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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| The Indian Ocean Dipole drives imported-dominated dengue outbreaks in China: Mechanisms and predictions | Ma, Jian, Xu, Lei, Han, Qian, Gao, Jing, Yuan, Huihui, Dong, Kaixing, Huang, Cunrui, Zhou, Cui, Ji, John S, Zhang, Chutian, Zeng, Huatang, Guo, Yongman, Luo, Lexuan, Zhang, Xiangliang, Luo, Yong, Liu, Qiyong, Stenseth, Nils Chr, Liang, Wannian | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Anisotropy | ||
| The Impact of Heat Waves on Diurnal Variability and Spatial Structure of Atmospheric and Surface Urban Heat Islands in Krakow, Poland | Hajto, Monika J., Walawender, Jakub P., Bokwa, Anita, Szymanowski, Mariusz | 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 | ||
| The Impact of Oil Palm Plantations and Pastures on Benthic Prokaryotic | RojasCastillo, Oscar Alberto, Hakimzadeh, Ali, Tedersoo, Leho, Jacobsen, Dean, KepferRojas, Sebastian | 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 impact of turfgrass on urban carbon dioxide fluxes in Indianapolis, Indiana, USA | Horne, Jason P., Jin, Claire, Miles, Natasha L., Richardson, Scott J., Murphy, Samantha L., Wu, Kai, Davis, Kenneth J. | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Atmospheric Carbon Dioxide, Petroleum Production/Use, Industrial Emissions, Fossil Fuel Burning, Emissions, Transportation, Reflectance |
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| The impact of uncertainty in black carbon's refractive index on simulated optical depth and radiative forcing | Digby, Ruth A. R., von Salzen, Knut, Monahan, Adam H., Gillett, Nathan P., Li, Jiangnan | Aerosol Absorption, UV Aerosol Index, 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 | ||
| Urban microclimates in a warming world: land surface temperature (LST) trends across ten major cities on seven continents | Kara, Yigitalp, Yavuz, Veli | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Using a Machine Learning Approach for Isolating Aerosol Effects on Cloud | Irfan, Muhammed, Lipponen, Antti, Kuhn, Thomas, Romakkaniemi, Sami, Calderon, Silvia M., Holopainen, Eemeli, Virtanen, Annele, Arola, Antti, Kokkola, Harri | 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 | ||
| Total ozone content in southeastern South America: A statistical | Laguarda, A., Osorio, M. | Atmospheric Ozone, Reflectance, Atmospheric Ozone, Reflectance, Aerosol Optical Depth/Thickness, Ultraviolet Radiation |
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| Warm rings in mesoscale eddies in a cold straining ocean | Dong, Huizi, Zhou, Meng, McWilliams, James C., Raj, Roshin P., dOvidio, Francesco, Fer, Ilker, Qu, Lixin, Qiu, Bo, Siegelman, Lia, Zhang, Zhengguang, Smith, Walker O., Sperrevik, Ann Kristin | Reflectance | ||
| Warming increases the phenological mismatch between carbon sources and sinks in conifers | Li, X., Silvestro, R., Liang, E., Mencuccini, M., Camarero, J. J., Rathgeber, C. B. K., Sylvain, J. D., Nabais, C., Giovannelli, A., Saracino, A., Saulino, L., Guerrieri, R., Gricar, J., Prislan, P., Peters, R. L., Cufar, K., Yang, B., Antonucci, S., Babushkina, E., Biondi, F., Campelo, F., Carrer, M., De Luis, M., Deslauriers, A., Drolet, G., Fajstavr, M., Fonti, M. V., Fonti, P., Garcia-Valdes, R., Gruber, A., Gryc, V., Guney, A., Kaspar, J., Kirdyanov, A. V., Knorre, A. A., Lombardi, F., Makinen, H., Malik, R. A., Martinez del Castillo, E., Nojd, P., Oberhuber, W., Ouimette, A. P., Shishov, V., Sukumar, R., Tognetti, R., Treml, V., Vavrcik, H., Vieira, J., Zeng, Q., Ziaco, E., Rossi, S. | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Water and heat resource utilization influence cotton yield through sowing date optimization under varied climate | Khan, Hamad, Khan, Nangial, Khan, Zeeshan, Yingchun, Han, Beifang, Yang, Yaping, Lei, Xiaoyu, Zhi, Shiwu, Xiong, Shilong, Shang, Yunzhen, Ma, Yahui, Jiao, Tao, Lin, Li, Yabing | Reflectance, Transmittance, Photosynthetically Active Radiation | ||
