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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| Forest disturbances and their impact on ground surface temperatures in permafrost-underlain forest in central Mongolia | Zweigel, Robin B., Avirmed, Dashtseren, Temuujin, Khurelbaatar, Webster, Clare, Lee, Hanna, Westermann, Sebastian | Land Use/Land Cover, Reflectance, Normalized Difference Vegetation Index (NDVI) | ||
| From Remote Sensing to Multiple Time-Horizons Forecasts: Transformers | Adil, Muhammad, Clemins, Patrick J., Schroth, Andrew W., Oikonomou, Panagiotis D., Rizzo, Donna M., Isles, Peter D. F., Zhang, Xiaohan, Hannoun, Kareem I., Turnbull, Scott, Beckage, Noah B., Zia, Asim, Wshah, Safwan | Reflectance, Land Surface Temperature, Emissivity | ||
| From column to surface: connecting the performance in simulating aerosol optical properties and PM2.5 concentrations in the NASA GEOSCCM | Mogno, Caterina, Colarco, Peter R., Collow, Allison B., Das, Sampa, Strode, Sarah A., Valenti, Vanessa, Manyin, Michael E., Liang, Qing, Oman, Luke, Steenrod, Stephen D., Knowland, K. Emma | Carbonaceous Aerosols, Nitrogen Oxides, Particulates, Hydrogen Cyanide, Emissions, Non-methane Hydrocarbons/Volatile Organic Compounds, Particulate Matter, Fire Occurrence, Nitrogen Oxides, Sulfur Dioxide, Carbon And Hydrocarbon Compounds, Aerosol Backscatter, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Aerosol Radiance, Dust/Ash/Smoke, Nitrate Particles, Organic Particles, Sulfate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance | ||
| Fire in a Central Amazon forest: Lingering top canopy loss and initial understory regrowth revealed by repeated LiDAR | Pontes-Lopes, Aline, Stark, Scott C., Smith, Marielle N., Almeida, Danilo R.A., Shao, Gang, Sato, Luciane Y., Rincon, Nancy L.M., Martins, Giordane A., Goncalves, Nathan B., Ometto, Jean P.H.B., Graca, Paulo M.L.A., Aragao, Luiz E.O.C. | 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 | ||
| Estimating the Near-Surface Air Temperature Field Using Satellite-Based Remote Sensing of Land Surface Temperatures | Frat Ors, Pelin, Mahdavi, Ardeshir | Albedo, Anisotropy, Land Surface Temperature, Emissivity, Reflectance |
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| Evaluating the Effect of Emission Schemes on Dust Simulation in East Asia During Spring 2023 | Wang, Shengkai, Yang, Xiao-Yi, Luo, Chenghan | 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 | ||
| Evaluating the Effects of Sahara and Arabian Desert Dust on the MENA Regions Air Quality Through WRF-Chem Modeling and Remote Sensing Techniques | Aydin, Yusuf, Demir, Goksel, Deniz, Ali, Unal, Alper | 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 | ||
| Evaluating the Influence of Sahara and Arabian Dust Intrusions and Climate Change on Turkish Air Quality: Insights from Satellite Observations and Statistical Analysis | Aydin, Yusuf, Murzaeva, Sultanay, Rezaei, Reza, Demir, Goksel, Deniz, Ali, Unal, Alper | 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 | ||
| Exploring the potential of Harmonized Landsat-Sentinel-2 in predicting boreal forest structure from UAV-LiDAR data in Northwestern America | Enguehard, Lea, Kruse, Stefan, Hansch, Ronny, Herzschuh, Ulrike, Panda, Santosh, Heim, Birgit | Vegetation Cover, Forests, Canopy Characteristics, Land Use/Land Cover Classification, Alpine/Tundra, Reflectance, Dominant Species, Plant Phenological Changes, Normalized Difference Vegetation Index (NDVI), Plant Phenology, Evergreen Vegetation, Vegetation Index, Terrain Elevation, Vegetation Height |
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| Estimates of high spatiotemporal resolution solar shortwave radiation from Himawari-8 radiation products in mountainous areas | Liu, FengYang, Zhang, YanLi, Cui, DuDu, Li, Xuan, Zhang, Chen | Reflectance, Albedo, Anisotropy | ||
| Enhanced characterization of SO 2 plume height and column density using the second UV spectral band of TROPOMI |
Fabris, Lorenzo, Theys, Nicolas, Clarisse, Lieven, Franco, Bruno, Vlietinck, Jonas, Yu, Huan, Brenot, Hugues, Danckaert, Thomas, Hedelt, Pascal, Van Roozendael, Michel | Atmospheric Ozone, Reflectance | ||
