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 Human Dimensions Data
List of peer-reviewed publications that cite using Human Dimensions data.
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| Title | Year Sort ascending | Author | Topic | Dataset |
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| The impact of financial innovation, economic complexity, and green technologies on natural resource management in eu countries | Nur, Tugba, Topaloglu, Emre E., Balsalobre-Lorente, Daniel, Sahin, Serkan, Pilar, Ladislav, Ege, Ilhan | Conservation, Environmental Sustainability, Public Health | ||
| The impact of model retraining frequency on predictive performance in air pollution forecasting | Lazrak, Noussair, Ayub, Umair, Cromar, Kevin R., Keller, Christoph A., Malings, Carl, Knowland, K. Emma | Air Quality, Particulate Matter, PARTICULATE MATTER (PM 2.5) | ||
| Regional variations in emergency care vulnerability to summer heat | Yu, Wenhua, Xu, Rongbin, Huang, Wenzhong, Yang, Zhengyu, Ye, Tingting, Yu, Pei, Zhang, Yiwen, Wu, Yao, Wen, Bo, Liu, Yanming, Zhang, Yuxi, Zhang, Ying, Bi, Peng, Green, Donna, Jalaludin, Bin, Hu, Wenbiao, Hales, Simon, Lavigne, Eric, Saldiva, Paulo, Coelho, Micheline, Guo, Yue Leon, Phung, Dung, Capon, Anthony, Arblaster, Julie, Zhou, Shuang, Xu, Zhihu, Li, Zhaoyuan, Li, Shanshan, Guo, Yuming | Population Density, Poverty Levels, Environmental Health Factors, Population Distribution, Sustainability | ||
| 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 |
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| Predicting environmental suitability and future spread range of | Li, Jinyang, Lee, Ming-Chieh, Jiang, Ai-Ling, Yan, Guiyun, Hsu, Kuolin | Population Estimates, Socioeconomics | ||
| Quantifying urban and landfill methane emissions in the United States using TROPOMI satellite data | Wang, Xiaolin, Jacob, Daniel J., Nesser, Hannah, Balasus, Nicholas, Estrada, Lucas A., Sulprizio, Melissa P., Cusworth, Daniel H., Scarpelli, Tia R., Chen, Zichong, East, James D., Varon, Daniel J. | Atmospheric Carbon Dioxide, Petroleum Production/Use, Industrial Emissions, Fossil Fuel Burning, Emissions, Transportation, Population Size | ||
| Random Forests for Wildfire Insurance Applications | Bairakdar, Roba, Boudreault, Mathieu, Mailhot, Melina | Population Density | ||
| Observed Riverine Flood Severity in India | Kuntla, Sai Kiran, Saharia, Manabendra | Population Size, Lakes/Reservoirs, Land Use/Land Cover | ||
| The mental health toll of heat stress in India | Fritz, Manuela | 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, 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) |
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| The Record-Breaking Godzilla Dust Event: Triple Pathways and Divergent | Qin, Shan, Wang, Wencai, Zhu, Qingzhe, Li, Yundan, Dong, Libin | 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), Fluorescence, Aquatic Ecosystems, Solar Induced Fluorescence, Phytoplankton | ||
| The relationships between extreme winter North Atlantic extratropical cyclone hazards and modes of seasonal climate variability | Maycock, Amanda C., McKenna, Christine M., Priestley, Matthew D. K., Perez, Jacob, Li, Zhuo, Lockwood, Julia F. | Population Density | ||
| The linkage between microbial community dynamics and urbanization age | Jia, Yinghui, Wu, Jun, Shi, Xun, Tao, Jia, Mason, Christopher E., Moudon, Anne Vernez, Wu, Zhiqiang, Ye, Yu, Cai, Yuxi, Sun, Wenyao, Shi, Tieliu, Wang, Lan | Population Size | ||
| A GIS-based land evaluation for the greenbelt planning to manage the settlement sprawl and wildfire effects | Madanian, Sharareh | Land Surface Temperature, Natural Hazards, Infrastructure, Sustainability, Land Use/Land Cover | ||
