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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| Morphometric and morphostructural analysis as a modeling tool in mass movement scenarios (Bucaramanga, Colombia) | Valencia Ortiz, Joaquin Andres, Martinez-Grana, Antonio Miguel | 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 | ||
| Monitoring small-scale irrigation performance using remote sensing in the Upper Blue Nile Basin, Ethiopia | Mekonnen, Yilkal Gebeyehu, Alamirew, Tena, Tadesse, Kassahun Birhanu, Chukalla, Abebe Demissie | Reflectance | ||
| Multi-decadal collapse of East Antarcticas CongerGlenzer Ice Shelf | Walker, Catherine C., Millstein, Joanna D., Miles, Bertie W. J., Cook, Sue, Fraser, Alexander D., Colliander, Andreas, Misra, Sidharth, Trusel, Luke D., Adusumilli, Susheel, Roberts, Chancelor, Fricker, Helen A. | Glacier Elevation/Ice Sheet Elevation, Ice Depth/Thickness, Ice Depth/Thickness, Sea Ice Elevation, Terrain Elevation, Bed Elevation, Glacier Elevation/Ice Sheet Elevation, Glacier Topography/Ice Sheet Topography, Ice Sheets, Reflectance, Ice Velocity | ||
| Multi-decadal temporal reconstruction of Sentinel-3 OLCI-based | D.Kovacs, David, Reyes-Munoz, Pablo, Berger, Katja, Meszaros, Viktor Ixion, Caballero, Gabriel, Verrelst, Jochem | Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance | ||
| Planted: a dataset for planted forest identification from multi-satellite time series | Pazos-Outon, Luis Miguel, Vasconcelos, Cristina Nader, Raichuk, Anton, Arnab, Anurag, Morris, Dan, Neumann, Maxim | Reflectance | ||
| Pleistocene to recent evolution of Mocho-Choshuenco volcano during | Moreno-Yaeger, Pablo, Singer, Brad S., Edwards, Benjamin R., Jicha, Brian R., Nachlas, William O., Kurz, Mark D., E. Breunig, Rachel, Fustos-Toribio, Ivo, Antipan, Daniel Vasquez, Piergrossi, Ella | 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 | ||
| Quantification of active layer depth at multiple scales in Interior Alaska permafrost | Brodylo, David, Douglas, Thomas A, Zhang, Caiyun | Land Use/Land Cover Classification, Forests, Vegetation Cover, Alpine/Tundra, Reflectance, Dominant Species | ||
| Quantitative analysis of sulfate formation from crop burning in Northeast China: Unveiling the primary processes and transboundary transport to South Korea | Kim, Dongjin, Choi, Yunsoo, Jeon, Wonbae, Mun, Jeonghyeok, Park, Jaehyeong, Kim, Cheol-Hee, Yoo, Jung-Woo | 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 | ||
| Progress and challenges in remotely sensed terrestrial carbon fluxes | Wang, Tao, Zhang, Yao, Yue, Chao, Wang, Yilong, Wang, Xiaoyi, Lyu, Guanting, Wei, Jianjun, Yang, Hui, Piao, Shilong | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Quantifying the Cooling Effect of Urban Greening Driven by Ecological Restoration Projects in China | Xu, Dong, Bai, Tingting, Yang, Lin, Zhou, Yuyu, Chen, Bin, Xu, Haifeng, Song, Yongze, Yuan, Yuan, Cui, Yuanzheng, Meng, Lin, Xia, Ziqian, Chen, Min, Xu, Zhenci, Zhao, Peng, Dong, Guihua, Zhang, Lei, Zhao, Jiacheng, Wu, Wanben, Wang, Wei, Zhao, Liu, Cheng, Jie, Ciais, Philippe | Land Use/Land Cover Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Land Surface Temperature, Emissivity | ||
| Tailoring the surface energy balance algorithm for land-improved (SEBALI) model using high-resolution land/use land cover for monitoring actual evapotranspiration | Mekonnen, Yilkal Gebeyehu, Alamirew, Tena, Malede, Demelash Ademe, Pareeth, Sajid, Bantider, Amare, Chukalla, Abebe Demissie | Reflectance, Land Use/Land Cover Classification | ||
| TCSIF: a temporally consistent global Global Ozone Monitoring Experiment-2A (GOME-2A) solar-induced chlorophyll fluorescence dataset with the correction ... | Zou, Chu, Du, Shanshan, Liu, Xinjie, Liu, Liangyun | Atmospheric Carbon Dioxide, Solar Induced Fluorescence, Photosynthesis, Primary Production, Vegetation Productivity, Albedo, Anisotropy, Reflectance, Longwave Radiation, Shortwave Radiation, Heat Flux, Liquid Precipitation, Snow/Ice, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) |
