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 shrinking Caspian Sea: Ecohydrological responses to human and climate pressures | Duku, Jesse, Tourian, Mohammad J., Azarderakhsh, Marzi, Abbasov, Rovshan, Mehran, Ali, Haghighi, Ali Torabi, Xenarios, Stefanos, Boschee, Azara, Babagiray, Salih, Sadegh, Mojtaba, Shokri, Nima, Nazemi, Ali, Farahmand, Alireza, Ashraf, Samaneh, Khujanazarov, Temur, Hassanzadeh, Elmira, Najib, Dalal, Placht, Daniel, Mashtayeva, Shamshagul, Rets, Ekaterina, Norouzi, Hamid, Madani, Kaveh, Shirzaei, Manoochehr, ShafizadehMoghadam, Hossein, Miao, Chiyuan, Mirchi, Ali, Wang, Shuo, AghaKouchak, Amir | Reflectance | ||
| TPLake-MED: a monthly extent dataset for lakes on the Tibetan Plateau | Zhao, Siyu, Zhao, Xiang, Zhao, Jiacheng, Zhang, Xin, Liu, Xingyu, Yao, Chengzhi | Reflectance | ||
| Understand Surface Deformation of Midyan Peninsula, Northwestern Saudi Arabia Using Differential Interferometry and Hypsometric Index | Alabbasi, Saad, Khan, Shuhab D., Tirmizi, Osman | 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 | ||
| Upscaling net ecosystem exchange on the QinghaiTibet Plateau using ensemble machine learning at high spatialtemporal resolution | Liu, J. Z., Xu, J. S., Lu, Q. R., Yu, J. Y., Zhao, S. P., Yang, W. H., Deng, Y. C. | Reflectance, Land Surface Temperature, Emissivity | ||
| Vegetation index reconstruction and suitability evaluation in arid | Ren, Yu, Xiao, Shengchun, Peng, Xiaomei, Ding, Aijun, Tian, Quanyan, Wang, Jiakang | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance | ||
| Volcanic aerosol effects on warm and cold cloud microphysics: ICON-ART | Zarei, Fatemeh, Bruckert, Julia, Hoshyaripour, Gholam Ali, Hoose, Corinna | 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 | ||
| Warming-driven runoff increase and shifted seasonality in the | Xu, Xiaoqian, Wang, Wen, Zhou, Pinxuan | Reflectance, Terrain Elevation | ||
| What caused record-breaking aerosol loading over the South China Sea in April 2023 | Ravindra Babu, Saginela, Lin, Neng-Huei | Carbon Monoxide, Geopotential Height, Tropopause, Methane, Atmospheric Ozone, Surface Pressure, Outgoing Longwave Radiation, Air Temperature, Upper Air Temperature, Humidity, Total Precipitable Water, Water Vapor, Water Vapor Profiles, Cloud Liquid Water/Ice, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Emissivity, Skin Temperature, Sea Surface 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, Cloud Condensation Nuclei, Cloud Droplet Concentration/Size, Cloud Optical Depth/Thickness, Cloud Asymmetry, Cloud Ceiling, Cloud Frequency, Cloud Emissivity, Cloud Radiative Forcing, Cloud Reflectance, Rain Storms | ||
| 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 | ||
| Assimilation of solarinduced fluorescence satellite observations in the European Centre for MediumRange Weather Forecasts integrated forecast system |
Garrigues, Sebastien, de Rosnay, Patricia, Weston, Peter, Rudiger, Christoph, Bacour, Cedric, Fairbairn, David, Vanderbecken, Pierre, RojasMunoz, Oscar, Pinnington, Ewan, AgustiPanareda, Anna, Boussetta, Souhail, Calvet, JeanChristophe, Engelen, Richard | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| 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 | ||
| 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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| 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 | ||
| 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 | ||
| 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 | ||
| 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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| 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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| A KoppenGeiger classification derivative tailored for numerical modeling of ecosystems within watershed dynamics | Chauveau, Benoit, Pujol, Arnaud, Mama, Ahmed N. | 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 | ||
| A 30 m Multi-Year Dataset of Major Crop Distributions in Xinjiang, China (20132024) Based on Harmonized LandsatSentinel-2 Data | Liang, Qixiang, Di, Yanfeng, Hao, Xingming, Zhang, Jingjing, Ci, Mengtao, Sun, Fun, Wang, Chuan, Fan, Xue, Guo, Xinran | Reflectance, Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps | ||
| A CNN-Transformer Hybrid Framework for Mapping Annual Wheat Fractional Cover from 2001-2023 using MODIS Satellite Data over Asia | Li, Wenyuan, Liang, Shunlin, Chen, Yongzhe, Ma, Han, Xu, Jianglei, Ma, Yichuan, Chen, Zhongxin, Fang, Husheng, Zhang, Fengjiao | Reflectance | ||
| A Conceptual Framework for Remote Sensing Solution for Peatland Greenhouse Gas Emission Estimation in Latvia | Feofilovs, Maksims, Gulbe-Viluma, Linda, Grishanov, Andrei, Barga, Ilze, Rajamani, Amrutha, Patel, Nidhiben, Romagnoli, Francesco | Reflectance, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Accelerating High Mountain Asia Glacier Loss From ICESat and ICESat-2 | Hassan, Javed, Colgan, William, Nielsen, Karina, Bhakta Kayastha, Rijan, Khadka, Mira, Abbas Khan, Shfaqat | Digital Elevation/Terrain Model (DEM), Glacier Elevation/Ice Sheet Elevation, Glacier Topography/Ice Sheet Topography, Ice Roughness, Ice Sheets, Reflectance, Sea Surface Height, Sea Surface Slope, Surface Roughness, Terrain Elevation |