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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| Greenup dates change across a temperate forest-grassland ecotone in northeastern China driven by spring temperature and tree cover | Ding, Chao, Huang, Wenjiang, Zhao, Shuang, Zhang, Biyao, Li, Yao, Huang, Fang, Meng, Yuanyuan | Reflectance, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification, Land Surface Temperature, Emissivity | ||
| Global seasonal dynamics of inland open water and ice | Pickens, Amy H., Hansen, Matthew C., Stehman, Stephen V., Tyukavina, Alexandra, Potapov, Peter, Zalles, Viviana, Higgins, Jonathan | Reflectance, Total Surface Water, Snow Cover | ||
| Identifying and mapping potential groundwater-dependent ecosystems for a semi-arid and semi-humid area in the Weihe River, China | Xu, Wenjin, Kong, Feihe, Mao, Ruichen, Song, Jinxi, Sun, Haotian, Wu, Qiong, Liang, Dong, Bai, Haifeng | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Evapotranspiration, Photosynthesis, Primary Production, Latent Heat Flux | ||
| HydroSat: geometric quantities of the global water cycle from geodetic satellites | Tourian, Mohammad J., Elmi, Omid, Shafaghi, Yasin, Behnia, Sajedeh, Saemian, Peyman, Schlesinger, Ron, Sneeuw, Nico | Reflectance, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) | ||
| Identifying management-driven dynamics in vegetation cover: Applying the | Donohue, Randall J., Mokany, Karel, McVicar, Tim R., O'Grady, Anthony P. | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance | ||
| Hydrogeochemical evaluation of groundwater and surface water interactions in alluvial plain, Southeastern Brazil | Santos Correa, Waldilene, Yoshinaga Pereira, Sueli, Bernardes Ayer, Joaquim Ernesto, Brum Pereira, Paulo Ricardo | 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 | ||
| Hillslope erosion improvement targets: Towards sustainable land management across New South Wales, Australia | Yang, Xihua, Leys, John, Gray, Jonathan, Zhang, Mingxi | Reflectance, Albedo, Anisotropy | ||
| How long did crops survive from floods caused by Cyclone Idai in Mozambique detected with multi-satellite data | Bofana, Jose, Zhang, Miao, Wu, Bingfang, Zeng, Hongwei, Nabil, Mohsen, Zhang, Ning, Elnashar, Abdelrazek, Tian, Fuyou, da Silva, Jose Marques, Botao, Anacleta, Atumane, Ali, Mushore, Terence Darlington, Yan, Nana | Reflectance | ||
| How long is the memory of forest growth to rainfall in asynchronous | Joshi, Rakesh Chandra, Sheridan, Gary J., Ryu, Dongryeol, Lane, Patrick N.J. | Reflectance, Anisotropy | ||
| Exploring discrepancies between in situ phenology and remotely derived | Donnelly, Alison, Yu, Rong, Jones, Katherine, Belitz, Michael, Li, Bonan, Duffy, Katharyn, Zhang, Xiaoyang, Wang, Jianmin, Seyednasrollah, Bijan, Gerst, Katherine L., Li, Daijiang, Kaddoura, Youssef, Zhu, Kai, Morisette, Jeffrey, Ramey, Colette, Smith, Kathleen | Plant Phenology, Enhanced Vegetation Index (EVI), Plant Characteristics, Vegetation Cover, Vegetation Index, Reflectance |
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| Evaluation of the Landsat-8 Albedo Product across the Circumpolar Domain | Erb, Angela M., Li, Zhan, Sun, Qingsong, Paynter, Ian, Wang, Zhuosen, Schaaf, Crystal | 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 | ||
| Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on | Tuttle, Samuel E., Roof, Steven R., Retelle, Michael J., Werner, Alan, Gunn, Grant E., Bunting, Erin L. | Reflectance | ||
| Evaluation of land surface phenology for autumn leaf color change based on citizen reports across Japan | Tsutsumida, Narumasa, Shin, Nagai, Miura, Tomoaki | Reflectance | ||
