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 Topography Data
List of peer-reviewed publications that cite using Topography data.
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| Title | Year Sort ascending | Author | Topic | Dataset |
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| A comparative study of empirical and machine learning approaches for soil thickness mapping in the Joshimath region (India) | Gupta, Kunal, Satyam, Neelima, Segoni, Samuele | 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 | ||
| A coupled model to improve river water quality prediction towards addressing non-stationarity and data limitation | Chen, Shengyue, Huang, Jinliang, Wang, Peng, Tang, Xi, Zhang, Zhenyu | Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps | ||
| A generic framework for glacial lake outburst flood investigation: A case study of Zalai Tsho, Southeast Tibet | Wang, Wen, Nie, Yong, Zhang, Huayu, Wang, Jida, Deng, Qian, Liu, Lijun, Liu, Fei, Zhang, Sihui, Lyu, Qiyuan, Zhang, Liqi | 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 | ||
| A global dataset of forest regrowth following wildfires | Zang, Jinlong, Qiu, Feng, Zhang, Yongguang | Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, Vegetation Height | ||
| A Global Evaluation of Radar-Derived Digital Elevation Models: SRTM | Simard, Marc, Denbina, Michael, Marshak, Charles, Neumann, Maxim | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, Vegetation Height | ||
| A global product of 150-m urban building height based on spaceborne | Ma, Xiao, Zheng, Guang, Xu, Chi, Moskal, L. Monika, Gong, Peng, Guo, Qinghua, Huang, Huabing, Li, Xuecao, Liang, Xinlian, Pang, Yong, Wang, Cheng, Xie, Huan, Yu, Bailang, Zhao, Bo, Zhou, Yuyu | Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, Vegetation Height | ||
| Analyzing the posterior predictive capability and usability of landslide susceptibility maps: a case of Kerala, India | Pareek, Tanuj, Bhuyan, Kushanav, van Westen, Cees, Rajaneesh, A., Sajinkumar, K. S., Lombardo, Luigi | 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 | ||
| Analyzing Volcanic, Tectonic, and Environmental Influences on the | Makus, Peter, Denolle, Marine A., Sens-Schonfelder, Christoph, Kopfli, Manuela, Tilmann, Frederik | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) | ||
| Artificial Intelligence in Net-Zero Carbon Emissions for Sustainable | Li, Yanxue, Antwi-Afari, Maxwell Fordjour, Anwer, Shahnawaz, Mehmood, Imran, Umer, Waleed, Mohandes, Saeed Reza, Wuni, Ibrahim Yahaya, Abdul-Rahman, Mohammed, Li, Heng | Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps | ||
| Application of a regularised Coulomb sliding law to Jakobshavn Isbr, western Greenland | Trevers, Matt, Payne, Antony J., Cornford, Stephen L. | Glacier Elevation/Ice Sheet Elevation, Ice Velocity, Bathymetry, Bed Elevation, Glacier/Ice Sheet Thickness, Terrain Elevation |
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| Assessment of Landscape-Scale Fluxes of Carbon Dioxide and Methane in | Delaria, Erin R., Wolfe, Glenn M., Blanock, Kaitlyn, Hannun, Reem, Thornhill, Kenneth Lee, Newman, Paul A., Lait, Leslie R., Kawa, S. Randy, Alvarez, Jessica, Blum, Spencer, CastanedaMoya, Edward, Holmes, Christopher, Lagomasino, David, Malone, Sparkle, Murphy, Dylan, Overbauer, Steven F., Pruett, Chandler, Serre, Aaron, Starr, Gregory, Szot, Robert, Troxler, Tiffany, Yannick, David, Poulter, Benjamin | 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), Canopy Characteristics, Vegetation Cover, Digital Elevation/Terrain Model (DEM), VIEWING GEOMETRY, Terrain Elevation, Lidar, Topography, Vegetation Height, Terrestrial Ecosystems, LIDAR WAVEFORM, Biomass, Water Vapor Mixing Ratio Profiles, Atmospheric Ozone, Atmospheric Carbon Dioxide, Atmospheric Carbon Monoxide, Methane, GREENHOUSE GAS FLUX, Brightness Temperature, Surface Soil Moisture |
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| Beas Basin Snow Area Health Monitoring Utilizing Remote Sensing with Elevation Zones and Aspect | Roy, K., Kant, C., Meena, R.S. | Reflectance, Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps | ||