| When the city heats up: mapping urban heat risks through environmental and socioeconomic factors in Quezon City, Philippines | Treyes, Aerol Cedrick | Land Surface Temperature, Emissivity, Reflectance, Albedo, Anisotropy | ||
| Why Hydrological Memory Dominates in Low-Latitude Highlands: A Mechanistic Shift in Ecosystem Response to Extremes | Pan, Wei, Dan, Li, Peng, Jing, Yang, Qing, Zheng, Hui, Yang, Fuqiang, Li, Kai, Zhou, Peng, Li, Younong, He, Shuaichen | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Wave erosion, frontal bending, and calving at Ross Ice Shelf | Sartore, Nicolas B., Wagner, Till J. W., Siegfried, Matthew R., Pujara, Nimish, Zoet, Lucas K. | Ice Velocity, Glacier Elevation/Ice Sheet Elevation, Glacier Topography/Ice Sheet Topography, Ice Sheets, Reflectance, Sea Surface Temperature, Glacier Elevation/Ice Sheet Elevation | ||
| Widespread and Divergent Post-Drought Loss of Gross Primary Production | Zhao, Zhuoyi, Zhou, Yanlian, Ju, Weimin, Xiao, Jingfeng, Li, Xing | Plant Phenology, Enhanced Vegetation Index (EVI), 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, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification, Photosynthesis, Primary Production, Vegetation Productivity, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance |
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| Using imaging spectroscopy and elevation in machine learning to estimate soil salinity in intermittently tidal wetlands | Silva, German D., Roberts, Dar A., Byrd, Kristin B., Chadwick, K. Dana, Walker, Ian J., King, Jennifer Y. | REFLECTED INFRARED, Reflectance | ||
| Vegetation structure and phenology primarily shape the spatiotemporal pattern of ecosystem respiration | Zhao, Cenliang, Zhu, Wenquan | Precipitation Amount, Alpine/Tundra, Biomass, Forests, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Cover, Permafrost, NET ECOSYSTEM CO2 EXCHANGE (NEE), Soil Depth, Soil Moisture/Water Content, Soil Respiration, Gross Primary Production (gpp), Snow Depth, Atmospheric Carbon Dioxide, Surface Temperature, Land Surface Temperature, Emissivity, Leaf Characteristics, Photosynthetically Active Radiation, Reflectance, Anisotropy |
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| VALIDATION OF NUMERICAL MODEL FOR COASTAL CURRENT FIELD IN THE BAY OF BENGAL | NIIMI, Masaki, NAKAGAWA, Yasuyuki, KOSAKO, Taichi, KUSUHARA, Keisuke, TAMURA, Tamotsu, TAKEYASU, Kimika | Reflectance, Salinity | ||
| Validating Machine Learning Retrievals of the Cloud-Top Droplet | Loveridge, J. R., Fu, D., Di Girolamo, L. | 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 | ||
| Tuning parameters of a sea ice model using machine learning | Korosov, Anton, Ying, Yue, Olason, Einar | Ice Roughness, Ice Roughness, Reflectance, Sea Ice Elevation, Sea Ice Elevation | ||
| Two Decades of FireInduced Albedo Change and Associated ShortWave Radiative Effect Over SubSaharan Africa | Flegrova, Michaela, Brindley, Helen | Land Use/Land Cover Classification, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area, Albedo, Anisotropy, Reflectance | ||