| Global uncertainty assessment of vegetation indices from NASA's | Zhou, Qiang, Neigh, Christopher S.R., Ju, Junchang, Wooten, Margaret, Zhu, Zhe, Miura, Tomoaki, Campbell, Petya K.E., Sridhar, Madhu K., Baker, Bradley W., Leite, Rodrigo V. | Reflectance, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| An Algorithm for Identifying Pollution Sources with Non-Linear Measurement Operators | Penenko, A. V., Rusin, E. V., Emelyanov, M. K. | 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 | ||
| An algorithm to retrieve peroxyacetyl nitrate from AIRS | Laughner, Joshua L., Kulawik, Susan S., Payne, Vivienne H. | Peroxyacetyl Nitrate, Brightness Temperature, Infrared Radiance, Dust/Ash/Smoke, Sulfur Dioxide, 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 |
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| Amazon forest nutrient limitation is mitigated by distant fire emissions | Descals, Adria, Janssens, Ivan A., Penuelas, Josep | Solar Induced Fluorescence, Chlorophyll, Primary Production, Leaf Characteristics, Reflectance, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) |
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| Analyzing Facade Degradation across US Regions: A Model-Based Assessment of Geographic Stressors | Cabonce, Michelle, White, Justin, Mulholland, Sean M. | Emissivity, Land Surface Temperature, Reflectance, Nitrogen Dioxide |
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| Aridity modulates spatiotemporal changes in carbon allocation to leaves in Northern Hemisphere grasslands | Wu, Xiao, Bai, Wenrui, Gao, Chengxi, Zhou, Wencun, Lin, Shaozhi, Dai, Junhu, Wang, Huanjiong | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Apparent Global Increase in Cloud Droplet Number Concentration After | Liu, Jihu, Zhu, Yannian, Rosenfeld, Daniel, Cao, Yang, Wang, Yichuan, Wang, Minghuai | Dust/Ash/Smoke, Carbonaceous Aerosols, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Dimethyl Sulfide, Aerosol Particle Properties, Particulate Matter, Aerosols, Surface Pressure, Pressure Thickness, Relative Humidity, Sea Salt, Black Carbon, Air Mass/Density, 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 | ||
| Attributing Long-Term Trends in Marine Low Cloud Morphologies to | Liu, Jihu, Cao, Yang, Wu, Yuanyuan, Zhu, Yannian, Rosenfeld, Daniel, Zhang, Yu, Huang, KangEn, Wang, Minghuai | 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 | ||
| AVIRIS-3 Rapid Response to January 2025 Los Angeles Wildfires | WardBaranyay, Megan, Coleman, Red Willow, Wronkiewicz, Mark, Ochoa, Francisco, Sousa, Daniel, Parker, Ceth W., Thompson, David R., Elder, Clayton D., Okin, Gregory S., Chadwick, K. Dana, Miner, Kimberley, Chapman, John, Eckert, Regina, Jensen, Daniel, Green, Robert O., Brodrick, Philip G. | Visible Radiance, Infrared Radiance, Reflectance, REFLECTED INFRARED | ||
| Assessing the validity and reliability of geotracking devices in urban settings of Nairobi, Kenya | Kakou, Daniel I., Busienei, Phylis, Baker, Kelly K., Gaire, Sabin, Sewell, Daniel K. | 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 | ||
| Assessing the impact of aerosol optical depth on solar radiation | Yoon, Ji Won, O, Sungmin, Kim, Hyunsu, Park, Seon Ki | Reflectance, Albedo, Anisotropy, Shortwave Radiation | ||
| Assessing Long-Term Spatiotemporal Dynamics of Microphytobenthos in a Korean Intertidal Flat Using Harmonized Landsat and Sentinel-2 (HLS) Data | Koh, Sooyoon, Baek, Seungil, Lee, Jong Hyuk, Noh, Jaehoon, Lee, Howon, Hyun, Myung Jin, Kim, Wonkook | Reflectance | ||
| Characteristics of PM2.5 concentrations in a tropical dry deciduous | Xu, Mao, Chanonmuang, Phuvasa, Itahashi, Syuichi, Sase, Hiroyuki, Matsuda, Kazuhide | 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 | ||
| Characterizing Particulate Matter Impacts of Smoke From 2022 to 2023 | Sablan, Olivia, Ford, Bonne, Gargulinski, Emily, Henery, Giovanna L., Nowell, Holly, Rosen, Zoey, Slater, Kellin, Soja, Amber J., Wiese, Lisa K., Williams, Christine L., Magzamen, Sheryl, Fischer, Emily V., Pierce, Jeffrey R. | Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area, Heat Flux, Air Temperature, Skin Temperature, Specific Humidity, Water Vapor, Precipitation Rate, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, Wind Speed, U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, 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 |