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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| Identifying Priority Vegetation Zones for Floodplain Wetland Management | Liu, Yang, Yang, Zhonghua, Yue, Yao, Liu, Jianhua | Reflectance | ||
| Decreased ecosystem stability during the expansion and greening of East Asian oases in the early 21st century | Zhu, Huixin, Li, Junran, Xiao, Huijie, Xin, Zhiming, Wang, Guan, Wang, Yafeng, Tang, Qiang | Reflectance, Vegetation Index, Snow Grain Size, Snow Cover, Normalized Difference Vegetation Index (NDVI) | ||
| Asynchronous canopy physiological and structural cycles reveal complex | Xie, Qi, Tian, Feng, Tagesson, Torbern, Wang, Lanhui, Fensholt, Rasmus, Tong, Xiaoye, Jin, Hongxiao, Ma, Xuanlong, Cai, Zhanzhang, Dou, Yujie, Feng, Luwei, Eklundh, Lars | Reflectance, Vegetation Index, Snow Grain Size, Snow Cover, Normalized Difference Vegetation Index (NDVI), Emissivity, Land Surface Temperature | ||
| Climate warming strengthened but droughts eliminated the coupling between productivity and tree growth in semi-arid plantations | Li, Jitang, Shen, Zehao, Gazol, Antonio, Xie, Yuyang, Xiahou, Mingjian, Camarero, Jesus Julio | Chlorophyll, Leaf Characteristics, Solar Induced Fluorescence, Reflectance, Photosynthesis, Primary Production | ||
| Atmospheric CO2 observations reveal seasonality bias in Arcticboreal carbon flux estimates | Wen, Jiaming, Sun, Wu, Foster, Kelsey T, Bond-Lamberty, Ben, Miller, Charles E, Feng, Liang, Michalak, Anna M | Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Atmospheric Carbon Dioxide, Methane, Atmospheric Carbon Monoxide, Atmospheric Ozone, Water Vapor, Respiration Rate, Carbon Flux, Gross Primary Production (gpp), Soil Respiration, NET ECOSYSTEM CO2 EXCHANGE (NEE), Boundary Layer Winds, Upper Air Temperature, Humidity, Wind Speed, Wind Dynamics, Solar Induced Fluorescence, Reflectance, Primary Production, Photosynthesis, Chlorophyll |
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| Automated Machine Learning for High-Resolution Daily and Hourly Methane Emission Mapping for Rice Paddies over South Korea: Integrating MODIS, ERA5-Land, and Soil Data | Jang, Jiah, Kim, Seung Hee, Kafatos, Menas, Cho, Jaeil, Yoo, Gayoung, Jeong, Sujong, Lee, Yangwon | Reflectance | ||
| CloudViT: exploring cloud type classification with vision transformers in global satellite data | Lenhardt, Julien, Quaas, Johannes, Sejdinovic, Dino, Klocke, Daniel | 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 | ||
| Combined effects of site and model parameterization for soil respiration components in a Canadian wildfire chronosequence | Zobitz, John, Zhou, Xuan, Aaltonen, Heidi, Koster, Egle, Berninger, Frank, Pumpanen, Jukka, Koster, Kajar | Photosynthesis, Primary Production, Vegetation Productivity, Reflectance, Land Surface Temperature, Emissivity |
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| Combined Retrieval of Cloud Parameters for TEMPO Measurements Over | Fehr, Lukas, Bourassa, Adam, Degenstein, Doug, Zawada, Daniel, McLinden, Chris, Griffin, Debora, Nowlan, Caroline, Chong, Heesung, Wang, Huiqun | Atmospheric Radiation, Radiative Flux, Solar Irradiance, Cloud Top Pressure, Cloud Fraction, Albedo, Anisotropy, Reflectance |
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| Comparative machine learning and deep learning approaches for | Azizi, Mahan, Abbasi, Ali, Asli Charandabi, Mohammad Reza | Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration, Wind Speed, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Cover, Snow Depth, Snow Water Equivalent, Runoff, Reflectance, Emissivity |
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| Comparison of Sentinel-2 and MODIS for estimating GPP along an ecosystem gradient in eastern Germany | Sayeed, Mostafa, Ahmadpour, Somayeh, Trachte, Katja | Reflectance, Albedo, Anisotropy, Land Surface Temperature, Emissivity |
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| Concurrent climate extremes and biological carryover effects dominate | Luo, Yiting, Yang, Hui, Xu, Hao, Huntingford, Chris, Orth, Rene, Li, Xiangyi, Penuelas, Josep | Reflectance, Anisotropy | ||
