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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| <i>NIR<sub>v</sub>P</i> as a remote sensing proxy for measuring gross | Chen, Siyuan, Sui, Lichun, Liu, Liangyun, Liu, Xinjie, Li, Jonathan, Huang, Lingxiao, Li, Xing, Qian, Xiaojin | Reflectance, Anisotropy | ||
| A fast 2-d phase unwrapping algorithm based on convolutional neural network | Li, Han, Zhong, Heping, Tian, Zhen, Zhang, Peng, Tang, Jinsong | 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 dataset of ecological quality indexes of terrestrial ecosystems in China from 2000 to 2018 | WANG, Junbang, CHEN, Xing, OUYANG, Xihuang, DING, Yuefan | Reflectance | ||
| A Daytime Cloud Detection Method for Advanced Meteorological Imager | Choi, Yun-Jeong, Han, Hee-Jeong, Hong, Sungwook | 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 | ||
| A comprehensive reappraisal of long-term aerosol characteristics, trends, and variability in Asia | Jin, Shikuan, Ma, Yingying, Huang, Zhongwei, Huang, Jianping, Gong, Wei, Liu, Boming, Wang, Weiyan, Fan, Ruonan, Li, Hui | Aerosols, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 10), PARTICULATE MATTER (PM 1.0), Aerosols, Aerosol Particle Properties, Aerosol Extinction, Turbidity, Particulates, Aerosol Backscatter, Aerosol Radiance, Nitrate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance | ||
| A Deep Learning Approach to Increase the Value of Satellite Data for PM2.5 Monitoring in China | Li, Bo, Liu, Cheng, Hu, Qihou, Sun, Mingzhai, Zhang, Chengxin, Zhu, Yizhi, Liu, Ting, Guo, Yike, Carmichael, Gregory R., Gao, Meng | 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 | ||
| A Deep Learning-Based Approach to Predict Large-Scale Dynamics of | Sun, Ying, Lao, Dazhao, Ruan, Yongjian, Huang, Chen, Xin, Qinchuan | Reflectance, Plant Phenology, Enhanced Vegetation Index (EVI) | ||
| A deep transfer learning framework for mapping high spatiotemporal resolution LAI | Zhou, Junxiong, Yang, Qi, Liu, Licheng, Kang, Yanghui, Jia, Xiaowei, Chen, Min, Ghosh, Rahul, Xu, Shaomin, Jiang, Chongya, Guan, Kaiyu, Kumar, Vipin, Jin, Zhenong | Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Area Index (LAI), Leaf Characteristics, Photosynthetically Active Radiation, Reflectance, Anisotropy, Land Use/Land Cover Classification |
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| A county-level soybean yield prediction framework coupled with XGBoost | Li, Yuanchao, Zeng, Hongwei, Zhang, Miao, Wu, Bingfang, Zhao, Yan, Yao, Xia, Cheng, Tao, Qin, Xingli, Wu, Fangming | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance, Land Surface Temperature, Emissivity | ||
| A daily and complete PM2. 5 dataset derived from space observations for Vietnam from 2012 to 2020 | Ngo, Truong X., Pham, Ha V., Phan, Hieu D.T., Nguyen, Anh T.N., To, Hien T., Nguyen, Thanh T.N. | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), 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 | ||
| Active Deformation Pattern in the Western Flank of the Central Taurides | Aykut, Tunahan, Yldrm, Cengiz, Uysal, I. Tonguc | 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, RADAR IMAGERY, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) | ||
| A web-based system for satellite-based high-resolution global soil moisture maps | Khazaei, Morteza, Hamzeh, Saeid, Samani, Najmeh Neysani, Muhuri, Arnab, Goita, Kalifa, Weng, Qihao | Reflectance, Land Surface Temperature, Emissivity, Surface Soil Moisture | ||
| Calculation of precipitation and seismicity thresholds as triggers for mass movements in the region of Bucaramanga, Colombia | Ortiz, Joaquin Andres Valencia, 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 | ||
