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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| Regional Index Insurance Using Satellite-Based Fractional Flooded Area | Tellman, Beth, Lall, Upmanu, Islam, A. K. M. Saiful, Bhuyan, Md Ariffuzaman | Reflectance | ||
| Regional prediction of Fusarium head blight occurrence in wheat with remote sensing based Susceptible-Exposed-Infectious-Removed model | Xiao, Yingxin, Dong, Yingying, Huang, Wenjiang, Liu, Linyi | Reflectance | ||
| Recent trends of land surface temperature in relation to the influencing factors using Google Earth Engine platform and time series products in megacities of India | Bera, Dipankar, Chatterjee, Nilanjana Das, Ghosh, Subrata, Dinda, Santanu, Bera, Sudip | Reflectance, Aerosol Optical Depth/Thickness, Land Surface Temperature, Emissivity, Albedo, Anisotropy | ||
| Reconstruction of cropland change in European countries using integrated | Ye, Yu, Li, Jun, Fang, Xiuqi, Zhang, Diyang, Zhao, Zhilong, Wu, Zhilei, Lu, Yujie, Li, Beibei | Canopy Characteristics, Leaf Characteristics, Plant Characteristics, Vegetation Cover, Vegetation Index, Vegetation Index, Albedo, Reflectance | ||
| Reconstruction of daily evapotranspiration under cloudy sky constrained by soil water budget balance | Jiang, Yazhen, Tang, Ronglin, Li, Zhao-Liang | Reflectance, Land Surface Temperature, Emissivity | ||
| Recurrence plots for quantifying the vegetation indices dynamics in a semi-arid grassland | Almeida-Naunay, Andres F., Benito, Rosa M., Quemada, Miguel, Losada, Juan C., Tarquis, Ana M. | Reflectance | ||
| Change in the elevational pattern of vegetation greenup date across the Tianshan Mountains in Central Asia during 20012020 | Ding, Chao, Huang, Wenjiang, Liu, Ming, Zhao, Shuang | Reflectance, Land Surface Temperature, Emissivity, Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps | ||
| Changes in Aerosols, Meteorology, and Radiation in the Southeastern US Warming Hole Region during 2000 to 2019 | Ghate, Virendra P., Carlton, Annmarie G., Surleta, Thomas, Burns, Alyssa Marie | 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 | ||
| Changes in drought characteristics based on rainfall pattern drought index and the CMIP6 multi-model ensemble | Samantaray, Alok Kumar, Ramadas, Meenu, Panda, Rabindra Kumar | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Reflectance | ||
| Changes in rice cultivation affect population trends of herons and egrets in Italy | Fasola, Mauro, Cardarelli, Elisa, Ranghetti, Luigi, Boncompagni, Eleonora, Pellitteri-Rosa, Daniele, Delle Monache, Daniele, Morganti, Michelangelo | Reflectance | ||
| Carbon and Water Cycling in Two Rubber Plantations and a Natural Forest | Wang, Xueqian, Blanken, Peter D., Kasemsap, Poonpipope, Petchprayoon, Pakorn, Thaler, Philippe, Nouvellon, Yann, Gay, Frederic, Chidthaisong, Amnat, Sanwangsri, Montri, Chayawat, Chompunut, Chantuma, Pisamai, Sathornkich, Jate, Kaewthongrach, Rungnapa, Satakhun, Duangrat, Phattaralerphong, Jessada | Reflectance, Anisotropy | ||
| Cascading Delays in the Monsoon Rice Growing Season and Postmonsoon Agricultural Fires Likely Exacerbate Air Pollution in North India | Liu, T., Mickley, L. J., Patel, P. N., Gautam, R., Jain, M., Singh, S., BalwinderSingh, DeFries, R. S., Marlier, M. E. | Land Use/Land Cover Classification, Fire Occurrence, Surface Thermal Properties, Land Surface Temperature, THERMAL ANOMALIES, Reflectance, Plant Phenology, Enhanced Vegetation Index (EVI) |
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| Cascading droughtheat dynamics during the 2021 Southwest United States Heatwave | Osman, M., Zaitchik, B. F., Winstead, N. S. | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation, Reflectance, Albedo, Anisotropy, Surface Soil Moisture |
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| Determination of areas with potential for wind power plant installation in Kars province using GIS analysis and AHP method | DEMIR, Mucip | 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 | ||
| Developing and evaluating the feasibility of a new spatiotemporal fusion framework to improve remote sensing reflectance and dynamic LAI monitoring | Li, Yan, Gao, Wanlin, Jia, Jingdun, Tao, Sha, Ren, Yanzhao | Reflectance, Anisotropy | ||
| DEVELOPMENT AND EVALUATION OF AN OPEN DATASET FOR VEGETATION COVER FRACTION IN EACH TOWN BLOCK ACROSS JAPAN USING GOOGLE EARTH ENGINE | KIYONO, Tomoki, FUJIWARA, Kunihiko, TSURUMI, Ryuta | Atmospheric Ozone, Reflectance | ||
| Development and validation of a new MODIS snow-cover-extent product over China | Hao, Xiaohua, Huang, Guanghui, Zheng, Zhaojun, Sun, Xingliang, Ji, Wenzheng, Zhao, Hongyu, Wang, Jian, Li, Hongyi, Wang, Xiaoyan | Land Use/Land Cover Classification, Reflectance | ||
| Development of a new index for automated mapping of ratoon rice areas using time-series normalized difference vegetation index imagery | LI, Bolun, PENG, Shaobing, SHEN, Runping, YANG, Zong-Liang, YAN, Xiaoyuan, LI, Xiaofeng, LI, Rongrong, LI, Chengye, ZHANG, Guangbin | Land Use/Land Cover Classification, Reflectance, RADAR IMAGERY, Terrain Elevation, Digital Elevation/Terrain Model (DEM) | ||
| Development of a simplified technique for gap filling of Normalize Difference Vegetation Index (NDVI) time series data | Faisal, M., Makar, R. S. | Reflectance | ||
| Chlorine-36 Surface Exposure Dating of Late Holocene Moraines and Glacial Mass Balance Modeling, Monte Sierra Nevada, South-Central Chilean Andes ... | Price, Brittany N., Stansell, Nathan D., Fernandez, Alfonso, Licciardi, Joseph M., Lesnek, Alia J., Munoz, Ariel, Sorensen, Mary K., Jaque Castillo, Edilia, Shutkin, Tal, Ciocca, Isabella, Galilea, Ianire | 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 | ||
| CHRIS/PROBA-1 Status Including Cross-Mission and Radcalnet Radiometric Assessment | Lavender, Samantha, Biasutti, Roberto, Fischer, Peggy | Reflectance, Albedo, Anisotropy | ||
| Characteristics, recent evolution, and ongoing retreat of Hunt Fjord Ice Shelf, northern Greenland | Ochwat, Naomi, Scambos, Ted, Fahnestock, Mark, Stammerjohn, Sharon | 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, Sea Ice Concentration | ||
| Climate rather than Vegetation Changes Dominate Changes in Effective Vegetation Available Water Capacity | Liu, Meixian, Zhang, Baoqing, He, Xiaogang | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Canopy Characteristics, Reflectance, Leaf Characteristics | ||
| Classification of wetland vegetation based on NDVI time series from the HLS dataset | Ju, Yang, Bohrer, Gil | Reflectance | ||
| Characterizing ecosystem change in wetlands using dense earth observation time series | Kovacs, Gyula Mate, Horion, Stephanie, Fensholt, Rasmus | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance |