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.
Filters
| Title | Year Sort ascending | Author | Topic | Dataset |
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| Deep learning models to map an agricultural expansion area with MODIS | Luo, Dong, Caldas, Marcellus M., Yang, Huichen | Reflectance, Anisotropy | ||
| Deep learning-based spatiotemporal data fusion using a patch-to-pixel mapping strategy and model comparisons | Ao, Zurui, Sun, Ying, Pan, Xiaoyu, Xin, Qinchuan | Reflectance | ||
| Design and implementation of an efficient and cost effective deep feature learning model for rice yield mapping | Divakar, M. Sarith, Elayidom, M. Sudheep, Rajesh, R. | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Reflectance | ||
| Dense canopies browning overshadowed by global greening dominant in sparse canopies | Qiu, Bingwen, Ye, Zhiyan, Chen, Chongcheng, Tang, Zhenghong, Chen, Zuoqi, Huang, Hongyu, Zhao, Zhiyuan, Xu, Weiming, Berry, Joe | Land Use/Land Cover Classification, Reflectance, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar) | ||
| Evaluation of BRDF information retrieved from time-series multiangle data of the Himawari-8 AHI | Zhang, Xiaoning, Jiao, Ziti, Zhao, Changsen, Guo, Jing, Zhu, Zidong, Liu, Zhigang, Dong, Yadong, Yin, Siyang, Zhang, Hu, Cui, Lei, Li, Sijie, Tong, Yidong, Wang, Chenxia | Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification, Reflectance | ||
| Generating high-accuracy and cloud-free surface soil moisture at 1 km resolution by point-surface data fusion over the Southwestern U.S | Huang, Shuzhe, Zhang, Xiang, Chen, Nengcheng, Ma, Hongliang, Zeng, Jiangyuan, Fu, Peng, Nam, Won-Ho, Niyogi, Dev | Land Use/Land Cover Classification, Reflectance, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Land Surface Temperature, Emissivity | ||
| Global biomass burning fuel consumption and emissions at 500 m spatial resolution based on the Global Fire Emissions Database (GFED) | van Wees, Dave, van der Werf, Guido R., Randerson, James T., Rogers, Brendan M., Chen, Yang, Veraverbeke, Sander, Giglio, Louis, Morton, Douglas C. | Photosynthesis, Primary Production, Vegetation Productivity, Photosynthetically Active Radiation, Leaf Area Index (LAI), Leaf Characteristics, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Vegetation Cover, Land Use/Land Cover Classification, Reflectance, Total Surface Water, Plant Phenology, Enhanced Vegetation Index (EVI), Biomass, Forests, Carbon, Burned Area, Terrain Elevation, Plant Characteristics, Soil Moisture/Water Content, Vegetation Species, Soil Depth |
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| GLOBAL CLIMATE | Dunn, Robert J. H., Aldred, Freya, Gobron, Nadine, Miller, John B., Willett, Kate M., Ades, Melanie, Adler, Robert, Allan, R. P., Anderson, John, Anneville, Orlane, Aono, Yasuyuki, Arguez, Anthony, Arosio, Carlo, Augustine, John A., Azorin-Molina, Cesar, Barichivich, Jonathan, Basu, Aman, Beck, Hylke E., Bellouin, Nicolas, Benedetti, Angela, Blagrave, Kevin, Blenkinsop, Stephen, Bock, Olivier, Bodin, Xavier, Bosilovich, Michael G., Boucher, Olivier, Bove, Gerald, Buechler, Dennis, Buehler, Stefan A., Carrea, Laura, Chang, Kai-Lan, Christiansen, Hanne H., Christy, John R., Chung, Eui-Seok, Ciasto, Laura M., Coldewey-Egbers, Melanie, Cooper, Owen R., Cornes, Richard C., Covey, Curt, Cropper, Thomas, Crotwell, Molly, Cusicanqui, Diego, Davis, Sean M., de Jeu, Richard A. M., Degenstein, Doug, Delaloye, Reynald, Donat, Markus G., Dorigo, Wouter A., Durre, Imke, Dutton, Geoff S., Duveiller, Gregory, Elkins, James W., Estilow, Thomas W., Fedaeff, Nava, Fereday, David, Fioletov, Vitali E., Flemming, Johannes, Foster, Michael J., Frith, Stacey