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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| Analysis of the relationship between dust aerosol and precipitation in spring over East Asia using EOF and SVD methods | Liu, Hui, Yu, Ye, Xia, Dunsheng, Zhao, Suping, Ma, Xiaoyi, Dong, Longxiang | 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 | ||
| Assessing the sensitivity of aerosol mass budget and effective radiative forcing to horizontal grid spacing in E3SMv1 using a regional refinement approach | Li, Jianfeng, Zhang, Kai, Hassan, Taufiq, Zhang, Shixuan, Ma, Po-Lun, Singh, Balwinder, Yan, Qiyang, Huang, Huilin | 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 | ||
| Assessing Drought Impacts on Gross Primary Productivity of Rubber | Li, Weiguang, Hou, Meiting, Liu, Shaojun, Zhang, Jinghong, Zou, Haiping, Chen, Xiaomin, Bai, Rui, Lv, Run, Hou, Wei | Reflectance, Anisotropy | ||
| Assessing the Variability of Aerosol Optical Depth Over India in Response to Future Scenarios: Implications for Carbonaceous Aerosols | Anchan, Nidhi L., Swain, Basudev, Sharma, Amit, Singh, Aishwarya, Malasani, Chakradhar Reddy, Chandrasekharan, Arundathi, Kumar, Utkarsh, Ojha, Narendra, Liu, Pengfei, Vountas, Marco, Gunthe, Sachin 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 | ||
| Assessment and characteristics of S-NPP VIIRS Deep Blue and Dark Target aerosol properties under clean, polluted and fire scenarios over the Amazon | Schumacher, Vanucia, Setzer, Alberto | 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 | ||
| Assessing Landslide Susceptibility Using Machine Learning and Remote Sensing Data: A Case Study of Southeastern Constantine, Algeria | Matougui, Zakaria, Daksi, Mohamed Yacine, Dib, Mehdi | 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 | ||
| Airborne observation with a low-cost hyperspectral instrument: retrieval of NO vertical column densities (VCDs) and the satellite sub-grid variability over ... | Park, Jong-Uk, Kim, Hyun-Jae, Park, Jin-Soo, Choi, Jinsoo, Park, Sang Seo, Bae, Kangho, Lee, Jong-Jae, Song, Chang-Keun, Park, Soojin, Shim, Kyuseok, Cho, Yeonsoo, Kim, Sang-Woo | Albedo, Anisotropy, Reflectance | ||
| Aircraft evaluation of MODIS cloud drop number concentration retrievals | Passer, Scarlet R., Witte, Mikael K., Chuang, Patrick Y. | 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 | ||
| Airfall volume of the 15 January 2022 eruption of Hunga volcano estimated from ocean color changes | Kelly, Liam J., Fauria, Kristen E., Manga, Michael, Cronin, Shane J., Latuila, Folauhola Helina, Paredes-Marino, Joali, Mittal, Tushar, Bennartz, Ralf | Reflectance | ||
| An improved OMI ozone profile research product version 2.0 with collection 4 L1b data and algorithm updates | Bak, Juseon, Liu, Xiong, Yang, Kai, Gonzalez Abad, Gonzalo, O'Sullivan, Ewan, Chance, Kelly, Kim, Cheol-Hee | Planetary Boundary Layer Height, Pressure Thickness, Surface Pressure, Upper Air Temperature, U/V Wind Components, U/V Wind Components, Aerosol Optical Depth/Thickness, Atmospheric Ozone, Reflectance, Cloud Fraction, Cloud Top Pressure, Solar Irradiance, Snow Cover, Sea Ice/Ocean Classification, Land Use/Land Cover Classification, Terrain Elevation, Ice Fraction, ULTRAVIOLET RADIANCE |
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| An inclusive approach to crop soil moisture estimation: Leveraging | Imtiaz, Fatima, Farooque, Aitazaz A., Randhawa, Gurjit S., Wang, Xiuquan, Esau, Travis J., Acharya, Bishnu, Hashemi Garmdareh, Seyyed Ebrahim | Reflectance, Land Surface Temperature, Emissivity | ||
| An Integrated Approach to Co-seismic Landslide Hazard Assessment by Probabilistic Modeling of Parametrical Uncertainties in Modified Newmark's Model | Gupta, Kunal, Satyam, Neelima | 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 | ||
| Altimetry-based ice-marginal lake water level changes in Greenland | Dmgaard, Mads, Kjeldsen, Kristian, How, Penny, Bjrk, Anders | Glacier Elevation/Ice Sheet Elevation, 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 Improved Integrated Model for Temporal Normalization of Satellite-Derived Land Surface Temperature | Du, Wenhui, Liu, Xiangyang, Li, Zhao-Liang, Qin, Zhihao, Fan, Jinlong | Reflectance, Albedo, Anisotropy | ||
