Delivery of new Suomi National Polar-orbiting Partnership (Suomi NPP) satellite observations will cease on November 2, 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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| Impact of urbanization on precipitating systems and rain microphysics | Radhakrishna, Basivi, Rao, Thota Narayana, Saikranthi, Kadiri, Kadbhane, Roshan | 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, Cloud Condensation Nuclei, 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 | ||
| 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 | ||
| 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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| Probabilistic Seismic Hazard Analysis based on Microtremor Data: A Site Effect Study for Earthquake Disaster Mitigation at Malang Regency, Indonesia | Ilham, Susilo, Adi, Juwono, Alamsyah M., Sukanta, I.Nyoman, Amaninida, Haura Dhiya, Ginting, Rika Adelina, Zarkoni, Ahmad, Bery, Andy Anderson, Hasan, Muhammad Fathur Rouf | 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 | ||
| Prioritizing stream network connectivity for species conservation and | Karanasios, Panagiotis I., Schmeller, Dirk S., Lin, Yu-Pin | Reflectance | ||
| QeRSIF: a quality-enhanced red solar-induced chlorophyll fluorescence dataset for TROPOMI satellite | Du, Yulu, Du, Shanshan, Zhao, Dianrun, Liu, Xinjie, Liu, Liangyun | Albedo, Anisotropy, Reflectance | ||
| Runoff from Greenland's firn areawhy do MODIS, RCMs and a firn model disagree? | Machguth, Horst, Tedstone, Andrew, Kuipers Munneke, Peter, Brils, Max, Noel, Brice, Clerx, Nicole, Jullien, Nicolas, Fettweis, Xavier, van den Broeke, Michiel | Ice Velocity, Reflectance, Albedo, Snow Cover | ||
| Preliminary evaluation of remote sensing evapotranspiration models for field-scale agricultural water management in arid central Iran | Sima, Somayeh, Dehkordi, Iman Raissi, Taghikhani, Mohammadhosein, Karimi, Neamat | Reflectance | ||
| Reconstructing savannah wildfire events using a deep learning framework | Ramsey, Simon, Reinke, Karin, Edwards, Andrew, Jones, Simon | Reflectance | ||
| Reduced Vegetation Uptake During the Extreme 2023 Drought Turns the Amazon Into a Weak Carbon Source | Botia, S., DiasJunior, C. Q., Komiya, S., van der Woude, A. M., Terristi, M., de Kok, R. J., Koren, G., van Asperen, H., Jones, S. P., D'Oliveira, F. A. F., Weber, U., MarquesFilho, E. P., Cely, I. M., Araujo, A., Lavric, J. V., Walter, D., Li, X., Wigneron, J. P., Stocker, B. D., Goncalves de Souza, J., O'Sullivan, M., Sitch, S., Ciais, P., Chevallier, F., Li, W., Luijkx, I., Peters, W., Quesada, C. A., Zaehle, S., Trumbore, S., Bastos, A. | Terrestrial Ecosystems, Biomass, LIDAR WAVEFORM, Albedo, Anisotropy, Reflectance, Atmospheric Carbon Dioxide, Solar Induced Fluorescence |
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| Reducing Uncertainties in Coupled CarbonWater Cycle PredictionsA Parameter Perturbation Ensemble Experiment at Three NEON Tower Sites in the Southeastern United States | Kavoo, Thomas, Kennedy, Daniel, Kumar, Sanjiv, Wieder, William R., Lombardozzi, Danica | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Record breaking heatwave of 2022 over the Northwest Himalayas of India: drivers and implications | Upadhyaya, Anup, Rai, Abhishek Kumar | 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 | ||
| Quantifying angular sensitivity and synergistic effects of SIF and vegetation indices for robust winter wheat yield estimation | Tian, Huiren, Gao, Yongyuan, Zhang, Yuxin, Li, Hongwei, Verrelst, Jochem, Zeng, Yelu | Albedo, Anisotropy, Reflectance | ||
| Remote Sensing Based Analysis of Crop and Drought Stress Using Multi-Satellite Data | Vatkar, Shilpa | Reflectance | ||
| Response of Vegetation Phenology to Hydrothermal Variables on the QTP Using EVI and MSAVI | Zhao, Zhijian, Lin, Hui, Wang, Li, Huang, Min, Wu, Lei, Tang, Linling, Yang, Tao, Xiao, Xin | Albedo, Anisotropy, Evapotranspiration, Latent Heat Flux, Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Reflectance |
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| Remote sensing of urban heat dynamics and the cooling effect of urban green spaces in Ethiopian cities | Moges, Desalew Meseret, Mattisson, Kristoffer, Malmqvist, Ebba, Olsson, Per-Ola | Land Surface Temperature, Emissivity, Reflectance | ||
| 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 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 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) | ||
| 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 | ||
| The 2025 Extreme Dust Events in China: Evidence, Attribution, and Implications for Regional Air Quality Assessment | 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 | ||
| The Accuracy, Spatial Consistency, and Impact Factors of Global Cropland Products in Karst Landscapes: A Case Study of the YunnanGuizhou Plateau | Xia, Yi, Bao, Li, Xia, Yunsheng, Liu, Guangjie | Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps, Reflectance | ||
| The Arctic Boreal Burned Area (ABBA) Product | Chen, Dong, Hall, Joanne V., HoffmanHall, Amanda, Shevade, Varada, Argueta, Fernanda, Liang, Xiaoyu, Loboda, Tatiana | Forests, Fire Occurrence, Reforestation, Burned Area, Reflectance, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification, Total Surface Water |
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