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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| Using HighResolution Satellite Imagery and Deep Learning to Track Dynamic Seasonality in Small Water Bodies | Mullen, Andrew L., Watts, Jennifer D., Rogers, Brendan M., Carroll, Mark L., Elder, Clayton D., Noomah, Jonas, Williams, Zachary, CaraballoVega, Jordan A., Bredder, Allison, Rickenbaugh, Eliza, Levenson, Eric, Cooley, Sarah W., Hung, Jacqueline K. Y., Fiske, Greg, Potter, Stefano, Yang, Yili, Miller, Charles E., Natali, Susan M., Douglas, Thomas A., Kyzivat, Ethan D. | Reflectance, Total Surface Water, Lakes/Reservoirs, Forests, Alpine/Tundra, Lake/Pond | ||
| Using Knowledge Granularity Entropy to Measure Eco-Environmental Impacts of Land Cover Changes in ASEAN from 2001 to 2020 | Liao, Weihua | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity, Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps | ||
| Utilization of synthetic minority oversampling technique for improving potato yield prediction using remote sensing data and machine learning algorithms with small ... | Ebrahimy, Hamid, Wang, Yi, Zhang, Zhou | Reflectance, Anisotropy, Land Surface Temperature, Emissivity | ||
| Validating remotely sensed land surface phenology with leaf out records from a citizen science network | Purdy, Logan M., Sang, Zihaohan, Beaubien, Elisabeth, Hamann, Andreas | Reflectance, Plant Phenology, Enhanced Vegetation Index (EVI), Vegetation Index, Plant Phenological Changes, Normalized Difference Vegetation Index (NDVI) |
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| Twenty-Year (20002019) Variations of Aerosol Optical Depth Over Asia in Relation to Anthropogenic and Biomass Burning Emissions | Itahashi, Syuichi, Kurokawa, Junichi, Ohara, Toshimasa | 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 | ||
| UBVRI night sky brightness at Kottamia Astronomical Observatory | Aboushelib, Mohamed F., Morcos, A. B., Nawar, S., Shalabiea, O. M., Awad, Z. | 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 | ||
| Unravelling geological controls on groundwater flow and surface | Marti, Etienne, Leray, Sarah, Villela, Daniela, Maringue, Jose, Yanez, Gonzalo, Salazar, Esteban, Poblete, Fernando, Jimenez, Jose, Reyes, Gabriela, Poblete, Guillermo, Huaman, Zeidy, Figueroa, Ronny, Araya Vargas, Jaime, Sanhueza, Jorge, Munoz, Marjorie, Charrier, Reynaldo, Fernandez, Gabriel | Reflectance, Anisotropy | ||
| Unsupervised Clustering of Geostationary Satellite Cloud Properties for | Kim, Doyi, Kim, Hee-Jae, Choi, Yong-Sang | 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 | ||
| Understanding the robustness of spectral-temporal metrics across the | Frantz, David, Rufin, Philippe, Janz, Andreas, Ernst, Stefan, Pflugmacher, Dirk, Schug, Franz, Hostert, Patrick | Reflectance, Total Surface Water | ||
| Understanding the states and dynamics of mangrove forests in land cover | Liman Harou, Issoufou, Inyele, Julliet, Minang, Peter, Duguma, Lalisa | Reflectance | ||
| Understanding greenhouse gas (GHG) column concentrations in Munich using the Weather Research and Forecasting (WRF) model | Zhao, Xinxu, Chen, Jia, Marshall, Julia, Gakowski, Michal, Hachinger, Stephan, Dietrich, Florian, Shekhar, Ankit, Gensheimer, Johannes, Wenzel, Adrian, Gerbig, Christoph | Reflectance | ||
| Transdiagnostic treatment of depression and anxiety: a meta-analysis | Cuijpers, Pim, Miguel, Clara, Ciharova, Marketa, Ebert, David, Harrer, Mathias, Karyotaki, Eirini | Reflectance | ||
| Trends of greening and browning in terrestrial vegetation in China from 2000 to 2020 | Yi, Kunpeng, Zhao, Xueming, Zheng, Zhaoju, Zhao, Dan, Zeng, Yuan | Reflectance | ||
| Tracking Eruption Column Thermal Evolution and Source Unsteadiness in | Rowell, C. R., Jellinek, A. M., Gilchrist, J. T. | 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 | ||