| Impact of BRDF spatiotemporal smoothing on land surface albedo estimation | Yang, Jian, Shuai, Yanmin, Duan, Junbo, Xie, Donghui, Zhang, Qingling, Zhao, Ruishan | Reflectance, Albedo, Anisotropy, Land Use/Land Cover Classification |
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| Impact of COVID-19 lockdown on the ambient air-pollutants over the Arabian Peninsula | Karumuri, Rama Krishna, Dasari, Hari Prasad, Gandham, Harikishan, Viswanadhapalli, Yesubabu, Madineni, Venkat Ratnam, Hoteit, Ibrahim | 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 | ||
| NASA GEOS Composition Forecast Modeling System GEOS-CF v1.0: | Knowland, K. E., Keller, C. A., Wales, P. A., Wargan, K., Coy, L., Johnson, M. S., Liu, J., Lucchesi, R. A., Eastham, S. D., Fleming, E., Liang, Q., Leblanc, T., Livesey, N. J., Walker, K. A., Ott, L. E., Pawson, S. | Aerosol Optical Depth/Thickness, Atmospheric Ozone, Reflectance | ||
| New seasonal pattern of pollution emerges from changing North American wildfires | Buchholz, Rebecca R., Park, Mijeong, Worden, Helen M., Tang, Wenfu, Edwards, David P., Gaubert, Benjamin, Deeter, Merritt N., Sullivan, Thomas, Ru, Muye, Chin, Mian, Levy, Robert C., Zheng, Bo, Magzamen, Sheryl | Population Size, 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 | ||
| Near-real-time MODIS-derived vegetation index data products and online services for CONUS based on NASA LANCE | Zhang, Chen, Yang, Zhengwei, Di, Liping, Yu, Eugene G., Zhang, Bei, Han, Weiguo, Lin, Li, Guo, Liying | Reflectance | ||
| Near-real-time monitoring of land disturbance with harmonized Landsats 78 and Sentinel-2 data | Shang, Rong, Zhu, Zhe, Zhang, Junxue, Qiu, Shi, Yang, Zhiqiang, Li, Tian, Yang, Xiucheng | Reflectance | ||
| NIRv and SIF better estimate phenology than NDVI and EVIEffects of spring and autumn phenology on ecosystem production of planted forests | Zhang, Jingru, Xiao, Jingfeng, Tong, Xiaojuan, Zhang, Jinsong, Meng, Ping, Li, Jun, Liu, Peirong, Yu, Peiyang | Reflectance, Anisotropy | ||
| NIRVPA robust structural proxy for sun-induced chlorophyll fluorescence and photosynthesis across scales | Dechant, Benjamin, Ryu, Youngryel, Badgley, Grayson, Kohler, Philipp, Rascher, Uwe, Migliavacca, Mirco, Zhang, Yongguang, Tagliabue, Giulia, Guan, Kaiyu, Rossini, Micol, Goulas, Yves, Zeng, Yelu, Frankenberg, Christian, Berry, Joseph A. | Land Use/Land Cover Classification, Albedo, Anisotropy, Reflectance | ||
| NearCloud Aerosol Retrieval Using Machine Learning Techniques, and Implied Direct Radiative Effects | Yang, C. Kevin, Chiu, J. Christine, Marshak, Alexander, Feingold, Graham, Varnai, Tamas, Wen, Guoyong, Yamaguchi, Takanobu, Jan van Leeuwen, Peter | 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, Atmospheric Emitted Radiation, Emissivity, 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 | ||
| Patmos-x version 6.0: 40 years of merged avhrr and hirs global cloud data | Foster, Michael J., Phillips, Coda, Heidinger, Andrew K., Borbas, Eva E., Li, Yue, Menzel, W. Paul, Walther, Andi, Weisz, Elisabeth | Air Temperature, Precipitation Rate, 24 Hour Maximum Temperature, 24 Hour Minimum 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, 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, Clouds, Cloud Properties, Cloud Fraction, Cloud Top Height, Infrared Radiance, REFLECTED INFRARED, Visible Radiance | ||
| Performance evaluation for retrieving aerosol optical depth from the | Jin, Shikuan, Ma, Yingying, Chen, Cheng, Dubovik, Oleg, Hong, Jin, Liu, Boming, Gong, Wei | 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 | ||
| Physiographic controls on landfast ice variability from 20 years of maximum extents across the northwest Canadian Arctic | Wratten, Eleanor E., Cooley, Sarah W., Mann, Paul J., Whalen, Dustin, Fraser, Paul, Lim, Michael | Reflectance |