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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| Projected Strengthening of Water Constraint on Seasonal Peak | Chen, Xingan, Huang, Yuefei, Zhang, Shuo, Yang, Yuting, Tan, Shen, Nie, Chong, Wang, Guangqian, Chen, Zhichao | 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, Solar Induced Fluorescence, Reflectance, Primary Production, Photosynthesis, Leaf Characteristics, Chlorophyll | ||
| Regional wildfire smoke reduces boreal forest carbon uptake | Van Huizen, B, Thompson, D K, Wilkinson, S L, Petrone, R M, Chasmer, L E, Kljun, N, Flannigan, M D, Devito, K J, Waddington, J M | 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, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Surface Temperature, Fire Occurrence, Surface Thermal Properties, THERMAL ANOMALIES |
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| Regional-scale soil carbon predictions can be enhanced by transferring global-scale soilenvironment relationships | Zhang, Lei, Yang, Lin, Ma, Yuxin, Zhu, A-Xing, Wei, Ren, Liu, Jie, Greve, Mogens H., Zhou, Chenghu | Reflectance, Anisotropy, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Retrieval and validation of diurnal properties of aerosol and surface from geostationary satellite Himawari-8 using multi-pixel approach | Li, Chong, Dubovik, Oleg, Li, Jing, Fuertes, David, Lopatin, Anton, Litvinov, Pavel, Lapyonok, Tatsiana, Bindreiter, Lukas, Matar, Christian, Chu, Yiqi, Tan, Wangshu | Albedo, Anisotropy, Reflectance, 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 | ||
| Retrieval of 1 km Resolution Mid-Infrared Land Surface Emissivity | Liu, Weihan, Cheng, Jie | Reflectance, Emissivity, Land Surface Temperature, Clouds, Cloud Frequency, Cloud Height, Albedo, Snow Cover | ||
| Remote sensing of vegetation phenology in the northern hemisphere from | Wang, Yipu, Liu, Qingyang, Li, Rui, Hu, Jiheng, Zhang, Peng, Song, Binbin | Plant Phenology, Enhanced Vegetation Index (EVI), Reflectance | ||
| Remote Sensing-Based Phenology of Dryland Vegetation: Contributions and | Dutra, Andeise Cerqueira, Srivastava, Ankur, Ganem, Khalil Ali, Arai, Egidio, Huete, Alfredo, Shimabukuro, Yosio Edemir | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Land Use/Land Cover Classification, Plant Phenology, Plant Phenological Changes, Vegetation Index |
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| Remote sensing-based spatiotemporal dynamics of agricultural drought on | Imtiaz, Fatima, Farooque, Aitazaz A., Randhawa, Gurjit S., Garmdareh, Seyyed Ebrahim Hashemi, Wang, Xiuquan, Esau, Travis J., Acharya, Bishnu, Sadiq, Rehan | Reflectance, Land Surface Temperature, Emissivity | ||
| Resilience to Forest Fires: An Indicator-Based Study in a Tropical Forest of Uttarakhand, India | Aryalakshmi, M., Indu, J., Karthikeyan, L. | Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area, Reflectance | ||
| Recent Development and Innovative Tools for Climate and Hydrological Data Collection and Analysis in the Abbay Basin | Getaneh, Yonas, Abera, Wuletawu, Ayehu, Getachew Tesfaye, Tibebe, Degefie, Tamene, Lulseged | 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, Soil Moisture/Water Content | ||
| Recent forest loss in the Brazilian Amazon causes substantial reductions in dry season precipitation | Liu, Yu, Spracklen, Dominick V., Parker, Douglas J., Holden, Joseph, Ge, Jun, Guo, Weidong | Total Surface Precipitation Rate, Albedo, Anisotropy, Reflectance, Land Use/Land Cover Classification, Evapotranspiration, Latent Heat Flux |
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| Regional classification and logistic regression modeling for surface freeze/thaw detection on the Qinghai-Tibet Plateau using CYGNSS data | He, Jiaxing, Zheng, Nanshan, Ding, Rui, Liu, Xuexi, Ma, Zhiyong | Reflectance, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Radar Cross-Section, Radar Reflectivity | ||
| Reduced ERA-I Forecasting Skill During Forbush Decreases | Svensmark, Jacob | 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 | ||
