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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| CY-Bench: a comprehensive benchmark dataset for sub-national crop yield forecasting | Kallenberg, Michiel, Paudel, Dilli, Ofori-Ampofo, Stella, Baja, Hilmy, van Bree, Ron, Potze, Aike, Poudel, Pratishtha, Saleh, Abdelrahman, Anderson, Weston, von Bloh, Malte, Castellano, Andres, Ennaji, Oumnia, Hamed, Raed, Laudien, Rahel, Lee, Donghoon, Luna, Inti, Masiliunas, Dainius, Meroni, Michele, Mutuku, Janet Mumo, Mkuhlani, Siyabusa, Richetti, Jonathan, Ruane, Alex C., Sahajpal, Ritvik, Shuai, Guanyuan, Sitokonstantinou, Vasileios, Noia-Junior, Rogerio de S., Srivastava, Amit Kumar, Strong, Robert, Sweet, Lily-belle, Vojnovic, Petar, de Wit, Allard, Zachow, Maximilian, Athanasiadis, Ioannis N. | Reflectance | ||
| Datasets for top-down estimates of sectoral CO2 and CH4 emissions, terrestrial and ocean carbon exchanges, and atmospheric concentrations over the Korean Peninsula | Hong, Jinkyu, Shim, Changsub, Koo, Bonhoon, Kwon, Doyoon, Saikawa, Eri, Avramov, Alex | Reflectance | ||
| DDNet: A dual deep neural network framework for highefficiency operational PM2. 5 and AOD550 forecasting with data assimilation | Cai, Shengjuan, Fang, Fangxin, Peuch, VincentHenri, Alexe, Mihai, Navon, Ionel Michael, Wang, Yanghua | 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 | ||
| Decoupling of greenness and photosynthesis regulates phenological shifts | Xue, Jinru, Renzullo, Luigi J., Huete, Alfredo | Reflectance | ||
| Hydrologically guided transfer learning for ungauged basin prediction: | Li, Jiyu, Ran, Qihua, Ye, Sheng | 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, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Improving regional crop yield prediction by incorporating intra-regional phenological variations | Jiang, Yuchen, Cao, Ruyin, Zou, Xin, Chen, Yang, Zhu, Xiaolin, Li, Yuechen, Zhou, Ji, Chen, Jin | Reflectance | ||
| Improving Soybean Yield Estimation by Incorporating Angular Anisotropy in Physics-Guided Deep Learning | Gao, Yongyuan, Hao, Dalei, Gobin, Anne, Huang, Jianxi, Su, Wei, Gao, Bingbo, Zeng, Yelu | Albedo, Anisotropy, Reflectance | ||
| In Situ and SpaceBased CO2 Observations Reveal MoistureInduced Seasonal Compensation of the Western US Carbon Cycle | Rastogi, Bharat, Miller, John B., Kaushik, Aleya, Basu, Sourish, Bruhwiler, Lori, McKain, Kathryn, Andrews, Arlyn E., Alden, Caroline B. | Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Area Index (LAI), Soil Organic Carbon (SOC), Primary Production, Gross Primary Production (gpp), Reflectance | ||
| Performance of a dust forecast system during the 2022 FIFA World Cup in Doha, Qatar | Jat, Rajmal, Ghude, Sachin D., Kanikicharla, Krishna Kumar, Yadav, Prafull P., Govardhan, Gaurav, Roy, Chaitri, Kumar, Rajesh, Al Ansari, Abdulrahman Saleh, Haji, Fahad Faisal, Bal, Prasanta Kumar, Semeena, Valiyaveetil Shamsudheen | 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, Cloud Condensation Nuclei | ||
| PIXAL: a physics-inspired explainable machine learning architecture for Greenland ice albedo modeling | Antwerpen, Raf, Tedesco, Marco, Gentine, Pierre, van de Berg, Willem Jan, Fettweis, Xavier | Reflectance, Albedo, Snow Cover | ||
| Initial assessment of the detectability of cyanotoxin occurrence using PACE satellite observations | Karunakaran, Denesh, Ebtehaj, Ardeshir, Clark Burnette, Lucas, Hondzo, Miki, Olmanson, Leif | Reflectance, Surface Radiative Properties | ||
| Investigating LST evolution and heatwave patterns using machine learning in the Beijing-Tianjin-Hebei Urban agglomeration | Liu, Chen, Zhang, Maomao | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Albedo, Anisotropy, Land Use/Land Cover Classification, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Reflectance, Land Surface Temperature, Emissivity |