| BEST_CP, A Software to Estimate the Daily Charging Profile of Urban Public Transport Operated with Battery Electric Buses | Conti, Valentina, Corazza, Matteo, Orchi, Silvia, Valentini, Maria Pia | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps | ||
| Automatic deforestation driver attribution using deep learning on satellite imagery | Ramachandran, Neel, Irvin, Jeremy, Sheng, Hao, Johnson-Yu, Sonja, Story, Kyle, Rustowicz, Rose, Ng, Andrew Y., Austin, Kemen | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) | ||
| Barrier-Induced Rupture Front Disturbances during the 2023 Morocco Earthquake | Yagi, Yuji, Okuwaki, Ryo, Hirano, Shiro, Enescu, Bogdan, Chikamori, Masataro, Yamaguchi, Ryo | RADAR IMAGERY, Terrain Elevation, Digital Elevation/Terrain Model (DEM) | ||
| Assessing contemporary Arctic habitat availability for a woolly mammoth proxy | Poquerusse, Jessie, Brown, Casey Lance, Gaillard, Camille, Doughty, Chris, Dalen, Love, Gallagher, Austin J., Wooller, Matthew, Zimov, Nikita, Church, George M., Lamm, Ben, Hysolli, Eriona | Biomass, Forests, Grasslands, Alpine/Tundra, Vegetation Species, Land Use Classes, Terrain Elevation, Vegetation Cover | ||
| Assessing vertical accuracy and spatial coverage of ICESat-2 and GEDI spaceborne lidar for creating global terrain models | Pronk, Maarten, Eleveld, Marieke, Ledoux, Hugo | Plant Phenology, Canopy Characteristics, Vegetation Cover, Lidar, Topography, Vegetation Height, LIDAR WAVEFORM, Terrain Elevation | ||
| Assessment of atmospheric and surface energy budgets using observation-based data products | Mayer, Michael, Kato, Seiji, Bosilovich, Michael, Bechtold, Peter, Mayer, Johannes, Schroder, Marc, Behrangi, Ali, Wild, Martin, Kobayashi, Shinya, Li, Zhujun, LEcuyer, Tristan | Heat Flux, Air Temperature, Skin Temperature, Specific Humidity, Water Vapor, Precipitation Rate, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, Wind Speed, U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties, Albedo, Emissivity, Cloud Properties, Cloud Fraction, Cloud Optical Depth/Thickness, Skin Temperature, Sea Surface Skin Temperature, Heat Flux, Heat Flux, Heat Flux, Longwave Radiation, Shortwave Radiation, Water Vapor Tendency, Water Vapor Flux, Cloud Dynamics, Cloud Microphysics, Precipitation, Atmospheric Ozone |
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| Assessing Global Reservoir-Based Hydrological Droughts by Fusing Storage | Shah, Deep, Zhao, Gang, Li, Yao, Singh, Vijay P., Gao, Huilin | 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, Lakes/Reservoirs, Total Surface Water, Bed Elevation, WATER SURFACE HEIGHT | ||
| Assessing landslide damming susceptibility in Central Asia | Tacconi Stefanelli, Carlo, Frodella, William, Caleca, Francesco, Raimbekova, Zhanar, Umaraliev, Ruslan, Tofani, Veronica | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) | ||
| Assessing Landslide Susceptibility Using Machine Learning and Remote Sensing Data: A Case Study of Southeastern Constantine, Algeria | Matougui, Zakaria, Daksi, Mohamed Yacine, Dib, Mehdi | 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 | ||
| Assessing open-access digital elevation models for hydrological | Golin, Aile Selenne, Paez Campos, Hugo Ramiro, Guevara Ochoa, Cristian, Davila, Claudia Fernanda, Vives, Luis Sebastian | Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps | ||
| Assessing and mapping of soil organic carbon at multiple depths in the semi-arid Trans-Ural steppe zone | Azamat, Suleymanov, Ilgiz, Asylbaev, Ruslan, Suleymanov, Mirsayapov, Ramil, Ilyusya, Gabbasova, Tuktarova, Iren, Belan, Larisa | Stratigraphic Sequence, Digital Elevation/Terrain Model (DEM), Soil Depth, Sediments | ||
| Assessing canopy height measurements from ICESat-2 and GEDI orbiting LiDAR across six different biomes with G-LiHT LiDAR | Yu, Qiuyan, Ryan, Michael G, Ji, Wenjie, Prihodko, Lara, Anchang, Julius Y, Kahiu, Njoki, Nazir, Abid, Dai, Jingyu, Hanan, Niall P | Topography, Canopy Characteristics, Digital Elevation/Terrain Model (DEM), Lidar, LIDAR WAVEFORM | ||
| Climate change vulnerability assessment for adaptation planning in | Rani, Seema, Tiwari, Purushottam | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Snow Cover |