| Unlocking ecological insights from subseasonal visibletoshortwave infrared imaging spectroscopy: The SHIFT campaign | Chadwick, K. Dana, Davis, Frank, Miner, Kimberley R., Pavlick, Ryan, Reynolds, Mark, Townsend, Philip A., Brodrick, Philip G., Ade, Christiana, Allen, Jean, Anderegg, Leander, Angel, Yoseline, Boving, Indra, Byrd, Kristin B., Campbell, Petya, Carberry, Luke, Cavanaugh, Katherine C., Cavanaugh, Kyle C., Easterday, Kelly, Eckert, Regina, Gierach, Michelle, Gold, Kaitlin, Hestir, Erin, Huemmrich, Fred, Klope, Maggie, Kokaly, Raymond F, Lovegreen, Piper, Luis, Kelly, McMahon, Conor, Nidzieko, Nicholas, Ochoa, Francisco, Ongjoco, Anna Jiselle, Ordway, Elsa, PascoliniCampbell, Madeleine, Queally, Natalie, Roberts, Dar A., Saiki, Clare M., Schneider, Fabian D., Shiklomanov, Alexey N., Silva, German D., Snyder, Jordan, Thornton, Michele, Trugman, Anna T., Vinod, Nidhi, Zheng, Ting, Avouris, Dulcinea M., Baker, Brianna, Baskaran, Latha, Bell, Tom, Berg, Megan, Bernas, Michael, Bohn, Niklas, Braghiere, Renato K., Breuer, Zach, Brooks, Andrew J., Burkard, Nolan, Burmistrova, Julia, CawseNicholson, Kerry, Chapman, John, ChazaroHaraksin, Johana, Cryer, Joel, Cushman, K. C., Dahlin, Kyla, Dao, Phuong D., DiBartolo, Athena, Eastwood, Michael, Elder, Clayton D., Giordani, Angela, Grant, Kathleen, Green, Robert O., Hanson, Alexa, Heberlein, Brendan, Helmlinger, Mark, Hook, Simon, Jensen, Daniel, Johnson, Emma, Johnson, Marie, Kiper, Michael, Kibler, Christopher, King, Jennifer Y., Kovach, Kyle R., Kreisberg, Aaron, Lacey, Daniel, Lang, Evan, Lee, Christine, Lopez, Amanda M., Lopez Barreto, Brittany, Maguire, Andrew, Marsh, Elliott, Miller, Charles, Nguyen, Dieu My T., Nickles, Cassandra, Ocon, Jonathan P., Papen, Elijah P., Park, Maria, Poulter, Benjamin, Raiho, Ann, Reim, Porter, Robinson, Timothy H., Romero Galvan, Fernando E., Shafron, Ethan, Skalitzky, Brenen R., Stroschein, Sydney, Taylor, Niky C., Thompson, David R., Thompson, Kate, Tye, Cecily, Van Beek, Joelie, Vanden Heuvel, Cecilia, Vellanoweth, Jonathan, Vermeer, Evert, VillanuevaWeeks, Claire, Zumdahl, Kristen, Schimel, David | REFLECTED INFRARED, Reflectance, Leaf Characteristics, Emissivity, Land Surface Temperature, Vegetation Cover, Marine Ecosystems, VISIBLE IMAGERY, Land Use/Land Cover, Reflectance, Shortwave Downward Irradiance, Plant Characteristics, Vegetation Species, Plant Phenology, Chlorophyll, Infrared Wavelengths, Visible Wavelengths, Terrestrial Ecosystems, Canopy Characteristics, Visible Radiance, Infrared Radiance, Brightness Temperature |
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| Unveiling PACE OCI's hyperspectral terrestrial data products | Caplan, Skye, Huemmrich, K. Fred | Reflectance | ||
| Tropical landuse change disrupts zetadiversity across taxa | ParraSanchez, Edicson, Latombe, Guillaume, Mills, Simon C., Socolar, Jacob B., Edwards, Felicity A., MartinezRevelo, Diego, PerezEscobar, Oscar A., Davies, Robert W., Bousfield, Christopher G., Cerullo, Gianluca R., OchoaQuintero, Jose Manuel, Haugaasen, Torbjrn, Barlow, Jos, Freckleton, Robert P., Edwards, David P. | 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 NASA VIIRS burned area product, global validation, and | Giglio, Louis, Boschetti, Luigi, Roy, David P., Hall, Joanne V., Zubkova, Maria, Humber, Michael, Huang, Haiyan, Oles, Vladyslav | Reflectance, Fire Occurrence, THERMAL ANOMALIES, Land Surface Temperature |