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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| A Cultural Route Perspective on Rural Revitalization of Traditional Villages: A Case Study from Chishui, China | Zhou, Zijie, Zheng, Xin | 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 | ||
| A daily and 500 m coupled evapotranspiration and gross primary production product across China during 20002020 | He, Shaoyang, Zhang, Yongqiang, Ma, Ning, Tian, Jing, Kong, Dongdong, Liu, Changming | Photosynthesis, Primary Production, Vegetation Productivity, Terrestrial Water Storage, 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, Reflectance, Albedo, Anisotropy, Emissivity, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) |
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| Accelerating Ice Loss From Peripheral Glaciers in North Greenland | Khan, Shfaqat A., Colgan, William, Neumann, Thomas A., van den Broeke, Michiel R., Brunt, Kelly M., Noel, Brice, Bamber, Jonathan L., Hassan, Javed, Bjrk, Anders A. | Glacier Elevation/Ice Sheet Elevation, Glacier Topography/Ice Sheet Topography, Ice Sheets, Reflectance, Glacier Elevation/Ice Sheet Elevation | ||
| Accounting for Carbon Sink and its Dominant Influencing Factors in Chinese Ecological Space | Lin, Gang, Jiang, Dong, Li, Xiang, Fu, Jingying | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Albedo, Anisotropy, Photosynthesis, Primary Production, Vegetation Productivity, Land Use/Land Cover Classification |
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| Adaptability of MODIS daily cloud-free snow cover 500 m dataset over China in Hutubi River Basin based on snowmelt runoff model | Meng, Xiangyao, Liu, Yongqiang, Qin, Yan, Wang, Weiping, Zhang, Mengxiao, Zhang, Kun | Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps, Reflectance, Total Surface Precipitation Rate |
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| Addressing the difficulties in quantifying droplet number response to aerosol from satellite observations | Jia, Hailing, Quaas, Johannes, Gryspeerdt, Edward, Bohm, Christoph, Sourdeval, Odran | Cloud Height, Cloud Frequency, 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, Total Precipitable Water, Water Vapor Profiles, Cloud Condensation Nuclei, Cloud Droplet Concentration/Size, Cloud Liquid Water/Ice, Cloud Optical Depth/Thickness, Cloud Asymmetry, Cloud Ceiling, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Cloud Emissivity, Cloud Radiative Forcing, Cloud Reflectance, Rain Storms, Atmospheric Ozone, Clouds, Cloud Precipitable Water, Cloud Types | ||
| Aerosol characteristics and polarimetric signatures for a deep convective storm over the northwestern part of Europemodeling and observations | Shrestha, Prabhakar, Mendrok, Jana, Brunner, Dominik | Nitrogen Dioxide, Aerosol Backscatter, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Aerosol Radiance, Carbonaceous Aerosols, Dust/Ash/Smoke, Nitrate Particles, Organic Particles, Particulate Matter, Sulfate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance | ||
| Aerosol Characterization Using Machine Learning | Natraj, Vijay, Chen, Sihe, Zeng, Zhao-Cheng, Yung, Yuk L. | Reflectance, Albedo, Anisotropy | ||
| A surface water mapping framework combining optical and radar remote sensing and its application in China | Yang, Yongmin, Huang, Shifeng, Qiu, Jianxiu, Liu, Changjun, Jiang, Wei | Reflectance | ||
| A systematic literature review on crop yield prediction with deep learning and remote sensing | Muruganantham, Priyanga, Wibowo, Santoso, Grandhi, Srimannarayana, Samrat, Nahidul Hoque, Islam, Nahina | Reflectance, Land Surface Temperature, Emissivity | ||
| Accuracy Assessment of Kriging, artificial neural network, and a hybrid approach integrating spatial and terrain data in estimating and mapping of soil organic ... | Klc, Mirac, Gundogan, Recep, Gunal, Hikmet, Cemek, Bilal | 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 | ||
| A union of dynamic hydrological modeling and satellite remotely-sensed data for spatiotemporal assessment of sediment yields | Preetha, Pooja, Al-Hamdan, Ashraf | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance | ||