| Regional fire dynamics and its contributions to carbon flux variability in South Asia | Das, Chiranjit, Chatterjee, Abhishek, Kunchala, Ravi Kumar, Liu, Junjie | 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, Land Use/Land Cover Classification, Reflectance, Albedo, Anisotropy, Snow Cover, Snow Cover |
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| Regional Land Surface Conditions Developed Using the High-Resolution | Vinodhkumar, Buri, Osuri, Krishna Kishore, Dimri, A. P., Mukherjee, Sandipan, AlGhamdi, Sami G., Niyogi, Dev | Albedo, Anisotropy, Reflectance | ||
| Reconstruction of forest change in highland Thailand: Evidence of anthropogenic disturbance, agriculture, and ecological restoration | Sattraburut, Thunyapat, Vongvassana, Sirasit, Phutthai, Thamarat, Thasod, Yupa | 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 | ||
| CEDAR-GPP: spatiotemporally upscaled estimates of gross primary productivity incorporating CO2 fertilization | Kang, Yanghui, Bassiouni, Maoya, Gaber, Max, Lu, Xinchen, Keenan, Trevor F. | Photosynthesis, Primary Production, Vegetation Productivity, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Albedo, Anisotropy, Reflectance, Vegetation Index, Vegetation Cover, Plant Characteristics, Canopy Characteristics, Albedo |
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| Capturing constraints on boreal gross primary productivity using the | Melser, Ramon, Coops, Nicholas C., Wulder, Michael A., Derksen, Chris, Knox, Sara H., Wang, Tongli | Reflectance, Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Brightness Temperature, Freeze/Thaw, Transition Direction, Soil Organic Carbon (SOC), Root Zone Soil Moisture, Surface Soil Moisture |
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| Capturing Vegetation Gradients Along the West African Margin Using Terrestrial Plant Biomarkers in Marine Sediments | OMara, Nicholas A., de Menocal, Peter B., Uno, Kevin T., Tierney, Jessica E., Winckler, Gisela, Polissar, Pratigya J. | Vegetation Index, Vegetation Index, Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo, Albedo, Reflectance | ||
| Causes, consequences and implications of the 2023 landslide-induced Lake Rasac glacial lake outburst flood (GLOF), Cordillera Huayhuash, Peru | Emmer, Adam, Vilca, Oscar, Salazar Checa, Cesar, Li, Sihan, Cook, Simon, Pummer, Elena, Hrebrina, Jan, Haeberli, Wilfried | 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 | ||
| Developing a Lagrangian Frame Transformation on Satellite Data to Study | Seppala, Hannah, Zhang, Zhibo, Zheng, Xue | Photosynthesis, Primary Production, Vegetation Productivity, Infrared Radiance, REFLECTED INFRARED, Visible Radiance, 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 | ||
| Development of an enhanced hybrid piecewise logistic model for | Ye, Yongchang, Zhang, Xiaoyang, Wang, Jianmin, Tran, Khuong H., Liu, Yuxia, Shen, Yu, Gao, Shuai, An, Shuai | Land Use/Land Cover Classification, Reflectance, Enhanced Vegetation Index (EVI), Anisotropy, Albedo, Plant Phenology, Ecosystems, Food Security, Conservation, Sustainability, Climate Adaptation |
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| Climate change and flood susceptibility in Bocas del Toro, Panama: A multi-criteria spatial analysis approach | Petiangma, Dereck Mbeh, Singh, Gerald G., Quesada-Roman, Adolfo, Hidalgo, Hugo, Blake, Sandra, Gonzalez, Alison, McFarlin, Aurelio, Collin, Rachel | 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 | ||
| Characterization of Historical Aerosol Optical Depth Dynamics Using LSTM and Peak Enhancement Techniques | Camarasan, Horia-Alexandru, Mereuta, Alexandru, Deaconu, Lucia-Timea, Stefanie, Horatiu-Ioan, Radovici, Andrei-Titus, Botezan, Camelia, Torok, Zoltan, Ajtai, Nicolae | 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 | ||
| Characterizing the Shape of Cloud Particle Size Distributions in | Aragon, Larry Ger B., Crosier, Jonathan, Connolly, Paul J., Huang, Yi, May, Peter T., Abel, Steven J. | 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, Infrared Radiance, REFLECTED INFRARED, Visible Radiance |