Event-based Serverless Environmental Modeling on the Cloud: A Pedagogical Guide and River Case Study
2025
Tom, Manu, David, Cedric H., Marlis, Kevin M., Zimdars, Paul A., Bonassies, Quentin, Wade, Jeffrey, Cerbelaud, Arnaud, Bonnema, Matthew, Pavelsky, Tamlin, Huang, Thomas
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
Exploring the environmental drivers of human blastomycosis cases in the midwestern United States
2025
Kaufeld, Kimberly A, Greene, Andrew D, Hepler, Staci A, Kline, David M, Ireland, Malia J, Gibbons-Burgener, Suzanne, Toda, Mitsuru, Williams, Samantha L, Gorris, Morgan E
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
Evapotranspiration partitioning over the Tibetan plateau: Spatial-seasonal patterns and possible controls
2025
Guo, Xiaoyu, Tian, Lide, Wang, Lei, Zhang, Lin, Wang, YuanWei, Li, Yao, Zhao, Wanglin
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
Climate change risk assessment for adaptation planning in Indian agriculture
2025
Rao, C. A. R., Raju, B. M. K., Islam, A., Rao, AVMS, Rao, K. V., Gajjala, R. C., Ramaraju, N. K., Matyam, P., Kotha, S. R., Bhaskar, S., Chaudhari, S. K., Singh, V. K., Srinivas, K., Rao, M. S., Samuel, J., Sambasiva, G., Swapna, N.
Soil Moisture/Water Content , Soil Water Holding Capacity
Climatic, socioeconomic, and migratory factors on the epidemiological dynamics of cutaneous leishmaniasis in Colombia, 20072021
2025
Tapias Rivera, Johanna, Martinez-Vega, Ruth, Quintero-Garcia, Wendy Lorena, Torres-Martinez, Dayana Sofia, Monroy-Diaz, Angela Liliana, Sanchez-Corrales, Lusayda, Gutierrez-Torres, Juan David
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
Climatological Characteristics of the Atmospheric Water Cycle in the
2025
Chen, Yue, Duan, Chunfeng, Lu, Yanyu, Yang, Xianke, Hu, Bo
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
Climatology and Trends of Dust Emission in the Kavir Desert, Iran
2025
Alizadeh, Omid, Ahmadi, Ramin, Sauter, Tobias
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) , Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content , Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content , Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation , Snow/Ice , Snow Depth , Snow Melt , Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) , Emissions, UV Aerosol Index , Gas/Aerosol Composition, Deposition, Surface Temperature , Skin Temperature, Upper Air Temperature, Air Temperature, Atmospheric Winds , Surface Winds , U/V Wind Components, Atmospheric Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Altitude, Boundary Layer Winds
MERRA-2 tavgM_2d_aer_Nx: 2d,Monthly mean,Time-averaged,Single-Level,Assimilation,Aerosol Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXAER) at GES DISC MERRA-2 tavgM_2d_lnd_Nx: 2d,Monthly mean,Time-Averaged,Single-Level,Assimilation,Land Surface Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXLND) at GES DISC MERRA-2 tavgM_2d_adg_Nx: 2d,Monthly mean,Time-averaged,Single-Level,Assimilation,Aerosol Diagnostics (extended) 0.625 x 0.5 degree V5.12.4 (M2TMNXADG) at GES DISC MERRA-2 instM_2d_asm_Nx: 2d,Monthly mean,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2IMNXASM) at GES DISC
Closing Africa's water balance budget: Assessing the suitability of
2025
Wang, Jielong, Awange, Joseph, Shen, Yunzhong, Tabatabaeiasl, Maryam, Song, Yongze
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
Physiology dominates over phenology in influencing variation and trends of forest transpiration
2025
Cui, Zilong, Zhang, Yuan, Wang, Anzhi, Fei, Wenli, Shen, Lidu, Wu, Jiabing
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 , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Plausibility Criteria for GRACE-Derived Groundwater Storage Changes From
2025
Arifin, A., Shamsudduha, M., Ramdhan, A. M., Rateb, A., Scanlon, B. R., Setiawan, T., Iman, M. I., Husna, A., Taylor, R. G.
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 , Terrestrial Water Storage, Ground Water , Glacier Mass Balance/Ice Sheet Mass Balance
Planform Change and Its Delayed Response to Discharge in an Active Braided River Reach: Majuli Island Reach of the Brahmaputra River
2025
Xue, Qiange, He, Li, Tang, Qiuhong, Xu, Ximeng, Chen, Dong, Wright, Nigel G., Islam, G. M. Tarekul, Baniya, Binod, Islam, A. K. M. Saiful, Chowdhury, Ahmed Ishtiaque Amin, Tang, Yaoying
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
Plant biodiversity and drought resilience: Insights from a resilience model study in North America
2025
Yu'an, Wang
Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Evaporation, Evapotranspiration , Rain , Snow, Canopy Characteristics, Leaf Characteristics, Vegetation Cover, Soil Moisture/Water Content , Soil Temperature, Albedo , Land Surface Temperature , Snow Water Equivalent , Runoff
Over 60% precipitation transformed into terrestrial water storage in global river basins from 2002 to 2021
2025
Zhong, Yulong, Tian, Baoming, Kim, Hyunglok, Yuan, Xing, Liu, Xinyue, Zhu, Enda, Wu, Yunlong, Wang, Lunche, Wang, Lizhe
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 , Terrestrial Water Storage, Ground Water , Glacier Mass Balance/Ice Sheet Mass Balance , Precipitation , Precipitation Amount, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
Overestimated Carbon Uptake Stability Due to Inadequate Vegetation Dynamics in Ecosystem Models
2025
Gui, Hanliang, Zhou, Xuewen, Li, Zixuan, Xin, Qinchuan
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 , Primary Production, Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Gross Primary Production (gpp), Reflectance
Permafrost Dynamics Observatory: 3. Remote Sensing Big Data for the
2025
Wig, Elizabeth, Schaefer, Kevin, Michaelides, Roger, Chen, Richard, Clayton, Leah K., Fager, Brittany, Huang, Lingcao, Parsekian, Andrew D., Zebker, Howard, Zhang, Yingtong, Zhao, Yuhuan
Active Layer, Permafrost , Soil Moisture/Water Content , Permafrost , PERMAFROST MELT
Permafrost, Peatland, and Cropland Regions Are Key to Reconciling North
2025
Foster, Kelsey T., Sun, Wu, Merder, Julian, Hararuk, Oleksandra, Kurz, Werner A., Malhotra, Avni, Metsaranta, Juha, Nesdoly, Andrea, Sinha, Eva, BondLamberty, Ben, Huntzinger, Deborah, Natali, Susan M., Schwalm, Christopher, Michalak, Anna M.