M., Froidevaux, Lucien, Fullekrug, Martin, Garforth, Judith, Garg, Jay, Gentry, Matthew, Goodman, Steven, Gou, Qiqi, Granin, Nikolay, Guglielmin, Mauro, Hahn, Sebastian, Haimberger, Leopold, Hall, Brad D., Harris, Ian, Hemming, Debbie L., Hirschi, Martin, Ho, Shu-pen (Ben), Holzworth, Robert, Hrbacek, Filip, Hubert, Daan, Hulsman, Petra, Hurst, Dale F., Inness, Antje, Isaksen, Ketil, John, Viju O., Jones, Philip D., Junod, Robert, Kaab, Andreas, Kaiser, Johannes W., Kaufmann, Viktor, Kellerer-Pirklbauer, Andreas, Kent, Elizabeth C., Kidd, Richard, Kim, Hyungiun, Kipling, Zak, Koppa, Akash, LAbee-Lund, Jan Henning, Lan, Xin, Lantz, Kathleen O., Lavers, David, Loeb, Norman G., Loyola, Diego, Madelon, Remi, Malmquist, Hilmar J., Marszelewski, Wlodzimierz, Mayer, Michael, McCabe, Matthew F., McVicar, Tim R., Mears, Carl A., Menzel, Annette, Merchant, Christopher J., Miralles, Diego G., Montzka, Stephen A., Morice, Colin, Mosinger, Leander, Muhle, Jens, Nicolas, Julien P., Noetzli, Jeannette, Noges, Tiina, Noll, Ben, OKeefe, John, Osborn, Tim J., Park, Taejin, Pellet, Cecile, Pelto, Maury S., Perkins-Kirkpatrick, Sarah E., Phillips, Coda, Po-Chedley, Stephen, Polvani, Lorenzo, Preimesberger, Wolfgang, Price, Colin, Pulkkanen, Merja, Rains, Dominik G., Randel, William J., Remy, Samuel, Ricciardulli, Lucrezia, Richardson, Andrew D., Robinson, David A., Rodell, Matthew, Rodriguez-Fernandez, Nemesio J., Rosenlof, Karen H., Roth, Chris, Rozanov, Alexei, Rutishauser, This, Sanchez-Lugo, Ahira, Sawaengphokhai, Parnchai, Schenzinger, Verena, Schlegel, Robert W., Schneider, Udo, Sharma, Sapna, Shi, Lei, Simmons, Adrian J., Siso, Carolina, Smith, Sharon L., Soden, Brian J., Sofieva, Viktoria, Sparks, Tim H., Stackhouse, Paul W., Stauffer, Ryan, Steinbrecht, Wolfgang, Steiner, Andrea K., Stewart, Kenton, Stradiotti, Pietro, Streletskiy, Dimitri A., Telg, Hagen, Thackeray, Stephen J., Thibert, Emmanuel, Todt, Michael, Tokuda, Daisuke, Tourpali, Kleareti, Tye, Mari R., van der A, Ronald, van der Schalie, Robin, van der Schrier, Gerard, van der Vliet, Mendy, van der Werf, Guido R., van Vliet, Arnold., Vernier, Jean-Paul, Vimont, Isaac J., Virts, Katrina, Vivero, Sebastian, Vomel, Holger, Vose, Russell S., Wang, Ray H. J., Weber, Markus, Wiese, David, Wild, Jeanette D., Williams, Earle, Wong, Takmeng, Woolway, R. I., Yin, Xungang, Yuan, Ye, Zhao, Lin, Zhou, Xinjia, Ziemke, Jerry R., Ziese, Markus, Zotta, Ruxandra M. | 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 | ||
| Global Daily Actual and SnowFree BlueSky Land Surface Albedo Climatology From 20Year MODIS Products | Jia, Aolin, Wang, Dongdong, Liang, Shunlin, Peng, Jingjing, Yu, Yunyue | Land Use/Land Cover Classification, Albedo, Anisotropy, Reflectance | ||
| Global estimates of 500 m daily aerodynamic roughness length from MODIS data | Peng, Zhong, Tang, Ronglin, Jiang, Yazhen, Liu, Meng, Li, Zhao-Liang | Land Use/Land Cover Classification, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance, Anisotropy, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) |
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| Formation, radiative forcing, and climatic effects of severe regional haze | Lin, Yun, Wang, Yuan, Pan, Bowen, Hu, Jiaxi, Guo, Song, Levy Zamora, Misti, Tian, Pengfei, Su, Qiong, Ji, Yuemeng, Zhao, Jiayun, Gomez-Hernandez, Mario, Hu, Min, Zhang, Renyi | 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 | ||
| Exacerbation of Indian Summer Monsoon Breaks by the Indirect Effect of | Surendran, Sajani, Ajay Anand, K. V., Ravindran, Suraj, Rajendran, Kavirajan | Aerosol Backscatter, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Aerosol Radiance, Carbonaceous Aerosols, Dust/Ash/Smoke, Nitrate Particles, Organic Particles, Particulate Matter, Sulfate Particles, Optical Depth/Thickness, Radiative Flux, Reflectance | ||