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| Teleconnection Between Early Winter Monsoon System and Harmful Algal | Li, Jingyi, Qin, Boqiang, Brookes, Justin D., Shi, Kun, Deng, Jianming, Zhou, Jian, Wu, Yang | Reflectance | ||
| Temporal and Spatial Soil Moisture-Precipitation Coupling Relationships | Zan, Beilei, Wang, Huimin, Wei, Jiangfeng, Song, Yuanyuan | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Reflectance, Total Surface Water, Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Brightness Temperature, Surface Soil Moisture |
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| Synoptic Analysis and WRF-Chem Model Simulation of Dust Events in the | Dhital, Saroj, Webb, Nicholas P., Chappell, Adrian, Kaplan, Michael L., Nauman, Travis W., Tyree, Gayle, Duniway, Michael C., Edwards, Brandon, LeGrand, Sandra L., Letcher, Theodore W., McKenzie Skiles, S., Naple, Patrick, Chaney, Nathaniel W., Cai, Jiaxuan | Reflectance, Albedo, Anisotropy | ||
| Synthesizing long-term satellite imagery consistent with climate data: Application to daily snow cover | Zakeri, Fatemeh, Mariethoz, Gregoire | 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, Albedo, Snow Cover, Albedo | ||
| Sustainable data-driven insights: Statistical analysis and artificial intelligence-driven modelling of aerosol concentrations in Hyderabad district, India | A K, Nandan, Mathew, Aneesh | Reflectance | ||
| Stand structure of tropical forests is strongly associated with primary productivity | Zhang, Wenmin, Xi, Yanbiao, Brandt, Martin, Ren, Chunying, Bai, Jialing, Ma, Qin, Fensholt, Rasmus | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Strengthening of the hydrological cycle in the Lake Chad Basin under | Sylvestre, Florence, Mahamat-Nour, Abdallah, Naradoum, Toussaint, Alcoba, Matias, Gal, Laetitia, Paris, Adrien, Cretaux, Jean-Francois, Pham-Duc, Binh, Lescoulier, Christophe, Recouvreur, Romain, Ahmat, Mahmoud Mahamat, Gaya, Djergo | Reflectance | ||
| Study on the Seasonal and Spatial Variations of Cirrus Parameters, Radiative Characteristics and Precipitation over the Indian Subcontinent | Priya, J. S., Krishnakumar, V., Baiju, Sona, Sreelekshmi, R. G., Shoufeer, Afna | 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, Precipitation, Rain, Precipitation Amount, Precipitation Rate, Snow | ||
| Summarizing multiple aspects of triple collocation analysis in a single diagram | Siu, Leong Wai, Zeng, Xubin, Sorooshian, Armin, Cairns, Brian, Ferrare, Richard A., Hair, Johnathan W., Hostetler, Chris A., Painemal, David, Schlosser, Joseph S. | 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 | ||
| Spatial-Temporal resolution implementation of cloud-aerosols data through satellite cross-correlation | Manenti, Francesca, Cavazzani, Stefano, Bertolin, Chiara, Ortolani, Sergio, Fiorentin, Pietro | Aerosol Extinction, Aerosol Optical Depth/Thickness, Aerosol Backscatter, Aerosol Extinction, 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 |
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| Spatially explicit reconstruction of cropland cover in Europe from AD | Li, Jun, Ye, Yu, Fang, Xiuqi, Zhang, Diyang, Wu, Zhilei | Vegetation Index, Vegetation Cover, Vegetation Index, Deciduous Vegetation, Reflectance | ||
| Spatially Interpolated CYGNSS Data Improve Downscaled 3 km SMAP/CYGNSS | Wernicke, Liza J., Chew, Clara C., Small, Eric E. | Reflectance, Brightness Temperature, SIGMA NAUGHT, Surface Soil Moisture, Radar Cross-Section, Radar Reflectivity, Flight Data Logs, Soil Moisture/Water Content, Soil Temperature | ||
| Spatiotemporal variation of spring phenology and the corresponding scale | Zhu, Chongjing, She, Xiaojun, Gao, Xiaojie, Huang, Yajun, Zeng, Yelu, Ding, Chao, Fu, Dongjie, Shao, Jing, Li, Yao | Reflectance, Anisotropy, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification |
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