| Burned area and carbon emissions across northwestern boreal North America from 20012019 | Potter, Stefano, Cooperdock, Sol, Veraverbeke, Sander, Walker, Xanthe, Mack, Michelle C., Goetz, Scott J., Baltzer, Jennifer, Bourgeau-Chavez, Laura, Burrell, Arden, Dieleman, Catherine, French, Nancy, Hantson, Stijn, Hoy, Elizabeth E., Jenkins, Liza, Johnstone, Jill F., Kane, Evan S., Natali, Susan M., Randerson, James T., Turetsky, Merritt R., Whitman, Ellen, Wiggins, Elizabeth, Rogers, Brendan M. | Reflectance, Land Use/Land Cover Classification, Fire Occurrence, Forest Fire Science, Burned Area, Aquatic Ecosystems, Terrestrial Ecosystems, Vegetation, Soils, Vegetation Cover, Forests, Biomass Burning, Surface Temperature, Precipitation Amount, Fire Dynamics, Carbon, Biomass, Soil Moisture/Water Content, Topographic Effects, Emissions, Carbon |
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| Brazilian Atmospheric InventoriesBRAIN: a comprehensive database of air quality in Brazil | Hoinaski, Leonardo, Will, Robson, Ribeiro, Camilo Bastos | Aerosols, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 1.0), PARTICULATE MATTER (PM 10), Atmospheric Carbon Monoxide, Carbon Monoxide, Atmospheric Ozone, Aerosol Backscatter, Aerosol Radiance, Cloud Condensation Nuclei, Nitrate 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 |
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| Beyond greening and browning: Trends in grassland ground cover fractions across Eurasia that account for spatial and temporal autocorrelation | Lewinska, Katarzyna Ewa, Ives, Anthony R., Morrow, Clay J., Rogova, Natalia, Yin, He, Elsen, Paul R., de Beurs, Kirsten, Hostert, Patrick, Radeloff, Volker C. | Reflectance | ||
| BI or IB: Which Better Generates High Spatiotemporal Resolution NDSI by Fusing Sentinel-2A/B and MODIS Data? | Dong, Linxin, Zhou, Haixi, Xu, Jiahui, Tang, Yao, Teng, Xiaolong, Ni, Jingwen, Yu, Bailang, Wu, Jianping, Huang, Yan | Reflectance, Albedo, Snow Cover | ||
| Bias-blind and bias-aware assimilation of leaf area index into the Noah-MP land surface model over Europe | Scherrer, Samuel, De Lannoy, Gabrielle, Heyvaert, Zdenko, Bechtold, Michel, Albergel, Clement, El-Madany, Tarek S., Dorigo, Wouter | Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance | ||
| Modification of Statistical Metric Biases in Large-Region and Long-Time-Series Landsat Dataset Due to Insufficient Observations | Wang, Li, Zhang, Yangjian, Song, Wanjuan, Zhou, Quan, Li, Wang, Huang, Ni, Xu, Shiguang, Niu, Zheng | Reflectance | ||
| Modelled direct causes of dust emission change (20012020) in southwestern USA and implications for management | Hennen, Mark, Chappell, Adrian, Webb, Nicholas P. | Land Use/Land Cover Classification, Reflectance, Albedo, Anisotropy, Albedo, Snow Cover | ||
| Predictive ecological niche modelling of an important bio-control agent: Trichoderma harzianum (Rifai) using the MaxEnt machine learning tools with climatic and non ... | Mathur, Manish, Mathur, Preet | Photosynthetically Active Radiation, Carbon, Forests, Respiration Rate, Primary Production, Heat Flux, Sediment Transport, Soil Respiration, Land Use/Land Cover Classification, Vegetation Index, Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo, Reflectance | ||
| Predictive performance of machine learning model with varying sampling | Bouasria, Abdelkrim, Bouslihim, Yassine, Gupta, Surya, Taghizadeh-Mehrjardi, Ruhollah, Hengl, Tomislav | Reflectance, Anisotropy, Photosynthesis, Primary Production, Vegetation Productivity | ||
| Groundwater modeling of the Silala basin and impacts of channelization | Taylor, Adam, Peach, Denis | 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 | ||
| Habitat selection and water dependency of feral burros in the Mojave Desert, California, USA | Karish, Talesha, Roemer, Gary W., Delaney, David K., Reddell, Craig D., Cain, James W. | Reflectance | ||
| Harmonizing SAR and Optical Data to Map Surface Water Extent: A Deep Learning Approach | Venkataramani, Karthik, Marshak, Charles Z, Bekaert, David, Simard, Marc, Denbina, Michael, Handwerger, Alexander L., Chan, Steven | 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 |