| A global annual fractional tree cover dataset during 20002021 generated from realigned MODIS seasonal data | Liu, Yang, Liu, Ronggao, Chen, Jilong, Wei, Xuexin, Qi, Lin, Zhao, Lei | Reflectance, Land Surface Temperature, Emissivity | ||
| A generic framework for glacial lake outburst flood investigation: A case study of Zalai Tsho, Southeast Tibet | Wang, Wen, Nie, Yong, Zhang, Huayu, Wang, Jida, Deng, Qian, Liu, Lijun, Liu, Fei, Zhang, Sihui, Lyu, Qiyuan, Zhang, Liqi | 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 | ||
| A multi-resolution ensemble model of three decision-tree-based algorithms to predict daily NO2 concentration in France 2005-2022 | Barbalat, Guillaume, Hough, Ian, Dorman, Michael, Lepeule, Johanna, Kloog, Itai | Reflectance, Nitrogen Dioxide | ||
| A new constant scattering angle solar geometry definition for normalization of GOES-R ABI reflectance times series to support land surface phenology studies | Gao, Shuai, Zhang, Xiaoyang, Zhang, Hankui K., Shen, Yu, Roy, David P., Wang, Weile, Schaaf, Crystal | Reflectance, Plant Phenology, Plant Phenological Changes | ||
| A new framework for evaluating dust emission model development using dichotomous satellite observations of dust emission | Hennen, Mark, Chappell, Adrian, Webb, Nicholas P., Schepanski, Kerstin, Baddock, Matthew C., Eckardt, Frank D., Kandakji, Tarek, Lee, Jeffrey A., Nobakht, Mohamad, von Holdt, Johanna | Land Use/Land Cover Classification, Reflectance, Albedo, Anisotropy, Albedo, Snow Cover | ||
| A method for mapping high resolution Gross Value Added and its changes between 2012 and 2021 in Gauteng | Naidoo, Yashena, Maree, Gillian, Naidoo, Laven | Reflectance | ||
| A novel hybrid modelling framework for GPP estimation: Integrating a multispectral surface reflectance based Vcmax25 simulator into the process-based model | Hu, Xiaolong, Shi, Liangsheng, Lin, Lin, Li, Shenji, Deng, Xianzhi, Li, Li, Bian, Jiang, Lian, Xie | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance, Leaf Characteristics, Photosynthetically Active Radiation | ||
| A novel land surface temperature reconstruction method and its application for downscaling surface soil moisture with machine learning | Gungor Sahin, Onur, Gunduz, Orhan | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Plant Phenology, Enhanced Vegetation Index (EVI), Land Surface Temperature, Emissivity, Reflectance, Brightness Temperature, SIGMA NAUGHT, Soil Moisture/Water Content, Root Zone Soil Moisture, Surface Soil Moisture |
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| A novel method for assessing water quality status using MODIS images: A | Xia, Ke, Wu, Taixia, Li, Xintao, Wang, Shudong, Tang, Hongzhao, Zu, Ying, Yang, Yingying | Reflectance | ||
| A new look into the impacts of dust radiative effects on the energetics of tropical easterly waves | Hosseinpour, Farnaz, Wilcox, Eric M. | Atmospheric Ozone, Sea Level Pressure, Surface Pressure, U/V Wind Components, U/V Wind Components, Potential Vorticity, Vertical Wind Velocity/Speed, Vertical Profiles, Upper Air Temperature, Air Temperature, Relative Humidity, Specific Humidity, Atmospheric Water Vapor, Cloud Liquid Water/Ice, Altitude, Geopotential Height, Ozone Profiles, Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties, Albedo, Emissivity, Cloud Properties, Cloud Fraction, Cloud Optical Depth/Thickness, Skin Temperature, Skin Temperature, Sea Surface Skin 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, Reflectance, Transmittance, Atmospheric Stability, Humidity, Total Precipitable Water, Water Vapor Profiles, Cloud Condensation Nuclei, Cloud Droplet Concentration/Size, 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 |
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| A Robust Bad-Pixel Radiance Reconstruction for the Geostationary Environment Monitoring Spectrometer (GEMS) Influences on Aerosol Retrieval | Chong, Heesung, Lee, Won-Jin, Jung, Hyung-Sup, Cho, Yeseul, Kim, Jhoon, Abad, Gonzalo Gonzalez | Reflectance, Fire Occurrence, THERMAL ANOMALIES, Land Surface Temperature |