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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| Analyzing the Impact of Floods on Vehicular Mobility along Urban Road | M.S., Mukesh, Katpatal, Yashwant B., Londhe, Digambar S. | 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 | ||
| Annual 30 m soybean yield mapping in Brazil using long-term satellite observations, climate data and machine learning | Song, Xiao-Peng, Li, Haijun, Potapov, Peter, Hansen, Matthew C. | Reflectance | ||
| Analyze the Impact of Weather Parameters for Crop Yield Prediction Using Deep Learning | Patel, Pragneshkumar, Chaudhary, Sanjay, Parmar, Hasit | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity | ||
| Assessing the accuracy of MODIS MCD64A1 C6 and FireCCI51 burned area products in Mediterranean ecosystems | Katagis, Thomas, Gitas, Ioannis Z. | Land Use/Land Cover Classification, Reflectance, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area, Land Surface Temperature, Surface Thermal Properties, THERMAL ANOMALIES |
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| Assessing the performance of satellite soil moisture on agricultural drought monitoring in the North China Plain | Cao, Meng, Chen, Min, Liu, Ji, Liu, Yanli | Reflectance, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Assessing correlation between Rainfall, normalized difference Vegetation Index (NDVI) and land surface temperature (LST) in Eastern India | Garai, Sanjoy, Khatun, Masjuda, Singh, Ronak, Sharma, Jassi, Pradhan, Minakshi, Ranjan, Ashish, Rahaman, Sk Mujibar, Khan, Mohammed Latif, Tiwari, Sharad | Reflectance, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Assessing distribution changes of selected native and alien invasive plant species under changing climatic conditions in Nyeri County, Kenya | Waititu, Julius Maina, Mundia, Charles Ndegwa, Sichangi, Arthur W. | 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 | ||
| Assessment of Drought Indexes on Different Time Scales: A Case in Semiarid Mediterranean Grasslands | Almeida-Naunay, Andres F., Villeta, Maria, Quemada, Miguel, Tarquis, Ana M. | Reflectance, Land Surface Temperature, Emissivity | ||
| Assessment of JSBACHv4.30 as a land component of ICON-ESM-V1 in | Schneck, Rainer, Gayler, Veronika, Nabel, Julia E. M. S., Raddatz, Thomas, Reick, Christian H., Schnur, Reiner | Albedo, Anisotropy, 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, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Evapotranspiration, Photosynthesis, Primary Production, Latent Heat Flux, Vegetation Productivity |
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| Assessing the inundation dynamics and its impacts on habitat suitability in Poyang Lake based on integrating Landsat and MODIS observations | Mu, Shaojie, Yang, Guishan, Xu, Xibao, Wan, Rongrong, Li, Bing | Reflectance | ||
| Albedo impacts of current agricultural land use: Crop-specific albedo from MODIS data and inclusion in LCA of crop production | Sieber, Petra, Ericsson, Niclas, Hammar, Torun, Hansson, Per-Anders | Land Use/Land Cover Classification, Reflectance, Albedo, Anisotropy | ||
| Albedo on cropland: Field-scale effects of current agricultural practices in Northern Europe | Sieber, Petra, Bohme, Sepp, Ericsson, Niclas, Hansson, Per-Anders | Reflectance, Albedo, Anisotropy | ||
| Albedo-Induced Global Warming Impact at Multiple Temporal Scales within an Upper Midwest USA Watershed | Sciusco, Pietro, Chen, Jiquan, Giannico, Vincenzo, Abraha, Michael, Lei, Cheyenne, Shirkey, Gabriela, Yuan, Jing, Robertson, G. Philip | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Albedo, Anisotropy, Reflectance | ||
| An enhanced spatiotemporal fusion method Implications for DNN based time-series LAI estimation by using Sentinel-2 and MODIS | Li, Yan, Ren, Yanzhao, Gao, Wanlin, Jia, Jingdun, Tao, Sha, Liu, Xinliang | Reflectance, Anisotropy | ||
