrinkage and the expansion of cropland and reservoir in its drainage basins between 2000 and 2020	20
An IFC-based database schema for mapping BIM data into a 3D spatially enabled land administration database	20
Tunnel vision optimization method for VR flood scenes based on Gaussian blur	20

Assessing the ecological vulnerability of protected areas by using Big Earth Data	20
Nyström-based spectral clustering using airborne LiDAR point cloud data for individual tree segmentation	19
Assessing OSM building completeness for almost 13,000 cities globally	18
Country-scale spatio-temporal monitoring of soil erosion in Iran using the G2 model	18
Forecasting NDVI in multiple complex areas using neural network techniques combined feature engineering	18
Evaluation of neural network models for landslide susceptibility assessment	18
An object detection method for bayberry trees based on an improved YOLO algorithm	18
Bathymetric mapping and estimation of water storage in a shallow lake using a remote sensing inversion method based on machine learning	17
Gap analysis in decision support systems for real-estate in the era of the digital earth	17
Deep learning for land use and land cover classification from the Ecuadorian Paramo.	17
Impervious surface extraction based on different methods from multiple spatial resolution images: a comprehensive comparison	17
Deep neural network ensembles for remote sensing land cover and land use classification	16
A virtual geographic environment for dynamic simulation and analysis of tailings dam failure	16
Mapping China’s offshore mariculture based on dense time-series optical and radar data	15
A Scale Sequence Object-based Convolutional Neural Network (SS-OCNN) for crop classification from fine spatial resolution remotely sensed imagery	15
Integrating Sentinel-1 and 2 with LiDAR data to estimate aboveground biomass of subtropical forests in northeast Guangdong, China	15
Chlorophyll-a concentrations in 82 large alpine lakes on the Tibetan Plateau during 2003–2017: temporal–spatial variations and influencing factors	15
Sea ice conditions and navigability through the Northeast Passage in the past 40 years based on remote-sensing data	15
Variation of XCO2 anomaly patterns in the Middle East from OCO-2 satellite data	14
Cloud-based storage and computing for remote sensing big data: a technical review	14
Historical trends of degradation, loss, and recovery in the tropical forest reserves of Ghana	14
Using geospatial social media data for infectious disease studies: a systematic review	14
Social distance integrated gravity model for evacuation destination choice	14
Separating the impacts of climate variability, land-use change and large reservoir operations on streamflow in the Yangtze River basin, China, using a hydrological modeling approach	14
An improved social force model (ISFM)-based crowd evacuation simulation method in virtual reality with a subway fire as a case study	13
Measuring user preferences and behaviour in a topographic immersive virtual environment (TopoIVE) of 2D and 3D urban topographic data	13
Unsupervised GRNN flood mapping approach combined with uncertainty analysis using bi-temporal Sentinel-2 MSI imageries	13
Evaluating spatial accessibility to healthcare services from the lens of emergency hospital visits based on floating car data	13
A unified 3D space-based navigation model for seamless navigation in indoor and outdoor	13
Simultaneous retrieval of land surface temperature and emissivity from the FengYun-4A advanced geosynchronous radiation imager	13
Disaggregating population data for assessing progress of SDGs: methods and applications	13
Improving the estimation of canopy cover from UAV-LiDAR data using a pit-free CHM-based method	13
Assessment of drought risk for winter wheat on the Huanghuaihai Plain under climate change using an EPIC model-based approach	13
Mapping mountain glaciers using an improved U-Net model with cSE	12
Assessing remotely sensed and reanalysis products in characterizing surface soil moisture in the Mongolian Plateau	12
Research agenda for the Russian Far East and utilization of multi-platform comprehensive environmental observations	12
Mapping summer soybean and corn with remote sensing on Google Earth Engine cloud computing in Parana state – Brazil	12
Integrated monitoring of lakes’ turbidity in Wuhan, China during the COVID-19 epidemic using multi-sensor satellite observations	12
Drones, virtual reality, and modeling: communicating catastrophic dam failure	12
Digital earth: yesterday, today, and tomorrow	12
Anomalous behaviour detection using one-class support vector machine and remote sensing images: a case study of algal bloom occurrence in inland waters	12
A dynamic holographic modelling method of digital twin scenes for bridge construction	11
Fast registration of forest terrestrial laser scans using key points detected from crowns and stems	11
Estimation of 30 m land surface temperatures over the entire Tibetan Plateau based on Landsat-7 ETM+ data and machine learning methods	11