| A view from space on global flux towers by MODIS and Landsat: the FluxnetEO data set | Walther, Sophia, Besnard, Simon, Nelson, Jacob Allen, El-Madany, Tarek Sebastian, Migliavacca, Mirco, Weber, Ulrich, Carvalhais, Nuno, Ermida, Sofia Lorena, Brummer, Christian, Schrader, Frederik, Prokushkin, Anatoly Stanislavovich, Panov, Alexey Vasilevich, Jung, Martin | Land Surface Temperature, Emissivity, Reflectance, Anisotropy, Albedo |
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| A wildfire growth prediction and evaluation approach using Landsat and MODIS data | Radocaj, Dorijan, Jurisic, Mladen, Gasparovic, Mateo | Reflectance, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Fire Occurrence, Surface Thermal Properties, Land Surface Temperature, THERMAL ANOMALIES |
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| Adjusting solar-induced fluorescence to nadir-viewing provides a better proxy for GPP | Hao, Dalei, Zeng, Yelu, Zhang, Zhaoying, Zhang, Yongguang, Qiu, Han, Biriukova, Khelvi, Celesti, Marco, Rossini, Micol, Zhu, Peng, Asrar, Ghassem R., Chen, Min | Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance, Albedo, Anisotropy | ||
| Biophysical impact of sunflower crop rotation on agricultural fields | Kussul, Nataliia, Deininger, Klaus, Shumilo, Leonid, Lavreniuk, Mykola, Ali, Daniel Ayalew, Nivievskyi, Oleg | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance | ||
| Black carbon-climate interactions regulate dust burdens over India revealed during COVID-19 | Wei, Linyi, Lu, Zheng, Wang, Yong, Liu, Xiaohong, Wang, Weiyi, Wu, Chenglai, Zhao, Xi, Rahimi, Stefan, Xia, Wenwen, Jiang, Yiquan | Aerosol Absorption, UV Aerosol Index, Albedo, Anisotropy, 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, Total Precipitable Water, Water Vapor Profiles, Cloud Condensation Nuclei, Cloud Droplet Concentration/Size, Cloud Liquid Water/Ice, Cloud Optical Depth/Thickness, Cloud Asymmetry, Cloud Ceiling, Cloud Frequency, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Cloud Emissivity, Cloud Radiative Forcing, Cloud Reflectance, Rain Storms, Atmospheric Ozone | ||
| Can column formaldehyde observations inform air quality monitoring strategies for ozone and related photochemical oxidants? | Travis, K. R., Judd, L. M., Crawford, J. H., Chen, Gao, Szykman, James, Whitehill, Andrew, Valin, Lukas C., Spinei, Elena, Janz, Scott, Nowlan, Caroline R., Kwon, HyeongAhn, Fried, Alan, Walega, James | Reflectance, Albedo, Anisotropy | ||
| Can we detect more ephemeral floods with higher density harmonized Landsat Sentinel 2 data compared to Landsat 8 alone? | Tulbure, Mirela G., Broich, Mark, Perin, Vinicius, Gaines, Mollie, Ju, Junchang, Stehman, Stephen V., Pavelsky, Tamlin, Masek, Jeffrey G., Yin, Simon, Mai, Joachim, Betbeder-Matibet, Luc | Reflectance | ||
| Biogeographic variability in wildfire severity and post-fire vegetation recovery across the European forests via remote sensing-derived spectral metrics | Nole, Angelo, Rita, Angelo, Spatola, Maria Floriana, Borghetti, Marco | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Anisotropy, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area | ||
| Modeling Phenological Phases of Winter Wheat Based on Temperature and | Dizkova, Petra, Bartosova, Lenka, Blahova, Monika, Balek, Jan, Hajkova, Lenka, Semeradova, Daniela, Bohuslav, Jakub, Pohankova, Eva, Zalud, Zdenek, Trnka, Miroslav | Reflectance | ||
| Modeling Spatial Distribution of Snow Water Equivalent by Combining Meteorological and Satellite Data with Lidar Maps | Mital, Utkarsh, Dwivedi, Dipankar, Ozgen-Xian, Ilhan, Brown, James B., Steefel, Carl I. | Reflectance, Snow Water Equivalent | ||
| Monitoring and Predicting Temporal Changes of Urmia Lake and its Basin Using Satellite Multi-Sensor Data and Deep-Learning Algorithms | Radman, Ali, Akhoondzadeh, Mehdi, Hosseiny, Benyamin | Total Surface Precipitation Rate, Reflectance | ||
| Model-driven estimation of closed and open shrublands live fuel moisture content | Lai, Gengke, Quan, Xingwen, Yebra, Marta, He, Binbin | Land Use/Land Cover Classification, Reflectance, Anisotropy, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) | ||
| Predictive Mapping of Electrical Conductivity and Assessment of Soil Salinity in a Western Turkiye Alluvial Plain | Kaya, Fuat, Schillaci, Calogero, Keshavarzi, Ali, Basayigit, Levent | 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 |