| A novel multistep framework for PM2. 5 concentration assessment using probabilistic and spatial methods | Batool Awan, Wajiha, Manaf, Marwa, Ali, Zulfiqar | 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 10), PARTICULATE MATTER (PM 1.0) | ||
| A survival guide for assessing global fire risks to natural and human systems | Steinmann, Carmen B., Koh, Jonathan, Scholten, Rebecca C., Bresch, David N., Hantson, Stijn | Fire Ecology, Fire Occurrence, Burned Area, Biomass Burning, Wildfires | ||
| Forest aboveground biomass in the southwestern US from MISR and GEDI: | Chopping, Mark J., Wang, Zhuosen, Schaaf, Crystal B., Bull, Michael | Terrestrial Ecosystems, LIDAR WAVEFORM, Biomass, Canopy Characteristics, Vegetation Cover, Droughts, Land Use/Land Cover, Litter Characteristics, Forests, Carbon |
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| From disagreement to consistency: Evaluating and fusing multi-source land cover products for reliable mapping in mountainous Southwest China | Li, Wenqing, Li, Jin, Wu, Fengwen, Zhang, Zhiming, Chen, Jiahui | Land Use/Land Cover, Anthropogenic/Human Influenced Ecosystems, Sustainability | ||
| Global daily CO2 emissions from 1970 to 2024 | Li, Tao, Wang, Lixing, Qiu, Zihan, Ciais, Philippe, Davis, Steven J., Deng, Zhu, Zhao, Yufei, Peters, Glen P., Ke, Piyu, Jones, Matthew W., Andrew, Robbie M., Hao, Ye, Sun, Taochun, Huang, Xiaoting, Jackson, Robert B., Friedlingstein, Pierre, Lu, Chenxi, Cui, Duo, Liu, Zhu | Population Density, Population Size, Urbanization/Urban Sprawl | ||
| Global NO2 changes between 2019 and 2024 as observed by TROPOMI in urban areas and emerging hotspots | Huber, Daniel E., Kerr, Gaige H., Nawaz, M. Omar, Runkel, Sara, Anenberg, Susan C., Goldberg, Daniel L. | Air Quality, Cloud-screened Troposheric Column No2, Population Density |
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| Fire severity and carbon combustion from tussock tundra fires in Southwest Alaska | Diaz, Lucas R, Saperstein, Lisa B, van Gerrevink, Max J, Wangchuk, Sonam, Hessilt, Thomas D, Janssen, Thomas A J, Scholten, Rebecca C, Delcourt, Clement J F, Veraverbeke, Sander | Vegetation Cover, Forests, Biomass Burning, Surface Temperature, Precipitation Amount, Fire Dynamics, Fire Occurrence, Carbon, Burned Area, Biomass, Soil Moisture/Water Content, Topographic Effects | ||
| Fire-driven formaldehyde enhancement and population health burden revealed by TROPOMI in the contiguous U.S. | Shen, Jiaqi, Kaiser, Jennifer, Jin, Xiaomeng | Population Size | ||
| Estimating the societal value of airport slots | Adler, Nicole, Andreana, Gianmarco, De Jong, Gerben | Population Size | ||
| Evaluation of UKESM aerosol size and composition using ATom measurements | He, Xu-Cheng, Abraham, Nathan Luke, Ding, Han, Russo, Maria R., Grosvenor, Daniel P., Ge, Yao, Wang, Xuemei, Jones, Anthony C., Campuzano-Jost, Pedro, Nault, Benjamin, Kupc, Agnieszka, Blake, Donald, Jimenez, Jose L., Williamson, Christina J., Weber, James, Archibald, Alexander T., Gordon, Hamish | Biomass Burning, Halocarbons And Halogens, Trace Gases/Trace Species, Sulfur Compounds, Air Quality, Atmospheric Carbon Monoxide, Atmospheric Ozone, Non-methane Hydrocarbons/Volatile Organic Compounds, Fossil Fuel Burning, Industrial Emissions, Atmospheric Carbon Dioxide, Carbonaceous Aerosols, Sea Salt, Aerosol Particle Properties, Aerosols, Aerosol Size Distribution, Black Carbon | ||
| Ensemble optical flow algorithms for intra-day solar irradiance forecasting with Fengyun-4A | Zhang, Xiaomi, Yang, Dazhi, Zhang, Hao, Huang, Chunlin, Chen, Yun, Shen, Yanbo, Liu, Bai, Shi, Hongrong, Li, Mengying, Xia, Xiangao, Shuai, Yong | 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) | ||
| Estimation of distribution of vegetation fire zones in the Russian Far East | Zubareva, . ., Glagolev, V. A. | Burned Area, Fire Dynamics, Fire Occurrence |