Delivery of Suomi National Polar-orbiting Partnership (Suomi NPP) satellite data products will cease on November 1, 2026. Data users should transition now to alternative products from NOAA-21 and NOAA-20.
Suomi NPP data announcement
Publications Citing Reflectance Data
List of peer-reviewed publications that cite using Reflectance data.
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| Title | Year Sort ascending | Author | Topic | Dataset |
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| Spatial and Temporal Evolution of Sowing and the Onset of the Rainy | Fonseca, Humberto Paiva, Pires, Gabrielle Ferreira, Brumatti, Livia Maria | Reflectance, Anisotropy | ||
| Spatial analysis of outdoor wet bulb globe temperature under RCP4. 5 and RCP8. 5 scenarios for 20412080 across a range of temperate to hot climates | Hall, Andrew, Horta, Ana, Khan, Mobushir R., Crabbe, Richard A. | Atmospheric Ozone, Reflectance, Aerosol Optical Depth/Thickness | ||
| Soil and groundwater remediation proposal for hydrocarbons in a tropical aquifer | Marquez, Adriana, Freytez, Estafania, Maldonado, Julio, Guevara, Edilberto, Perez, Sergio, Buroz, Eduardo | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice | ||
| Spatial difference between temperature and snowfall driven spring phenology of alpine grassland land surface based on process-based modeling on the Qinghai-Tibet Plateau | An, Shuai, Zhang, Xiaoyang, Ren, Shilong | Reflectance, Anisotropy, Albedo | ||
| SPATIAL DOWNSCALING OF VEGETATION OPTICAL DEPTH USING THE MODIS AND SRTM | Mohite, Jayantrao, Sawant, Suryakant, Pandit, Ankur, Pappula, Srinivasu | Reflectance, Land Surface Temperature, Emissivity | ||
| Spatial epidemiology of highly pathogenic avian influenza subtype H5N6 in Gyeonggi Province, South Korea, 20162017 | Lim, JunSik, Soares Magalhaes, Ricardo J., Chakma, Shovon, You, DaeSung, Lee, KwangNyeong, Pak, SonIl, Kim, Eutteum | Population Density, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Land Surface Temperature, Emissivity |
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| The extinction of Miocene broad-leaved deciduous Nothofagaceae and loss | Reichgelt, Tammo, Lee, William G., Lee, Daphne E. | Atmospheric Emitted Radiation, Emissivity, Optical Depth/Thickness, Radiative Flux, Reflectance, Transmittance, Clouds, Cloud Condensation Nuclei, Cloud Droplet Concentration/Size, Cloud Liquid Water/Ice, Cloud Optical Depth/Thickness, Cloud Precipitable Water, Cloud Asymmetry, Cloud Ceiling, Cloud Frequency, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Cloud Emissivity, Cloud Radiative Forcing, Cloud Reflectance, Cloud Types | ||
| The extreme heat wave over western North America in 2021An assessment by means of land surface temperature | Cotlier, Gabriel I., Jimenez, Juan Carlos | Reflectance, Land Surface Temperature, Emissivity | ||
| The hydrological impacts of restoration: A modelling study of alien tree clearing in four mountain catchments in South Africa | Rebelo, Alanna J., Holden, Petra B., Hallowes, Jason, Eady, Bruce, Cullis, James D.S., Esler, Karen J., New, Mark G. | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice | ||
| Sequence Models for Crop Yield Prediction Using Satellite Imagery | Divakar, M. Sarith, Elayidom, M. Sudheep, Rajesh, R. | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Reflectance | ||
| Simultaneous retrieval of land surface temperature and emissivity from the FengYun-4A advanced geosynchronous radiation imager | Liu, Weihan, Shi, Jiancheng, Liang, Shunlin, Zhou, Shugui, Cheng, Jie | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Emissivity, Land Surface Temperature, Reflectance |
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| Single-blind determination of methane detection limits and quantification accuracy using aircraft-based LiDAR | Bell, Clay, Rutherford, Jeff, Brandt, Adam, Sherwin, Evan, Vaughn, Timothy, Zimmerle, Daniel | Reflectance | ||
| Short-interval fires increasing in the Alaskan boreal forest as fire self-regulation decays across forest types | Buma, B., Hayes, K., Weiss, S., Lucash, M. | Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps, Land Use/Land Cover Classification, Forests, Vegetation Cover, Alpine/Tundra, Reflectance, Dominant Species | ||
| The Development and Demonstration of a Semi-Automated Regional Hazard Mapping Tool for Tailings Storage Facility Failures | Innis, Sally, Ghahramani, Negar, Rana, Nahyan, McDougall, Scott, Evans, Stephen G., Take, W. Andy, Kunz, Nadja C. | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice | ||
