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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| Projection for Ecological Carrying Capacity Based on the Interpretable CAXO Model: The Case of China | Tang, Xiaoyan, Liu, Funan, Feng, Jingyu | Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), RADAR IMAGERY, Terrain Elevation, Digital Elevation/Terrain Model (DEM) | ||
| Quantifying the ratio of nonSynoptically forced precipitation events over CONUS using the quasigeostrophic omega equation | Gyawali, Nabindra, Rose, Brian E. J., Ferguson, Craig R. | Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Atmospheric Ozone, Sea Level Pressure, Surface Pressure, U/V Wind Components, U/V Wind Components, Potential Vorticity, Vertical Wind Velocity/Speed, Vertical Profiles, Upper Air Temperature, Air Temperature, Relative Humidity, Specific Humidity, Atmospheric Water Vapor, Cloud Liquid Water/Ice, Altitude, Geopotential Height, Ozone Profiles, Heat Flux, Skin Temperature, Water Vapor, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, Wind Speed, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Carbon Monoxide, Tropopause, Methane, Outgoing Longwave Radiation, Humidity, Total Precipitable Water, Water Vapor Profiles, Cloud Droplet Concentration/Size, Cloud Optical Depth/Thickness, Cloud Height, Cloud Top Pressure, Cloud Top Temperature, Cloud Vertical Distribution, Cloud Types, Emissivity, Skin Temperature, Sea Surface Temperature |
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| Quantitative Assessment of Cloud-Penetration Capability for Spaceborne Photon-Counting Lidar in Surface Observations | Liu, Xinyuan, Zheng, Huiying, Zhang, Zhiyu, Yang, Jian, Zhao, Pufan, Li, Song, Ma, Yue, Wu, Songhua | Lidar Backscatter, Terrain Elevation | ||
| Reconstructing particle number size distributions via aerosol historyinformed multiple deep learning models | Cheng, Yuhan, Xu, Xiaoyu, Wang, Liwen, Huang, Yuanlong, Chen, Hui, Wei, Xing, Rahaman, Saidur, Cai, Dongmei, Qi, Bing, Chen, Ying, Shen, Chaopeng, Wang, Minghuai, Zhang, Yuzhong, Gong, Xianda | Geopotential Height, Altitude, Surface Temperature, Skin Temperature, Upper Air Temperature, Dew Point Temperature, Air Temperature, Cloud Top Temperature, Atmospheric Winds, Surface Winds, U/V Wind Components, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, Dust/Ash/Smoke, Carbonaceous Aerosols, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Dimethyl Sulfide, Aerosol Particle Properties, Particulate Matter, Aerosols, Pressure Thickness, Relative Humidity, Sea Salt, Black Carbon, Air Mass/Density, Heat Flux, Water Vapor, Precipitation Rate, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, Wind Speed, 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, Ozone Profiles, Atmospheric Carbon Monoxide, Tropospheric Ozone, Carbon Monoxide, Emissions, UV Aerosol Index, Gas/Aerosol Composition, Aerosol Extinction, Deposition |
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| Recordbreaking easterly dust transport from North Africa to the Arctic: An observational study | Chen, Yinzhan, Xie, Hailing, Feng, Sijia, Liu, Xichuan, Zhao, Chuanfeng, Liu, Lang, Li, Shulei, Liu, Lei | 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, Aerosols, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 1.0), PARTICULATE MATTER (PM 10), Emissions, UV Aerosol Index, Gas/Aerosol Composition, Deposition |
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| Remote sensing and the new global river science | Feng, Dongmei, Yang, Xiao, Pavelsky, Tamlin M., Allen, George H., Bates, Paul, Gleason, Colin J., Gardner, John, Lehner, Bernhard, Wang, Jida, Cooley, Sarah, Tarpanelli, Angelica, Battin, Tom, Yamazaki, Dai, Durand, Michael, Raymond, Peter, Boothroyd, Richard, Lin, Peirong, Andreadis, Konstantinos M. | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps | ||
| Coastal nutrient retrieval using multi-dimensional synergistic MSI/OLCI data with a group-specific feature fusion neural network | Huang, Kai, Fan, Jianchao, Ma, Yujuan | 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 | ||
| Water availability shapes temporal patterns of extrafloral nectar secretion and ant visitation to a Neotropical legume | Melati, B., Souza, C., Nogueira, A., Leal, L. C. | 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, Ground Water, Tropopause, 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, Water Vapor Profiles, Cloud Liquid Water/Ice, Outgoing Longwave Radiation, Methane, Atmospheric Ozone, Skin Temperature, Specific Humidity, 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 |
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| Analysis of long-term dynamic changes of subglacial lakes in the Recovery Ice Stream, Antarctica | Feng, Tiantian, Dong, Hui, Chen, Yangyang, Hao, Tong | Bathymetry, Bed Elevation, Firn Air Content, Glacier/Ice Sheet Thickness, Terrain Elevation, Glacier Elevation/Ice Sheet Elevation, Glacier Elevation/Ice Sheet Elevation, Ice Roughness, Glacier Elevation/Ice Sheet Elevation, Glacier Topography/Ice Sheet Topography, Ice Sheets, Reflectance | ||
