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Publications Citing Land Surface Data

List of peer-reviewed publications that cite using Land Surface data.
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A Conceptual Framework for Remote Sensing Solution for Peatland Greenhouse Gas Emission Estimation in Latvia Reflectance, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
2025 California Wildfire Observations Using Single FieldofView Sounder Atmospheric Products (SiFSAP) Carbon Monoxide, Tropospheric Ozone, Geopotential Height, Tropopause, Atmospheric Ozone, Surface Pressure, Outgoing Longwave Radiation, Surface Temperature, Air Temperature, Upper Air Temperature, Total Precipitable Water, Water Vapor Profiles, Cloud Droplet Concentration/Size, Cloud Liquid Water/Ice, Cloud Optical Depth/Thickness, Cloud Fraction, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Cloud Types, Precipitation Rate, Emissivity, Skin Temperature, Sea Surface Temperature, Brightness Temperature, Infrared Radiance, Clouds, Cloud Frequency, REFLECTED INFRARED, Visible Radiance, Cloud Properties, Cloud Top Height, Cloud Emissivity, Aerosol Optical Depth/Thickness, Angstrom Exponent, Methane, Sulfur Dioxide
A 10 m High-precision Canopy Height Product for Nanping City, Fujian Province, China Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps, Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, VEGETATION HEIGHT
A CNN-Transformer Hybrid Framework for Mapping Annual Wheat Fractional Cover from 2001-2023 using MODIS Satellite Data over Asia Reflectance
A 30 m Multi-Year Dataset of Major Crop Distributions in Xinjiang, China (20132024) Based on Harmonized LandsatSentinel-2 Data Reflectance, Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps
A Decadal Survey of the Near-Surface Seismic Velocity Response to Hydrological Variations in Utah, United States Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Evaporation, Evapotranspiration, Rain, Snow, Canopy Characteristics, Leaf Characteristics, Vegetation Cover, Soil Moisture/Water Content, Soil Temperature, Albedo, Land Surface Temperature, Snow Water Equivalent, Runoff
A hybrid machine learning model for flood prediction with recursive feature elimination informed by training performance RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Land Use/Land Cover Classification, Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain
A localized plant species-specific BVOC emission rate library of China established using a developed statistical approach based on field measurements Land Use/Land Cover Classification
A high performance assimilation of surface soil moisture based on a Land Use/Land Cover Classification
A high resolution urban and rural settlement map of Africa using deep learning and satellite imagery Land Use/Land Cover, Anthropogenic/Human Influenced Ecosystems, Conservation, Sustainability
A fundamental trade-off among resilience, resistance, efficiency, and Wetlands, Wetlands, Coastal, Gross Primary Production (gpp), Intertidal Zone
A geophysical investigation of the Roter Kamm impact crater, Namibia Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps
A machine learning-based wildfire susceptibility mapping framework for Photosynthesis, Primary Production, VEGETATION PRODUCTIVITY, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps
A new index used to characterise the extent of Antarctic marine coastal winds in climate projections Surface Temperature, Skin Temperature, Upper Air Temperature, Air Temperature, Atmospheric Winds, Surface Winds, U/V Wind Components, Atmospheric Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Altitude, Boundary Layer Winds
A new, long-term root zone soil moisture dataset for operational agricultural drought monitoring over Africa Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration, Wind Speed, Rain, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Cover, Snow Depth, Snow Water Equivalent, Runoff, Surface Temperature, Humidity, Surface Winds, Precipitation Rate, Ground Water
A new scenario architecture to capture granularity of governance within and across Shared Socioeconomic Pathways Tourism, Infrastructure, Public Health, Poverty Levels, Sustainability, Land Use/Land Cover, Food Security, Environmental Governance/Management, Natural Hazards, Environmental Health Factors, Population Distribution, Urbanization/Urban Sprawl, Water Resources
Investigating the spatiotemporal behavior of VIC model parameters over the Tibetan plateau via global sensitivity analysis and machine learning Soil Classification, Soil Chemistry, Soil Bulk Density, Nitrogen, Carbon, Soil Horizons/Profile, Soil Moisture/Water Content, Soil Water Holding Capacity
Integrated hydrogeodynamic analysis for sustainable development along RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
Integrating and diversity in conservation planning RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
Interpreting Changes in Global Methane Budget in a Chemistry-Climate Land Use/Land Cover Classification, Vegetation Index, Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo, Reflectance
Interannual variability of spring dust column mass concentration over Land Use/Land Cover Classification, Aerosols, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 10), PARTICULATE MATTER (PM 1.0), Emissions, UV Aerosol Index, Gas/Aerosol Composition, Deposition