| The development and impact of an ice-contact proglacial lake during the | Delaney, Catherine | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice | ||
| The dust load and radiative impact associated with the June 2020 historical Saharan dust storm | Francis, Diana, Nelli, Narendra, Fonseca, Ricardo, Weston, Michael, Flamant, Cyrille, Cherif, Charfeddine | Aerosol Backscatter, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Aerosol Radiance, Carbonaceous Aerosols, Cloud Condensation Nuclei, Dust/Ash/Smoke, Nitrate Particles, Organic Particles, Particulate Matter, Sulfate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance | ||
| The effects of landforms and climate on NDVI in Artvin, Turkey | Turgut, Hilal, Turgut, Bulent | Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice | ||
| The EarthObserving Aqua Satellite Mission: 20 Years and Counting | Parkinson, Claire L. | Tropospheric Ozone, Tropopause, Methane, Atmospheric Ozone, Surface Pressure, Outgoing Longwave Radiation, Surface Temperature, Air Temperature, Upper Air Temperature, Layered Precipitable Water, Total Precipitable Water, Water Vapor Profiles, Cloud Fraction, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Precipitation Rate, Emissivity, Skin Temperature, Sea Surface Temperature, Aerosol Backscatter, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Aerosol Radiance, Carbonaceous Aerosols, Cloud Condensation Nuclei, Dust/Ash/Smoke, Nitrate Particles, Organic Particles, Particulate Matter, Sulfate Particles, Trace Gases/Trace Species, Atmospheric Emitted Radiation, Emissivity, Optical Depth/Thickness, Radiative Flux, Reflectance, Transmittance, Atmospheric Stability, Humidity, Cloud Condensation Nuclei, Cloud Droplet Concentration/Size, Cloud Liquid Water/Ice, Cloud Optical Depth/Thickness, Cloud Asymmetry, Cloud Ceiling, Cloud Frequency, Cloud Height, Cloud Emissivity, Cloud Radiative Forcing, Cloud Reflectance, Rain Storms | ||
| Seeing roots from space: aboveground fingerprints of root depth in vegetation sensitivity to climate in dry biomes | Kuhn, Nicola, Spiegel, Marcus P, Tovar, Carolina, Willis, Katherine J, Macias-Fauria, Marc | Evapotranspiration, Photosynthesis, Primary Production, Latent Heat Flux, Reflectance, 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) | ||
| Seeing the locust in the swarmAccounting for spatiotemporal hierarchy improves ecological models of insect populations | Lawton, Douglas, Scarth, Peter, Deveson, Edward, Piou, Cyril, Spessa, Allan, Waters, Cathy, Cease, Arianne J. | Reflectance | ||
| The spatio-temporal reconstruction of lake water levels using deep learning models: A case study on Altai mountains | Yue, Linwei, Zan, Fangqing, Liu, Xiuguo, Yuan, Qiangqiang, Shen, Huanfeng | Reflectance, Terrain Elevation, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff | ||
| The restoration potential of the grasslands on the Tibetan Plateau | Wang, Ruijing, Feng, Qisheng, Jin, Zheren, Liang, Tiangang | Reflectance, Anisotropy, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| The Response of Vegetation to Regional Climate Change on the Tibetan | Deng, Mingshan, Meng, Xianhong, Lu, Yaqiong, Li, Zhaoguo, Zhao, Lin, Niu, Hanlin, Chen, Hao, Shang, Lunyu, Wang, Shaoying, Sheng, Danrui | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| The Importance of Lake Emergent Aquatic Vegetation for Estimating ArcticBoreal Methane Emissions | Kyzivat, Ethan D., Smith, Laurence C., GarciaTigreros, Fenix, Huang, Chang, Wang, Chao, Langhorst, Theodore, Fayne, Jessica V., Harlan, Merritt E., Ishitsuka, Yuta, Feng, Dongmei, Dolan, Wayana, Pitcher, Lincoln H, Wickland, Kimberly P., Dornblaser, Mark M., Striegl, Robert G., Pavelsky, Tamlin M., Butman, David E., Gleason, Colin J. | Land Use/Land Cover Classification, Dominant Species, Wetlands, Wetlands, VISIBLE IMAGERY, Rivers/Stream, Infrared Imagery, Lake/Pond, Surface Water Features, Forests, Vegetation Cover, Alpine/Tundra, Reflectance |
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| Urbanization contributes little to global warming but substantially intensifies local and regional land surface warming | Zhou, Decheng, Xiao, Jingfeng, Frolking, Steve, Zhang, Liangxia, Zhou, Guoyi | Population Estimates, Socioeconomics, Land Surface Temperature, Emissivity, Albedo, Anisotropy, Reflectance, Evapotranspiration, Photosynthesis, Primary Production, Latent Heat Flux, Land Use/Land Cover Classification |
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