| Anthropogenic impacts on aggrevating fluvial hazards: a Case of nagavali river basin, india | Bandyopadhyay, Shreya, Goswami, Suparna, Ghosh, Parthasarathi, Sen, Subhajit, De, Sunil Kumar | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) | ||
| Arctic and Boreal Wildfires Impact Climate by Releasing Ancient Carbon and Light-Absorbing Particles | Ruppel, Meri. M., Somero, Markus, Sippula, Olli, Ihalainen, Mika, Louhisalmi, Juho, Tissari, Jarkko, Haghipour, Negar, Strom, Johan, Valiranta, Minna, Koster, Kajar, Vakkari, Ville, Jaars, Kerneels, Huang, Lin, Smittenberg, Rienk H. | Vegetation Cover, Forests, Biomass Burning, Surface Temperature, Precipitation Amount, Fire Dynamics, Fire Occurrence, Carbon, Burned Area, Biomass, Soil Moisture/Water Content, Topographic Effects | ||
| Assessing Debris-Flow Susceptibility at Local and Global Scales: A | Nienkotter, Andreas, Bian, Ang, Di, Baofeng, Li, Jierui, Deng, Tian | Precipitation, Precipitation Amount, Precipitation Rate, Snow, Rain, Vegetation Water Content, Soil Moisture/Water Content, Skin Temperature, Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps, Plant Phenology, Vegetation Index, Plant Phenological Changes, Enhanced Vegetation Index (EVI) |
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| Accuracy evaluation of multi-rotor UAV gravity data | Li, Haonan, Liu, Ziwei, Xiao, Chi, Zhou, Hao, Chu, Ning, Yang, Shuhuai, Wu, Xingtao | Terrain Elevation, Digital Elevation/Terrain Model (DEM), Topographical Relief Maps | ||
| Active and passive co-observations from a spaceborne lidar: Retrieving | Yang, Jian, Zheng, Huiying, Ma, Yue, Liu, Xinyuan, Li, Song, Wang, Xiao Hua, Gong, Wei | Terrain Elevation, Lidar Backscatter | ||
| Air Pollution and Intimate Partner Violence in India | Kishore, Siddharth, Tsaneva, Magda, Balakrishnan, Uttara | Aerosols, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 1.0), PARTICULATE MATTER (PM 10), 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 | ||
| A Hybrid Physics-Guided Machine Learning for Soil Moisture Monitoring and Drought Assessment From CYGNSS in Complex Terrain | Rhadiouini, Charafa El, Jin, Shuanggen, Yeboah, Emmanuel, Sarfo, Isaac, Okrah, Abraham | 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, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Brightness Temperature, Surface Soil Moisture, Radar Cross-Section, Radar Reflectivity |
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| A model of water extraction from the subglacial hydrologic system under idealized conditions | Meyer, Colin R., Warburton, Katarzyna L. P., Sommers, Aleah N., Minchew, Brent M. | Ice Velocity, Bathymetry, Bed Elevation, Firn Air Content, Glacier/Ice Sheet Thickness, Terrain Elevation | ||
| A new paradigm for understanding Earths marine ice sheets | Sergienko, Olga, Haseloff, Marianne, Robel, Alexander, Wingham, Duncan | Bathymetry, Bed Elevation, Firn Air Content, Glacier/Ice Sheet Thickness, Terrain Elevation | ||
| A Novel Deep Learning Framework combining optical-SAR Data to Generate Gap-Free 20 M LAI Time Series for Crop Monitoring | Li, Juan, Ienco, Dino, Gaetano, Raffaele, Ciotola, Matteo, Mateo-Herrera, Blanca, Xiao, Zhiqiang, Weiss, Marie | Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps | ||
| A 1-km resolution dataset of affordability-constrained accessibility to elderly care facilities in China | Wang, Xiao, Xu, Quanli, Wang, Yu, Wu, Fengzhi | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| A comprehensive database of thawing permafrost locations across Alaska: version 2.0. 0 | Webb, Hailey, Pierce, Ethan, Abbott, Benjamin W., Bowden, William B., Chen, Yaping, Chen, Yating, Douglas, Thomas A., Eklof, Joel F., Euskirchen, Eugenie S., Langer, Moritz, Myers-Smith, Isla H., Overeem, Irina, Strauss, Jens, Walter Anthony, Katey, Wang, Kang, Whitley, Matthew A., Turetsky, Merritt R. | Permafrost, Vegetation Cover, Digital Elevation/Terrain Model (DEM), Permafrost | ||
| A density-adaptive denoising method for ICESat-2 photon-counting data | Danyang, Cao, Xiaoya, Liu, Ying, Yang, Ling, Sun | Terrain Elevation | ||
| A giant Early Holocene tsunamigenic rock-ice avalanche in South | Pedersen, L.L., Svennevig, K., Morino, C., Sndergaard, A.S., Pearce, C., Perez, L.F., Damsgaard, A., Olsen, J., Knudsen, M.F., Noblet, A., Larsen, N.K. | Bathymetry, Bed Elevation, Glacier/Ice Sheet Thickness, Terrain Elevation | ||
| Spatial suitability for green hydrogen and derivatives: A GIS-AHP | Cardenas, Andres I., Rojas-Araya, Josefa, Pottstock-Hurtubia, Angela, Valderrama, Alvaro, Ibarra, Marcelo, Guinez, Paulo, Saez, Javiera, Diaz-Romero, Manuel, Diaz-Alvarado, Felipe | RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) | ||
| Spatiotemporal analysis of cutaneous and visceral leishmaniasis in | de Oliveira, Anderson, Galati, Eunice Aparecida Bianchi, Ovallos, Fredy Galvis, Casanova, Claudio, Altieri, Silvia Silva de Oliveira, Neto, Francisco Chiaravalloti | Terrain Elevation, RADAR IMAGERY, Topographical Relief Maps |