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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| Mapping impervious surface areas using time-series nighttime light and MODIS imagery | Tang, Yun, Shao, Zhenfeng, Huang, Xiao, Cai, Bowen | Reflectance, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| DeepYield: A combined convolutional neural network with long short-term memory for crop yield forecasting | Gavahi, Keyhan, Abbaszadeh, Peyman, Moradkhani, Hamid | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity | ||
| Detecting degraded, prone and transition ecosystems by environmental thresholds and spectral functions | Abdollahzadeh, Sara, Sepehr, Adel, Rashki, Alireza | Reflectance, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Denitrification in wetlands: A review towards a quantification at global scale | Martinez-Espinosa, Columba, Sauvage, Sabine, Al Bitar, Ahmad, Green, Pamela A., Vorosmarty, Charles J., Sanchez-Perez, Jose Miguel | Reflectance, Total Surface Water | ||
| Derivation of high-resolution local thermal conditions from satellite-based data | Firat Ors, Pelin, Mahdavi, Ardeshir | Land Surface Temperature, Emissivity, Reflectance, Albedo, Anisotropy |
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| Deriving Antarctic SeaIce Thickness From Satellite Altimetry and Estimating Consistency for NASA's ICESat/ICESat2 Missions | Xu, Yue, Li, Huan, Liu, Baojian, Xie, Hongjie, OzsoyCicek, Burcu | Ice Roughness, Ice Roughness, Reflectance, Sea Ice Elevation, Sea Ice Elevation, Freeboard | ||
| Evaluation of clumping effects on the estimation of global terrestrial evapotranspiration | Chen, Bin, Lu, Xuehe, Wang, Shaoqiang, Chen, Jing M., Liu, Yang, Fang, Hongliang, Liu, Zhenhai, Jiang, Fei, Arain, Muhammad Altaf, Chen, Jinghua, Wang, Xiaobo | Reflectance | ||
| Flood assessment using multi-temporal remotely sensed data in Cambodia | Son, Nguyen-Thanh, Chen, Chi-Farn, Chen, Cheng-Ru | Reflectance | ||
| Flood Hazard Mapping and Vulnerability Analysis Along Seti River in Pokhara Metropolitan City | Shrestha, Anup, Thapa, Saraswati, Ghimire, Bhola Nath Sharma | 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 | ||
| Flow duration curves from surface reflectance in the near infrared band | Tarpanelli, Angelica, Domeneghetti, Alessio | Reflectance | ||
| FLUXNET-CH4: a global, multi-ecosystem dataset and analysis of methane seasonality from freshwater wetlands | Delwiche, Kyle B., Knox, Sara Helen, Malhotra, Avni, Fluet-Chouinard, Etienne, McNicol, Gavin, Feron, Sarah, Ouyang, Zutao, Papale, Dario, Trotta, Carlo, Canfora, Eleonora, Cheah, You-Wei, Christianson, Danielle, Alberto, Ma. Carmelita R., Alekseychik, Pavel, Aurela, Mika, Baldocchi, Dennis, Bansal, Sheel, Billesbach, David P., Bohrer, Gil, Bracho, Rosvel, Buchmann, Nina, Campbell, David I., Celis, Gerardo, Chen, Jiquan, Chen, Weinan, Chu, Housen, Dalmagro, Higo J., Dengel, Sigrid, Desai, Ankur R., Detto, Matteo, Dolman, Han, Eichelmann, Elke, Euskirchen, Eugenie, Famulari, Daniela, Fuchs, Kathrin, Goeckede, Mathias, Gogo, Sebastien, Gondwe, Mangaliso J., Goodrich, Jordan P., Gottschalk, Pia, Graham, Scott L., Heimann, Martin, Helbig, Manuel, Helfter, Carole, Hemes, Kyle S., Hirano, Takashi, Hollinger, David, Hortnagl, Lukas, Iwata, Hiroki, Jacotot, Adrien, Jurasinski, Gerald, Kang, Minseok, Kasak, Kuno, King, John, Klatt, Janina, Koebsch, Franziska, Krauss, Ken W., Lai, Derrick Y. F., Lohila, Annalea, Mammarella, Ivan, Belelli Marchesini, Luca, Manca, Giovanni, Matthes, Jaclyn Hatala, Maximov, Trofim, Merbold, Lutz, Mitra, Bhaskar, Morin, Timothy H., Nemitz, Eiko, Nilsson, Mats B., Niu, Shuli, Oechel, Walter C., Oikawa, Patricia Y., Ono, Keisuke, Peichl, Matthias, Peltola, Olli, Reba, Michele L., Richardson, Andrew D., Riley, William, Runkle, Benjamin R. K., Ryu, Youngryel, Sachs, Torsten, Sakabe, Ayaka, Sanchez, Camilo Rey, Schuur, Edward A., Schafer, Karina V. R., Sonnentag, Oliver, Sparks, Jed P., Stuart-Haentjens, Ellen, Sturtevant, Cove, Sullivan, Ryan C., Szutu, Daphne J., Thom, Jonathan E., Torn, Margaret S., Tuittila, Eeva-Stiina, Turner, Jessica, Ueyama, Masahito, Valach, Alex C., Vargas, Rodrigo, Varlagin, Andrej, Vazquez-Lule, Alma, Verfaillie, Joseph G., Vesala, Timo, Vourlitis, George L., Ward, Eric J., Wille, Christian, Wohlfahrt, Georg, Wong, Guan Xhuan, Zhang, Zhen, Zona, Donatella, Windham-Myers, Lisamarie, Poulter, Benjamin, Jackson, Robert B. | Reflectance, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Gajahwong River Continuous Flow Simulation by Using Soil Moisture Accounting (SMA) of HEC HMS | Wardhana, P N, Kusumawijaya, LP | 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 | ||