Intercomparison of Earth Observation products for hyper-resolution Evapotranspiration, Photosynthesis, Primary Production, Latent Heat Flux, Surface Soil Moisture
Intensified seasonal droughts and carryover effects amplify negative growth anomalies in Eurasian grasslands during the past four decades Land Use/Land Cover Classification
Investigating the contributions of herbaceous vegetation biomass to soil REFLECTED INFRARED, Deltas, VISIBLE IMAGERY, Wetlands, Reflectance, Salinity, Water Depth, Water Depth, Inundation, Surface Water Processes/Measurements, Sedimentation, Erosion/Sedimentation, Accretion, Soil Bulk Density, Organic Matter, Soil Organic Carbon (SOC), Sedimentation, Infrared Radiance, Estuary, Sediments, VIEWING GEOMETRY, Vegetation Cover, Geolocation, Visible Radiance, Biomass, Forests, Wetlands, Soil Rooting Depth, Vegetation Fraction, Primary Production
Mapping Forest Canopy Height via Self-Attention Multisource Feature Fusion and a Blending-Based Heterogeneous Ensemble Model Terrain Elevation, VEGETATION HEIGHT
Mapping and modelling land degradation vulnerability in a semi-arid RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
Mapping Evapotranspiration and Diffuse Recharge via Variational Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar)
Mapping field-scale daily evapotranspiration using unbiased spatio-temporal fusion approach over heterogeneous surface LIDAR WAVEFORM, Canopy Characteristics, Terrain Elevation
Machine and deep learning-based forecast of Tehran's accelerating nighttime surface heat island crisis Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Machine learning analysis of Iran's wildfire landscape and anthropogenic influences Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Fire Dynamics, Surface Radiative Properties, Land Surface Temperature
Mapping the global potential of onshore field-scale solar PV using positive-unlabeled deep learning Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Mapping the structural diversity of Central African and Western US forests using GEDI Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, VEGETATION HEIGHT, Digital Elevation/Terrain Model (DEM), VIEWING GEOMETRY, Terrain Elevation
Machine learning-based high resolution spatial economic modeling of biomass energy potential in Southeast Asia RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
Modern pollen analysis on peatlands across monsoonal China and its implications for reconstruction Land Use/Land Cover, Anthropogenic/Human Influenced Ecosystems, Sustainability
Monitoring snow cover dynamics at 30-m resolution in higher latitude regions using Harmonized Landsat Sentinel-2 Albedo, Snow Cover, Reflectance
Moisture inversions in the central Arctic: Product assessment and longwave radiative effect Surface Temperature, Skin Temperature, Upper Air Temperature, Air Temperature, Atmospheric Winds, Surface Winds, U/V Wind Components, Atmospheric Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Altitude, Boundary Layer Winds, Pressure Thickness, U/V Wind Components, Potential Vorticity, Vertical Wind Velocity/Speed, Vertical Profiles, Relative Humidity, Cloud Fraction, Geopotential Height, Ozone Profiles
Monitoring Agricultural Stress Using Multi-Sensor Satellite Data and Machine Learning Techniques Reflectance
Modeling of rainfall-runoff and flooding using HEC-HMS model through GIS Runoff, Soil Texture
Monitoring Changes in Landsat Thermal Features in Urban and Non-Urban Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Crop/Plant Yields, Land Use Classes, Landscape Patterns, Surface Radiative Properties
Monitoring Flood Inundation Dynamics From Space Atmospheric Water Vapor, Precipitation, Brightness Temperature, Reflectance, Reflectance, Terrain Elevation
Mercury Cycling Across a US Semi-Arid Mountain Ecosystem Elevation Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification
Mycorrhizal strategy mediates anthropogenic impacts on plant range filling in China Land Use/Land Cover, Anthropogenic/Human Influenced Ecosystems
Natural climate change and social population ageing reconstruct the flood risk gap between inland and coastal cities in China Runoff, Soil Texture
Monthly and seasonal variations in ocean near-surface gradients around RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
More than three-quarters of environmental migration in Somalia is driven by water deficiency for food and livestock production Crop/Plant Yields, Land Use Classes, Landscape Patterns, Cropland
MTRCL: A spatio-temporal multi-source data fusion method for enhancing short-term wind speed forecast capability of numerical weather prediction Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps
Multi-criteria conservation assessment of the economically important RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
Multicriteria Approach to Define Adequate areas for the Implementation of Ecosystem-based Adaptation Strategies RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM)
Multidisciplinary analysis of the park fire: advancing mega-fire management Fire Dynamics, Surface Radiative Properties, Land Surface Temperature
Multi-scale greening dynamics in Turkiye's Ecoregions (20012024): the effects of elevation and land cover on NDVI change tendencies Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)