Precipitation Amount, Alpine/Tundra, Biomass, Forests, Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Vegetation Cover, Permafrost , NET ECOSYSTEM CO2 EXCHANGE (NEE), Soil Depth, Soil Moisture/Water Content , Soil Respiration, Gross Primary Production (gpp), Snow Depth , Atmospheric Carbon Dioxide, Surface Temperature , Land Use/Land Cover Classification , Land Use Classes, Albedo
Passive Microwave Imagers, Their Applications, and Benefits: A Review
2025
Rouzegari, Nazak, Bolboli Zadeh, Mohammad, Jimenez Arellano, Claudia, Afzali Gorooh, Vesta, Nguyen, Phu, Meng, Huan, Ferraro, Ralph R., Kalluri, Satya, Sorooshian, Soroosh, Hsu, Kuolin
Skin Temperature, Soil Moisture/Water Content , Vegetation Water Content
Predicting Freeze-Thaw States in Alaska Permafrost Landscapes using
2025
Ahajjam, A., Soaper, M., Chance, R., Chandler, J., Pasch, T.
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, Geopotential Height, Altitude, Surface Temperature , Upper Air Temperature, Dew Point Temperature, Cloud Top Temperature, Atmospheric Winds , Surface Winds , Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content , Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content , Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation , Snow Depth , Snow Melt , Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) , Brightness Temperature, Transition Direction
MERRA-2 tavg1_2d_flx_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXFLX) at GES DISC MERRA-2 tavg1_2d_rad_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Radiation Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXRAD) at GES DISC MERRA-2 tavg1_2d_slv_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Single-Level Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXSLV) at GES DISC MERRA-2 tavg1_2d_lnd_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Land Surface Diagnostics 0.625 x 0.5 degree V5.12.4 (M2T1NXLND) at GES DISC SMAP L1C Radiometer Half-Orbit 36 km EASE-Grid Brightness Temperatures V006 SMAP L3 Radiometer Global and Northern Hemisphere Daily 36 km EASE-Grid Freeze/Thaw State V004
Multi-Day Extreme Precipitation Caused Major Floods in India During
2025
Chuphal, Dipesh Singh, Malik, Iqura, Singh, Rajesh, Vangala, Gayathri, Niranjannaik, M., Vegad, Urmin, Dilip K, Nandana, Mukhopadhyay, Parthasarathi, Selvan, J. P., Kapadia, Vivek, Mishra, Vimal
Vegetation Water Content, Soil Moisture/Water Content , Skin Temperature, Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain
Multi-layer grid-scale soil moisture estimation using spatiotemporal deep learning methods with physical constraints
2025
Zhang, Tuantuan, Liang, Zhongmin, Zhou, Jianhong, Shao, Quanxi, Sarukkalige, Ranjan, Lu, Haishen, Zhang, Jiangjiang, Bi, Chenglin, Wang, Jun, Hu, Yiming, Li, Binquan
Brightness Temperature, Surface Soil Moisture
Multiscale analysis of existing actual evapotranspiration products over
2025
Etchanchu, Jordi, Demarty, Jerome, Dezetter, Alain, Farhani, Nesrine, Thiam, Pape Biteye, Allies, Aubin, Bodian, Ansoumana, Boulet, Gilles, Chahinian, Nanee, Diop, Lamine, Mainassara, Ibrahim, Ndiaye, Pape Malick, Ollivier, Chloe, Olioso, Albert, Roupsard, Olivier
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 , Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content , Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation , Snow/Ice , Snow Depth , Snow Melt , Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) , Land Use/Land Cover Classification
Optimizing snow property forecasts over the tibetan plateau through
2025
Ren, Jing, Huang, Chunlin, Hou, Jinliang, Zhang, Ying, Yang, Ling
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
Multi-source evaluation of a non-stationary drought index informed by climatic teleconnections across the Murray-Darling Basin, Australia
2025
Rezaie-Balf, Mohammad, Chua, Lloyd H.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
Multi-Physics Data Assimilation Framework for Remotely Sensed Snowpacks
2025
Shrestha, Prabhakar, Barros, Ana P.
Snow Density, Snow Depth , Snow Grain Size, Snow/Ice Temperature, Snow Stratigraphy, Snow Water Equivalent , Atmospheric Pressure, Atmospheric Temperature , Longwave Radiation, Relative Humidity, Shortwave Radiation, Soil Moisture/Water Content , Soil Temperature, Wind Direction, Wind Speed , Reflectance , Specific Surface Area
Multi-Scale domain adaptation for high-resolution soil moisture
2025
Zhu, Liujun, Cai, Qi, Jin, Junliang, Yuan, Shanshui, Shen, Xiaoji, Walker, Jeffrey P.
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Soil Temperature, Soil Moisture/Water Content