| Gap-filling of 8-day terra MODIS daytime land surface temperature in high-latitude cold region with generalized additive models (GAM) | Guo, Dianfan, Wang, Cuizhen, Zang, Shuying, Hua, Jinxi, Lv, Zhenghan, Lin, Yue | Land Use/Land Cover Classification, Reflectance, Land Surface Temperature, Emissivity | ||
| Gap-free LST generation for MODIS/Terra LST product using a random forest-based reconstruction method | Xiao, Yao, Zhao, Wei, Ma, Mingguo, He, Kunlong | Reflectance, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| GCAP 2.0: a global 3-D chemical-transport model framework for past, present, and future climate scenarios | Murray, Lee T., Leibensperger, Eric M., Orbe, Clara, Mickley, Loretta J., Sulprizio, Melissa | Sulfur Dioxide, Atmospheric Ozone, Nitrogen Dioxide, Tropopause, Surface Pressure, Air Temperature, Upper Air Temperature, Total Precipitable Water, Water Vapor, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Emissivity, Sea Surface Temperature, Skin Temperature, Carbon Monoxide, Geopotential Height, Humidity, Water Vapor Profiles, Cloud Liquid Water/Ice, Outgoing Longwave Radiation, Methane, Carbon And Hydrocarbon Compounds, 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, Cloud Condensation Nuclei, Cloud Droplet Concentration/Size, Cloud Optical Depth/Thickness, Cloud Asymmetry, Cloud Ceiling, Cloud Frequency, Cloud Emissivity, Cloud Radiative Forcing, Cloud Reflectance, Rain Storms |
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| GCI30: a global dataset of 30 m cropping intensity using multisource remote sensing imagery | Zhang, Miao, Wu, Bingfang, Zeng, Hongwei, He, Guojin, Liu, Chong, Tao, Shiqi, Zhang, Qi, Nabil, Mohsen, Tian, Fuyou, Bofana, Jose, Beyene, Awetahegn Niguse, Elnashar, Abdelrazek, Yan, Nana, Wang, Zhengdong, Liu, Yiliang | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Plant Phenology, Plant Phenological Changes | ||
| Generalized structure functions and multifractal detrended fluctuation analysis applied to vegetation index time series: An arid rangeland study | Sanz, Ernesto, Saa-Requejo, Antonio, Diaz-Ambrona, Carlos H., Ruiz-Ramos, Margarita, Rodriguez, Alfredo, Iglesias, Eva, Esteve, Paloma, Soriano, Barbara, Tarquis, Ana M. | Reflectance | ||
| From standard weather stations to virtual micro-meteorological towers in ungauged sites: Modeling tool for surface energy fluxes, evapotranspiration, soil temperature, and soil moisture estimations | Celis, Jorge A., Moreno, Hernan A., Basara, Jeffrey B., McPherson, Renee A., Cosh, Michael, Ochsner, Tyson, Xiao, Xiangming | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Reflectance, Anisotropy, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Albedo | ||
| Full-coverage mapping and spatiotemporal variations of ground-level ozone (O3) pollution from 2013 to 2020 across China | Wei, Jing, Li, Zhanqing, Li, Ke, Dickerson, Russell R., Pinker, Rachel T., Wang, Jun, Liu, Xiong, Sun, Lin, Xue, Wenhao, Cribb, Maureen | Nitrogen Dioxide, Atmospheric Ozone, Reflectance, Aerosol Optical Depth/Thickness |
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| Fusing geostationary satellite observations with harmonized Landsat-8 and sentinel-2 time series for monitoring field-scale land surface phenology | Shen, Yu, Zhang, Xiaoyang, Wang, Weile, Nemani, Ramakrishna, Ye, Yongchang, Wang, Jianmin | Reflectance | ||
| Fusion of gf and MODIS data for regional-scale grassland community classification with evi2 time-series and phenological features | Wu, Zhenjiang, Zhang, Jiahua, Deng, Fan, Zhang, Sha, Zhang, Da, Xun, Lan, Javed, Tehseen, Liu, Guizhen, Liu, Dan, Ji, Mengfei | Reflectance | ||
| Generating surface soil moisture at 30 m spatial resolution using both | Abowarda, Ahmed Samir, Bai, Liangliang, Zhang, Caijin, Long, Di, Li, Xueying, Huang, Qi, Sun, Zhangli | Reflectance, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature, Emissivity |
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| Generation of spatio-temporally continuous evapotranspiration and its components by coupling a two-source energy balance model and a deep neural network over the Heihe River Basin | Cui, Yaokui, Song, Lisheng, Fan, Wenjie | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Albedo, Anisotropy, Reflectance |
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| Geography as non-genetic modulation factor of chicken cecal microbiota | Pin Viso, Natalia, Redondo, Enzo, Diaz Carrasco, Juan Maria, Redondo, Leandro, Sabio y. Garcia, Julia, Fernandez Miyakawa, Mariano, Farber, Marisa Diana | Reflectance | ||
| GIS-based volcanic hazards, vulnerability and risks assessment of the Guallatiri Volcano, Arica y Parinacota Region, Chile | Reyes-Hardy, Maria-Paz, Aguilera Barraza, Felipe, Sepulveda Birke, Jose Pablo, Esquivel Caceres, Alfredo, Inostroza Pizarro, Manuel | 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 |