A method for reconstructing NDVI time-series based on envelope detection and the Savitzky-Golay filter	11
Modeling landslide susceptibility based on convolutional neural network coupling with metaheuristic optimization algorithms	11
Versioned geoscientific workflow for the collaborative geo-simulation of human-nature interactions – a case study of global change and human activities	10
A volumetric change detection framework using UAV oblique photogrammetry – a case study of ultra-high-resolution monitoring of progressive building collapse	10
Quantitative prediction and evaluation of geothermal resource areas in the southwest section of the Mid-Spine Belt of Beautiful China	10
DAPR-tree: a distributed spatial data indexing scheme with data access patterns to support Digital Earth initiatives	10

Literary placemaking and narrative immersion in extended reality virtual geographic environments	10
A user perspective on future cloud-based services for Big Earth data	10
Recognizing mixed urban functions from human activities using representation learning methods	10
Soil erosion assessment by RUSLE model using remote sensing and GIS in an arid zone	10
Revealing the linguistic and geographical disparities of public awareness to Covid-19 outbreak through social media	10
Inferring decelerated land subsidence and groundwater storage dynamics in Tianjin–Langfang using Sentinel-1 InSAR	9
Health assessment of plantations based on LiDAR canopy spatial structure parameters	9
A container-based approach for sharing environmental models as web services	9
Remote sensing-based deformation monitoring of pagodas at the Bagan cultural heritage site, Myanmar	9
Differentiated effects of morphological and functional polycentric urban spatial structure on carbon emissions in China: an empirical analysis from remotely sensed nighttime light approach	9
Combining post-disturbance land cover and tree canopy cover from Landsat time series data for mapping deforestation, forest degradation, and recovery across Cambodia	9
An efficient built-up land expansion model using a modified U-Net	9
Analyzing Antarctic ice sheet snowmelt with dynamic Big Earth Data	9
Lessons from a Marine Spatial Planning data management process for Ireland	9
Evapotranspiration estimation using SEBAL algorithm integrated with remote sensing and experimental methods	9
Geographic context-aware text mining: enhance social media message classification for situational awareness by integrating spatial and temporal features	9
Crop classification based on the spectrotemporal signature derived from vegetation indices and accumulated temperature	8
Spatial prediction of sparse events using a discrete global grid system; a case study of hate crimes in the USA	8
Integrated representation of geospatial data, model, and knowledge for digital twin railway	8
A robust discretization method of factor screening for landslide susceptibility mapping using convolution neural network, random forest, and logistic regression models	8
Assessing the active-passive approach at variant incidence angles for microwave brightness temperature downscaling	8
Monitoring nonlinear and fast deformation caused by underground mining exploitation using multi-temporal Sentinel-1 radar interferometry and corner reflectors: application, validation and processing o	8
Exploring spatiotemporal patterns of geosocial media data for urban functional zone identification	8
A data fusion-based framework to integrate multi-source VGI in an authoritative land use database	8
A rule-based semi-automatic method to map burned areas in Mediterranean using Landsat images – revisited and improved	8
Interactive data styling and multifocal visualization for a multigrid web-based Digital Earth	8
Routeview: an intelligent route planning system for ships sailing through Arctic ice zones based on big Earth data	7
Landform classification based on landform geospatial structure – a case study on Loess Plateau of China	7
From unstructured texts to semantic story maps	7
An autoencoder-based model for forest disturbance detection using Landsat time series data	7
Monitoring travel patterns in German city regions with the help of mobile phone network data	7
Geoscience model service integrated workflow for rainstorm waterlogging analysis	7
Analysis of geo-spatiotemporal data using machine learning algorithms and reliability enhancement for urbanization decision support	7
The role of machine intelligence in photogrammetric 3D modeling – an overview and perspectives	7
Evaluation and spatio-temporal analysis of surface energy flux in permafrost regions over the Qinghai-Tibet Plateau and Arctic using CMIP6 models	7
A novel fine-resolution snow depth retrieval model to reveal detailed spatiotemporal patterns of snow cover in Northeast China	7
Evaluation of satellite land surface albedo products over China using ground-measurements	7
Three-dimensional virtual representation for the whole process of dam-break floods from a geospatial storytelling perspective	7
