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 Land Surface Data
List of peer-reviewed publications that cite using Land Surface data.
Filters
| Title | Year Sort ascending | Author | Topic | Dataset |
|---|---|---|---|---|
| Outlet glacier seasonal terminus prediction using interpretable machine learning | Shionalyn, Kevin, Catania, Ginny, Trugman, Daniel T., Shahin, Michael G., Stearns, Leigh A., Felikson, Denis | Ice Velocity, Bathymetry, Bed Elevation, Glacier/Ice Sheet Thickness, Terrain Elevation, Sea Surface Temperature | ||
| PeatDepth-ML: a global map of peat depth predicted using machine learning | Skye, Jade, Melton, Joe R., Goldblatt, Colin, Gallego-Sala, Angela, Garneau, Michelle, Winton, Scott | Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Vegetation Productivity, Normalized Difference Vegetation Index (NDVI), Vegetation Index, Brightness Temperature, Surface Soil Moisture |
|
|
| Persistent 20232025 Wildfire Extremes in Canada Produced Unprecedented Emissions and AirQuality Impacts | Chen, Yang, Field, Robert D., Scholten, Rebecca C., Randerson, James T. | 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, Fire Dynamics, Surface Radiative Properties, Land Surface Temperature, Fire Occurrence, THERMAL ANOMALIES, Surface Thermal Properties | ||
| Photosynthetic Recovery Dynamics Reveal Declining Vegetation Functional | Behera, Subhrasita, Diao, Chan, Bathiany, Sebastian, Boers, Niklas, Dutta, Debsunder | 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, Land Use/Land Cover Classification | ||
| Physically interpretable AlphaEarth foundation model embeddings enable LLM-based land surface intelligence | Rahman, Mashrekur | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Land Surface Temperature, Emissivity, Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Population Density | ||
| Physics-guided deep learning for geostationary satellite-based | Fan, Chunquan, Zhang, Yiru, Chen, Rui, Zhang, Hongguo, Yin, Jianpeng, Li, Yanxi, He, Binbin, Quan, Xingwen | Surface Soil Moisture | ||
| Local and remote drivers of increased variability in extreme wildfire | Kim, Kiwook, Lee, Myong-In, Lee, Seungseok, Choi, Nakbin, Jin, Fei-Fei, Min, Seung-Ki, Kam, Jonghun | Land Use/Land Cover Classification | ||
| Long-Range Transport Pathways of Intense Wildfire Plumes in the Northern | Ehret, Antoine, Turquety, Solene, Da Silva, Anderson, George, Maya, HadjiLazaro, Juliette, Franco, Bruno, Clarisse, Lieven, Coheur, PierreFrancois, Clerbaux, Cathy | Fire Ecology, Biomass Burning, Wildfires, Fire Occurrence, Burned Area, Surface Thermal Properties, Land Surface Temperature, THERMAL ANOMALIES | ||
| Low-intensity urban development delays the spring departures of | Adams, Carrie Ann, Tomaszewska, Monika A., Henebry, Geoffrey M., La Sorte, Frank A., Horton, Kyle G. | Land Surface Temperature, Emissivity | ||
| MACH: A Multi-Attribute Catchment Hydrometeorological dataset | Sink, Katharine, Brikowski, Tom | Vegetation Index, Normalized Difference Vegetation Index (NDVI) | ||
| Machine learning reveals hidden bias in ERA5 cloud heights over Earth's third pole | Zhao, W., Wang, Y. N., Pan, Y. B., Pan, L. J., Bi, Y. H., Wu, X., Tian, Y. F., Qiu, Y. H., Wang, T. Q., Lu, D. R. | Cloud Types, Cloud Properties, Cloud Liquid Water/Ice, Land Use/Land Cover Classification | ||
| Machine learning technique for net ecosystem exchange of carbon dioxide simulation and assessment: a regional analysis of Japanese islands | Gorbarenko, Artem, Gorbarenko, Elizaveta, Mikhailov, Dmitry, Vlasov, Alexander, Saeed, Muhammad | Land Use/Land Cover Classification, Leaf Characteristics, Photosynthetically Active Radiation, Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Photosynthesis, Primary Production, Vegetation Productivity | ||
| Machine Learning-Based Geospatial Risk Modeling of Global Avian | Jindal, Mehak, Lim, Samsung, MacIntyre, C. Raina | Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps | ||