| Canopy water content is related to variability in leaf water over time but not across space in an oak savanna ecosystem | Allen, Jean, Boving, Indra, Anderegg, Leander D.L., Brodrick, Philip G., Chadwick, K. Dana, Roberts, Dar, Trugman, Anna T. | REFLECTED INFRARED, Reflectance | ||
| Capturing Spatiotemporal and Subgrid Variability in Global Land Surface | Ralhan, Akarsh, Liang, XinZhong | Land Use/Land Cover Classification, Albedo, Anisotropy, Reflectance | ||
| Caribou balance winter range fidelity and plasticity in response to weather, pregnancy, and summer range conditions | Fullman, Timothy J, Person, Brian T, Karpovich, Shawna, Prichard, Alexander K, Hepler, Joelle, Zuur, Alain F | Reflectance, Anisotropy, Vegetation Cover, Forests, Alpine/Tundra | ||
| Catchment precipitation partitioning in the Budyko framework is controlled by root zone storage capacity | Ibrahim, Muhammad, van Oorschot, Fransje, van der Ent, Ruud, Hrachowitz, Markus, Coenders-Gerrits, Miriam | Land Use/Land Cover Classification, Vegetation Index, Vegetation Cover, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo, Reflectance, Soil Depth, Soil Horizons/Profile, Soil Water Holding Capacity, Soil Texture, Soil Classification, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Soil Moisture/Water Content | ||
| Changing Aerodynamic Roughness in WRF Reduces Bias and Improves Accuracy in NearSurface Wind Simulations | Song, Hongquan, Ni, Xueli, Chang, Yujie, Chappell, Adrian, Zhou, Zhuoli, Liu, Boyan | Reflectance, Albedo, Anisotropy | ||
| Dissimilar roles of aerosols, nitrogen deposition and ozone on the | Xie, Nanhong, Wang, Tijian, Li, Shu, Zhuang, Bingliang, Li, Mengmeng, Xie, Min, Zhang, Qian, Ma, Danyang, Liu, Jane, Chen, Jing M., Feng, Zhaozhong, Melas, Dimitrios, Karatzas, Kostas | 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, Photosynthesis, Primary Production, Vegetation Productivity | ||
| Enhancing daily precipitation reconstruction: An improved version of the reddPrec R package | Huerta, Adrian, Bronnimann, Stefan, de Luis, Martin, Begueria, Santiago, Serrano-Notivoli, Roberto | Reflectance | ||
| Enhancing drought resilience: An index insurance scheme for West African | Estefania-Salazar, Enrique, Iglesias, Eva | Reflectance | ||
| Evaluating Spatio-temporal Dynamics of Water Quality in the Atchafalaya Basin Using Landsat 8 & 9 Surface Reflectance Imagery | Loh, Priscilla M., Twumasi, Yaw A., Ning, Zhu H., Osei, Jeff D., Gyan, Dorcas, Dadzie, Esi | Deltas, Wetlands, Suspended Solids, Reflectance, RIVERS/STREAMS | ||
| Forest aboveground biomass estimation through integration of sentinel-2 | He, Yinan, Shu, Shijie, Holm, Jennifer, Needham, Jessica, Negron-Juarez, Robinson, Koven, Charles, Zhu, Qing, Falco, Nicola | Reflectance, Enhanced Vegetation Index (EVI), Forests, Evergreen Vegetation, Deciduous Vegetation, Shrubland/Scrub, Biomass, Grasslands, LIDAR WAVEFORM, Canopy Characteristics, Terrestrial Ecosystems | ||
| Higher tree diversity reduces the likelihood of Amazon tipping points | Van Passel, Johanna, Van Meerbeek, Koenraad, Bernardino, Paulo Negri, De Keersmaecker, Wanda, Lhermitte, Stef, Rius, Bianca Fazio, Somers, Ben | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Albedo, Anisotropy, Reflectance, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification, Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area |
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| Development of high-resolution regional aerosol climate model: | Yasui, Ryosuke, Tomisawa, Kei, Sato, Yousuke, Takemura, Toshihiko | 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, Nitrogen Oxides, Particulates, Hydrogen Cyanide, Emissions, Non-methane Hydrocarbons/Volatile Organic Compounds, Fire Occurrence, Nitrogen Oxides, Sulfur Dioxide, Carbon And Hydrocarbon Compounds, Leaf Area Index (LAI), Normalized Difference Vegetation Index (NDVI) | ||
| Multi-Sensor Spatiotemporal Fusion for 30-m Daily Gapless Snow Cover | Wu, Jinhang, Zhang, Xueliang, Xiao, Pengfeng, Jia, Yumeng, Tang, Bo, Liu, Yan | Reflectance, Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps, Albedo, Snow Cover |