| Tree canopy extent and height change in Europe, 20012021, quantified using Landsat data archive | Turubanova, Svetlana, Potapov, Peter, Hansen, Matthew C., Li, Xinyuan, Tyukavina, Alexandra, Pickens, Amy H., Hernandez-Serna, Andres, Arranz, Adrian Pascual, Guerra-Hernandez, Juan, Senf, Cornelius, Hame, Tuomas, Valbuena, Ruben, Eklundh, Lars, Brovkina, Olga, Navratilova, Barbora, Novotny, Jan, Harris, Nancy, Stolle, Fred | Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, Vegetation Height, Reflectance, Enhanced Vegetation Index (EVI) | ||
| Yield Estimation of Wheat Using Cropland Masks from European Common Agrarian Policy: Comparing the Performance of EVI2, NDVI, and MTCI in Spanish ... | Garcia-Perez, M. A., Rodriguez-Galiano, V., Sanchez-Rodriguez, E., Egea-Cobrero, V. | Reflectance | ||
| Modeling Water Isotopes Using a Global NonHydrostatic Model With an Explicit Convection: Comparison With Gridded Data Sets and Site Observations | Tanoue, Masahiro, Yashiro, Hisashi, Takano, Yuki, Yoshimura, Kei, Kodama, Chihiro, Satoh, Masaki | Vegetation Index, Vegetation Cover, Normalized Difference Vegetation Index (NDVI), Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo, Reflectance | ||
| New Intercampaign Bias Estimates for ICESat Elevation Data Over Dome A | Shen, Qiang, Shum, C. K., Wang, Hansheng, Jiang, Liming, Yang, Banghui, Zhang, Chaoyang, Dong, Jinglong, Gao, Fan, Lai, Weiyu, Liu, Tiantian | Glacier Elevation/Ice Sheet Elevation, Glacier Elevation/Ice Sheet Elevation, Glacier Topography/Ice Sheet Topography, Glacier Topography/Ice Sheet Topography, Ice Sheets, Ice Sheets, Reflectance, Reflectance | ||
| Tectonostratigraphic evolution and significance of the Afar Depression | Rime, Valentin, Foubert, Anneleen, Ruch, Joel, Kidane, Tesfaye | 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 | ||
| Ground-based measurements of cloud and aerosol optical depths in the UV-B at an urban tropical site | Silva, A.A. | Ultraviolet Radiation, Solar Irradiance, Aerosol Optical Depth/Thickness, Atmospheric Ozone, Reflectance | ||
| Comparison between ozonesonde measurements and satellite retrievals over Beijing, China | Zhang, Jinqiang, Xuan, Yuejian, Bian, Jianchun, Vomel, Holger, Zeng, Yunshu, Bai, Zhixuan, Li, Dan, Chen, Hongbin | Aerosol Optical Depth/Thickness, Atmospheric Ozone, Reflectance | ||
| Impacts of the antartic ozone hole influence events over southern Brazil in October 2015 | SOUZA, ALANNA M. DE, PERES, LUCAS V., BITTENCOURT, GABRIELA D., PINHEIRO, DAMARIS K., LOPES, BIBIANA C., ANABOR, VAGNER, LEME, NEUSA M.P., MARTINS, MARIA PAULETE P., SILVA, RODRIGO DA, REIS, GABRIELA C.G. DOS, REIS, MARCO ANTONIO G. DOS, BAGESTON, JOSE V., BENCHERIF, HASSAN | Aerosol Optical Depth/Thickness, Atmospheric Ozone, Reflectance, Ultraviolet Radiation |
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| Partial COVID-19 lockdown effect in atmospheric pollutants and indirect impact in UV radiation in Rio Grande do Sul, Brazil | Becerra-Rondon, Adriana, Ducati, Jorge, Haag, Rafael | Nitrogen Dioxide, Aerosol Optical Depth/Thickness, Atmospheric Ozone, Reflectance, Ultraviolet Radiation |
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| Aerosol loading over the Northern Indian Ocean using space-borne measurements | Kumar, Harshbardhan, Tiwari, Shani | Aerosol Extinction, Aerosol Optical Depth/Thickness, Aerosol Optical Depth/Thickness, Aerosol Optical Depth/Thickness, Aerosol Extinction, Aerosol Optical Depth/Thickness, Atmospheric Ozone, Reflectance, Aerosol Extinction |
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| An analysis of aerosol properties during a dust storm due to the TAUKTAE cyclone using remote sensing | Arshad, Rimsha, Tariq, Salman, ul-Haq, Zia | Aerosol Optical Depth/Thickness, Atmospheric Ozone, Reflectance |