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| Calibrating SWAT Model Using Satellite-Derived Actual Evapotranspiration in a Data-Scarce River Basin | Mishra, Ashok, Kumar, Shashi Bhushan | Albedo, Anisotropy, Reflectance, Total Surface Water | ||
| Can the MODIS EVI formula be directly applied to other sensor data? A case study with Landsat data | Bai, Yafen, Xu, Hanqiu, Su, Guifen, Shi, Tingting, Yang, Lijuan | Reflectance | ||
| Characterizing effects of tree mortality from wildfire and bark beetles | Kunik, Lewis, Bowling, David R., Raczka, Brett, Hicke, Jeffrey A., Frankenberg, Christian, Cheng, Rui, Slaton, Michele R., Lin, John C. | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Vegetation Productivity, Land Surface Temperature, Emissivity, Land Use/Land Cover Classification, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Area Index (LAI), RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Reflectance, Anisotropy, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover |
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| Comparative Analysis of Orographic Cirrus Clouds over Major Mountainous | Hu, Xiaoyu, Du, Tao, Wang, Leyi, Zuo, Yuanyuan, Du, Jiajing, Wang, Chen, Han, Zihang | 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 | ||
| Estimates of Transboundary Transfer and Balance of Atmospheric Carbon Dioxide Fluxes in Sverdlovsk Region Using the Machine Learning Model | Rozanov, A. P., Gribanov, K. G., Zadvornykh, I. V., Sukhikh, G. A., Valdaiskikh, V. V., Zakharov, V. I. | Land Use/Land Cover Classification, Reflectance | ||
| Estimating Regional Groundwater Level by Combining Satellite, Model, and Large-Sample Observations Inputs | Cao, Yijing, Zhang, Yongqiang, Chen, Yuyin, Zhang, Xuanze, Tian, Jing, Yang, Xuening, Huang, Qi, Su, Jianzhong | Land Use/Land Cover Classification, Reflectance | ||
| Evidence for megaflood slack-water deposits in the Siyom River Valley, eastern Himalaya | Morey, Susannah M., Lang, Karl A., Huntington, Katharine W., Shobe, Charles M., Nath, Srinanda, Loreen, Chloe | 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 | ||
| CloudViT: exploring cloud type classification with vision transformers in global satellite data | Lenhardt, Julien, Quaas, Johannes, Sejdinovic, Dino, Klocke, Daniel | 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 | ||
| Combined effects of site and model parameterization for soil respiration components in a Canadian wildfire chronosequence | Zobitz, John, Zhou, Xuan, Aaltonen, Heidi, Koster, Egle, Berninger, Frank, Pumpanen, Jukka, Koster, Kajar | Photosynthesis, Primary Production, Vegetation Productivity, Reflectance, Land Surface Temperature, Emissivity |
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| Combined Retrieval of Cloud Parameters for TEMPO Measurements Over | Fehr, Lukas, Bourassa, Adam, Degenstein, Doug, Zawada, Daniel, McLinden, Chris, Griffin, Debora, Nowlan, Caroline, Chong, Heesung, Wang, Huiqun | Atmospheric Radiation, Radiative Flux, Solar Irradiance, Cloud Top Pressure, Cloud Fraction, Albedo, Anisotropy, Reflectance |
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| Comparative machine learning and deep learning approaches for | Azizi, Mahan, Abbasi, Ali, Asli Charandabi, Mohammad Reza | Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration, Wind Speed, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Cover, Snow Depth, Snow Water Equivalent, Runoff, Reflectance, Emissivity |
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| Comparison of Sentinel-2 and MODIS for estimating GPP along an ecosystem gradient in eastern Germany | Sayeed, Mostafa, Ahmadpour, Somayeh, Trachte, Katja | Reflectance, Albedo, Anisotropy, Land Surface Temperature, Emissivity |
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| Concurrent climate extremes and biological carryover effects dominate | Luo, Yiting, Yang, Hui, Xu, Hao, Huntingford, Chris, Orth, Rene, Li, Xiangyi, Penuelas, Josep | Reflectance, Anisotropy |