| An evaluation of the liquid cloud droplet effective radius derived from MODIS, airborne remote sensing, and in situ measurements from CAMP2Ex | Fu, Dongwei, Di Girolamo, Larry, Rauber, Robert M., McFarquhar, Greg M., Nesbitt, Stephen W., Loveridge, Jesse, Hong, Yulan, van Diedenhoven, Bastiaan, Cairns, Brian, Alexandrov, Mikhail D., Lawson, Paul, Woods, Sarah, Tanelli, Simone, Schmidt, Sebastian, Hostetler, Chris, Scarino, Amy Jo | 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 | ||
| An exploration of solar-induced chlorophyll fluorescence (SIF) factors simulated by SCOPE for capturing GPP across vegetation types | Yang, Songxi, Yang, Jian, Shi, Shuo, Song, Shalei, Zhang, Yangyang, Luo, Yi, Du, Lin | Reflectance, Anisotropy, 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, Geopotential Height, Atmospheric Ozone, Pressure Thickness, Sea Level Pressure, Surface Pressure, Upper Air Temperature, Atmospheric Water Vapor, Cloud Liquid Water/Ice, Cloud Fraction, U/V Wind Components, Ozone Profiles, Photosynthesis, Primary Production, Vegetation Productivity, Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties, Albedo, Emissivity, Cloud Properties, Cloud Optical Depth/Thickness, Skin Temperature, Sea Surface Skin Temperature, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) |
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| An assessment of short-term global and east asian local climate feedbacks using new radiative kernels | Wang, Fei, Zhang, Hua, Wang, Qiuyan, Xie, Bing, Zhou, Xixun, Liu, Qingquan | 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 | ||
| A global urban microwave backscatter time series data set for 19932020 using ERS, QuikSCAT, and ASCAT data | Frolking, Steve, Milliman, Tom, Mahtta, Richa, Paget, Aaron, Long, David G., Seto, Karen C. | Reflectance, Sustainability, Urbanization/Urban Sprawl | ||
| A hierarchical category structure based convolutional recurrent neural network (HCS-ConvRNN) for Land-Cover classification using dense MODIS Time-Series data | Li, Jiayi, Zhang, Ben, Huang, Xin | Land Use/Land Cover Classification, Reflectance, Anisotropy | ||
| A global 0.05 dataset for gross primary production of sunlit and shaded vegetation canopies from 1992 to 2020 | Bi, Wenjun, He, Wei, Zhou, Yanlian, Ju, Weimin, Liu, Yibo, Liu, Yang, Zhang, Xiaoyu, Wei, Xiaonan, Cheng, Nuo | Reflectance, Photosynthesis, Primary Production, Vegetation Productivity | ||
| A global historical twice-daily (daytime and nighttime) land surface temperature dataset produced by AVHRR observations from 1981 to 2005 | Li, Jia-Hao, Li, Zhao-Liang, Liu, Xiangyang, Duan, Si-Bo | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity | ||
| A global land aerosol fine-mode fraction dataset (2001-2020) retrieved from MODIS using hybrid physical and deep learning approaches | Yan, Xing, Zang, Zhou, Li, Zhanqing, Luo, Nana, Zuo, Chen, Jiang, Yize, Li, Dan, Guo, Yushan, Zhao, Wenji, Shi, Wenzhong, Cribb, Maureen | Reflectance | ||
| A model framework to investigate the role of anomalous land surface processes in the amplification of summer drought across Ireland during 2018 | Ishola, Kazeem A., Mills, Gerald, Fealy, Reamonn M., Fealy, Rowan | Reflectance, Anisotropy, Land Surface Temperature, Emissivity | ||
| A Model of C4 Photosynthetic Acclimation Based on LeastCost Optimality Theory Suitable for Earth System Model Incorporation | Scott, Helen G., Smith, Nicholas G. | Land Use/Land Cover Classification, Vegetation Index, Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo, Reflectance | ||
| A hybrid random forests and artificial neural networks bagging ensemble for landslide susceptibility modelling | Lucchese, Luisa V., de Oliveira, Guilherme G., Pedrollo, Olavo 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 |