| Major fires in Indonesian Borneo are possible under all ENSO phases | Lam, Timothy, Catto, Jennifer L., Kay, Gillian, Dunstone, Nick, Barciela, Rosa, Harper, Anna B. | Canopy Characteristics, Digital Elevation/Terrain Model (DEM), Lidar | ||
| Making a Dust Source Map: Can We Build, Implement, and Learn From a Reflectance Derived Sediment Supply Map in the Unified Forecast System (UFS)? | Faber, E., Baker, B., Rocha Lima, A., Schepanski, K. | Reflectance | ||
| Managed rainforests support higher carbon density and sequestration in the Congo Basin | Sagang, Le Bienfaiteur, Dalagnol, Ricardo, White, Lee, George-Chacon, Stephanie, Favrichon, Samuel, Li, Shuang, Wagner, Fabien, Liu, Zhihua, Zhang, Dafeng, Ngomanda, Alfred, Medjibe, Vincent, Sonke, Bonaventure, Barbier, Nicolas, Ordway, Elsa M., Saatchi, Sassan | Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, Vegetation Height, Forests, Evergreen Vegetation, Deciduous Vegetation, Shrubland/Scrub, Biomass, Grasslands, LIDAR WAVEFORM, Terrestrial Ecosystems, Plant Characteristics, Terrain Elevation | ||
| Mapping crop types in smallholder mono- and intercropping systems with multi-sensor data in regions with multiple growing cycles | Akinyemi, Felicia O., Rufin, Philippe, Ibrahim, Esther Shupel, Hostert, Patrick, Ogunsumi, Lucia O., Egbetokun, Olugbenga A., Ifejika Speranza, Chinwe | Land Use/Land Cover Classification | ||
| Mapping four decades of change: Deep learning and Google Earth Engine | Tahmi, Sadiq, Rui, Xiaoping, Guechi, Imen, Hannache, Faris, Wang, Xuege, Chebika, Housseyn | Land Use/Land Cover Classification | ||
| Mapping Quartz and Feldspar Areal Abundance and Grain Sizes Using Integrated VTIR Data | Grant, Kathleen, Brodrick, Philip G., Perez GarciaPando, Carlos, Goncalves Ageitos, Maria, Celestian, Aaron J., West, A. Joshua | Emissivity, Vegetation Index, Snow Cover, Emissivity, Vegetation Index, Snow Cover, Land Surface Temperature | ||
| Mapping spatiotemporal variability of vegetation and climate sensitivity in northern Iran using google earth engine | Mehrjou, Mehrdad, Ahmadi, Hassan | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Surface Temperature, Emissivity | ||
| Mapping the global development likelihood of wastewater treatment plants using a novel positive-unlabeled deep neural network | Li, Wenkai, Liu, Hongliang, Li, Mingxuan | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Leaf Characteristics, Vegetation Cover, Land Use/Land Cover Classification | ||
| Mapping the local effectiveness of mass drug administration for malaria using transportability methods | Roh, Michelle E., Tong, Yanwei, Heitmann, Gabriella Barratt, Jia, Junran, Ba, El-hadji Konko Cire, Ndiaye, Jean Louis, Fogelson, Ari, Milligan, Paul, Seck, Amadou, Diallo, Abdoulaye, Lo, Aminata Colle, Baiocchi, Michael, Gosling, Roly, Bennett, Adam, Hsiang, Michelle S., Benjamin-Chung, Jade | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Emissivity, Land Surface Temperature | ||
| Measurement report: Insights into the high temporal variability of atmospheric carbon dioxide (CO2) at a suburban station in the Indo-Gangetic Plain | Vazhathara, Vimal Jose, Kunchala, Ravi Kumar, Philip, Sajeev, Rathore, Jaswant, Ganguly, Dilip, Dey, Sagnik, Nakayama, Tomoki, Matsumi, Yutaka, Patra, Prabir K. | Carbon Flux, Albedo, Anisotropy, Reflectance | ||
| Mechanisms driving transport and accretion of mud from channels to islands in a riverdominated delta | Nghiem, Justin A., Salter, Gerard, Li, Gen K., Wright, Kyle, Passalacqua, Paola, Lamb, Michael P. | Surface Water Processes/Measurements, Water Channels, Sediment Transport, Sediments, Water Pressure, Turbidity, Sedimentation, Surface Pressure, Sedimentation, Discharge/Flow, Wetlands, Deltas, Digital Elevation/Terrain Model (DEM), Coastal Elevation |
|
|
| Mechanistic dichotomy in permafrost thaw between Alaska and the Qinghai-Tibet Plateau | Li, Guanji, Zhang, Mingyi, Pei, Wansheng, Bai, Ruiqiang, Zhou, Yanqiao, Wang, Jiwei, Yang, Xiaoman | Vegetation Index, Normalized Difference Vegetation Index (NDVI) |