An optimized hexagonal quadtree encoding and operation scheme for icosahedral hexagonal discrete global grid systems	7
An attention-based deep learning model for citywide traffic flow forecasting	7
Understanding temporal stability: a long-term analysis of USDA ARS watersheds	7
GMTS: GNN-based multi-scale transformer siamese network for remote sensing building change detection	7
Bridge detection method for HSRRSIs based on YOLOv5 with a decoupled head	7
To move or stay? A cellular automata model to predict urban growth in coastal regions amidst rising sea levels	7
Hyperspectral anomaly detection: a performance comparison of existing techniques	7
Fine scale optical remote sensing experiment of mixed stand over complex terrain (FOREST) in the Genhe Reserve Area: objective, observation and a case study	7
Assessment of VIIRS 375 m active fire using tropical peatland combustion algorithm applied to Landsat-8 over Indonesia’s peatlands	7
Volunteered remote sensing data generation with air passengers as sensors	7
Change detection, risk assessment and mass balance of mobile dune fields near Dunhuang Oasis with optical imagery and global terrain datasets	7
Greenhouse area detection in Guanzhong Plain, Shaanxi, China: spatio-temporal change and suitability classification	7
A scalable software package for time series reconstruction of remote sensing datasets on the Google Earth Engine platform	7
Using deep learning in an embedded system for real-time target detection based on images from an unmanned aerial vehicle: vehicle detection as a case study	7
A study of the temporal and spatial variations in the suitability of the environment in Chinese cities for tourism and in strategies for optimizing the environment	7
A real 3D scene rendering optimization method based on region of interest and viewing frustum prediction in virtual reality	7
Decomposing and mapping different scales of land subsidence over Shanghai with X- and C-Band SAR data stacks	7
How to derive a geovisualization from an application data model: an approach based on Semantic Web technologies	7
Synthesis of the ICESat/ICESat-2 and CryoSat-2 observations to reconstruct time series of lake level	7
Segmentation of the communication tower and its accessory equipment based on geometrical shape context from 3D point cloud	6
An integrated neural network method for landslide susceptibility assessment based on time-series InSAR deformation dynamic features	6
Evaluation of GOFP over four forest plots using RAMI and UAV measurements	6
Reliability and consistency assessment of land cover products at macro and local scales in typical cities	6
Evaluation of machine learning methods and multi-source remote sensing data combinations to construct forest above-ground biomass models	6
An investigation on microwave transmissivity at frequencies of 18.7 and 36.5 GHz for diverse forest types during snow season	6
Open data in spatial data infrastructure: the practices and experiences of Poland	6
Input database related uncertainty of Biome-BGCMuSo agro-environmental model outputs	6
Mapping of lakes in the Qinghai-Tibet Plateau from 2016 to 2021: trend and potential regularity	6
Semantic segmentation for remote sensing images based on an AD-HRNet model	6
Precision silviculture: use of UAVs and comparison of deep learning models for the identification and segmentation of tree crowns in pine crops	6
i4Ocean: transfer function-based interactive visualization of ocean temperature and salinity volume data	6
Improvement of microwave emissivity parameterization of frozen Arctic soils using roughness measurements derived from photogrammetry	6
A framework on task configuration and execution for distributed geographical simulation	6
Combining PlanetScope and Sentinel-2 images with environmental data for improved wheat yield estimation	6
Governance interactions of spatial data infrastructures: an agent-based modelling approach	6
Winter wheat leaf area index inversion by the genetic algorithms neural network model based on SAR data	6
Identifying urban land use social functional units: a case study using OSM data	6
Drainage pattern recognition method considering local basin shape based on graph neural network	6
Mapping the spatio-temporal visibility of global navigation satellites in the urban road areas based on panoramic imagery	6
Monitoring water color anomaly of lakes based on an integrated method using Landsat-8 OLI images	6
Urban restaurants and online food delivery during the COVID-19 pandemic: a spatial and socio-demographic analysis	6
Distinguishing different subclasses of water bodies for long-term and large-scale statistics of lakes: a case study of the Yangtze River basin from 2008 to 2018	6

A fully automatic and high-accuracy surface water mapping framework on Google Earth Engine using Landsat time-series	6
Processes and events in the centre: a dynamic data model for representing spatial change	6
Understanding root-zone soil moisture in agricultural regions of Central Mexico using the ensemble Kalman filter, satellite-derived information, and the THEXMEX-18 dataset	6