| Exploring the potential role of environmental and multi-source satellite | Li, Zhenwang, Ding, Lei, Xu, Dawei | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Reflectance, Anisotropy |
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| Forecasting crop yield with deep learning based ensemble model | Divakar, M. Sarith, Elayidom, M. Sudheep, Rajesh, R. | Land Use/Land Cover Classification, Reflectance, Plant Phenology, Enhanced Vegetation Index (EVI), Land Surface Temperature, Emissivity | ||
| Forecasting vegetation condition with a bayesian auto-regressive distributed lags (bardl) model | Salakpi, Edward E., Hurley, Peter D., Muthoka, James M., Barrett, Adam B., Bowell, Andrew, Oliver, Seb, Rowhani, Pedram | Reflectance, Anisotropy | ||
| Forecasting Weekly Dengue Cases by Integrating Google Earth Engine-Based Risk Predictor Generation and Google Colab-Based Deep Learning Modeling in ... | Li, Zhichao | Reflectance | ||
| Forest aboveground biomass in the southwestern United States from a MISR multi-angle index, 20002015 | Chopping, Mark, Wang, Zhuosen, Schaaf, Crystal, Bull, Michael A., Duchesne, Rocio R. | Biomass, Carbon, Evergreen Vegetation, Shrubland/Scrub, Grasslands, Forests, Canopy Characteristics, Deciduous Vegetation, LIDAR WAVEFORM, Plant Diseases/Disorders/Pests, Fire Occurrence, Burned Area, Droughts, Land Use/Land Cover, Litter Characteristics, Bidirectional Reflectance Factor, Reflectance |
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| Feature Engineering of Remote Sensing Satellite Imagery Using Principal Component Analysis for Efficient Crop Yield Prediction | Sarith Divakar, M., Sudheep Elayidom, M., Rajesh, R. | Land Use/Land Cover Classification, Land Surface Temperature, Emissivity, Reflectance | ||
| Fine resolution remote sensing spectra improves estimates of gross primary production of croplands | Shirkey, Gabriela, John, Ranjeet, Chen, Jiquan, Dahlin, Kyla, Abraha, Michael, Sciusco, Pietro, Lei, Cheyenne, Reed, David E. | Photosynthesis, Primary Production, Vegetation Productivity, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance, Canopy Characteristics | ||
| Forest fragmentation impacts the seasonality of Amazonian evergreen canopies | Nunes, Matheus Henrique, Camargo, Jose Luis Campana, Vincent, Gregoire, Calders, Kim, Oliveira, Rafael S., Huete, Alfredo, Mendes de Moura, Yhasmin, Nelson, Bruce, Smith, Marielle N., Stark, Scott C., Maeda, Eduardo Eiji | Reflectance, Albedo, Anisotropy, Shortwave Radiation | ||
| Grassland Model Based Evaluation of Drought Indices: A Case Study from | Pogacar, Tjasa, Znidarsic, Zala, Vlahovic, Ziva, Crepinsek, Zalika, Susnik, Andreja | Reflectance, Land Surface Temperature, Emissivity | ||
| Global trends in vegetation fractional cover: Hotspots for change in bare soil and non-photosynthetic vegetation | Hill, Michael J., Guerschman, Juan P. | Reflectance, Anisotropy, Albedo | ||
| Global quantification of the bidirectional dependency between soil moisture and vegetation productivity | Zhang, Wenmin, Wei, Fangli, Horion, Stephanie, Fensholt, Rasmus, Forkel, Matthias, Brandt, Martin | Albedo, Anisotropy, Reflectance | ||
| GlobalScale Shifts in Rooting Depths Due To Anthropocene Land Cover Changes Pose Unexamined Consequences for Critical Zone Functioning | Hauser, Emma, Sullivan, Pamela L., Flores, Alejandro N., Hirmas, Daniel, Billings, Sharon A. | Vegetation Index, Vegetation Cover, Vegetation Index, Deciduous Vegetation, Reflectance, Land Use/Land Cover Classification, Plant Characteristics, Leaf Characteristics, Canopy Characteristics, Albedo | ||
| GLOBMAP SWF: a global annual surface water cover frequency dataset during 20002020 | Liu, Yang, Liu, Ronggao, Shang, Rong | Reflectance |