Spatial prediction of InSAR-derived hillslope velocities via deep learning
2025
He, Jun, Tanyas, Hakan, Dahal, Ashok, Huang, Da, Lombardo, Luigi
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
Spatiotemporal analysis of sea ice in the Weddell Sea of Antarctic based
2025
Ding, Y. R., Liu, X., Dai, X. F., Yang, Y., Yin, G. Y., Sun, H. P., Guo, J. Y.
Brightness Temperature, Sea Ice Concentration, Snow Cover , Sea Ice Motion , Snow Depth
Satellite-based assessment of Phenological Informatics and associated drivers over a biodiversity hotspot in the North Eastern Region of India
2025
Bhuyan, Mallika, Jeganathan, C., Pujar, Girish S.
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Emissivity
Substantial short-term increases in brown macroalgal cover and total macroalgal biomass with decreased sea ice on the Western Antarctic Peninsula
2025
Amsler, CD, Amsler, MO, Klein, AG, McClintock, JB, Iken, K, Galloway, AWE
Brightness Temperature, Sea Ice Concentration, Sea Ice Motion , Snow Depth
Space-time explainable modelling of regional hillslope deformation, an
2025
He, Jun, Tanyas, Hakan, Huang, Da, Lombardo, Luigi
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
Snow depth measurements from Arctic tundra and boreal forest collected during NASA SnowEx Alaska campaign
2025
Stuefer, Svetlana L., Hale, Katherine, May, Lora D., Mason, Megan, Vuyovich, Carrie, Marshall, Hans-Peter, Vas, Dragos, Elder, Kelly
Digital Elevation/Terrain Model (DEM) , Snow Depth , Vegetation Height, WETNESS, Forest Composition/Vegetation Structure, Liquid Water Content, Snow Density, Snow Depth , Snow Grain Size, Snow/Ice Temperature, Snow Stratigraphy, Snow Water Equivalent
Spatial disaggregation of coarse-scaled gridded rainfall data using open-source earth observation in a semi-arid region for water resources management
2025
Karan, Kunal, Singh, Dharmaveer, Laskar, Amzad Hussain, Noble, Jacob, Kumar, Nikhil, Chatterjee, Debrupa, Wilson, John P.
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
Resilience assessment of an urban rail transit network under natural
2025
Chen, Jinqu, Liu, Xiaowei, Hu, Xinyue, Du, Bo, Yin, Yong
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) , Wind Dynamics, Wind Direction Tendency, Wind Speed Tendency, Wind Direction Tendency, Wind Speed Tendency, Precipitation Amount, Precipitation Rate , Snow, Rain
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 MERRA-2 tavgU_3d_udt_Np: 3d,diurnal,Time-Averaged,Pressure-Level,Assimilation,Wind Tendencies 0.625 x 0.5 degree V5.12.4 (M2TUNPUDT) at GES DISC GPM IMERG Final Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V07 (GPM_3IMERGHH) at GES DISC GPM IMERG Late Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V07 (GPM_3IMERGHHL) at GES DISC GPM IMERG Final Precipitation L3 1 month 0.1 degree x 0.1 degree V07 (GPM_3IMERGM) at GES DISC
Role of ocean and climate in terrestrial ecosystems
2025
Behera, Swadhin K., Varghese, Roma, Ratnam, J.V., Doi, Takeshi, Behera, Mukunda Dev
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
The Negative ElevationDependent Pattern of NonGrowing Season CO2 Loss From Alpine Frozen Ground
2025
Deng, Zhaoheng, Fan, Jiabin, Wei, Da, Qi, Yahui, Tao, Jing, Wang, Zhuangzhuang, Hua, Liqin, Wang, Xiaodan
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
Vapor pressure deficit governs oasis cooling efficiency and drought intensified water-heat tradeoffs in arid regions
2025
Hao, Xingming, Sun, Fan, Zhang, Jingjing, Ci, Mengtao, Li, Yupeng, Fan, Xue, Liang, Qixiang, Li, Xuewei
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
Warming-independent shortened snow cover duration enhances vegetation greening across northern permafrost region
2025
Chen, Ning, Wang, Xianwei, Yuan, Fenghui, Song, Yanyu, Sun, Li, Zuo, Yunjiang, Wang, Nannan, Yu, Dapao, Zhou, Li, Xu, Xiaofeng, Song, Changchun, Wang, Qingwei
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)
Streamflow estimation in the Indus River Basin using a water balance framework and artificial neural networks with satellite- and model-derived global hydro-climatic data sources
2025
Sattar, Hira, Kinouchi, Tsuyoshi
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)
Tundra recovery post-fire in the YukonKuskokwim Delta, Alaska
2025
Clayton, Leah K, Schaefer, Kevin, Hoy, Elizabeth E, Elder, Clayton D, French, Nancy H F, Frost, Gerald V, Wig, Elizabeth, Lee, Xuhui
Soil Depth, Active Layer, Soil Moisture/Water Content , RIVER/LAKE ICE BREAKUP, River Ice Depth/Extent, Plant Phenological Changes, Snow Depth , Range Changes, Vegetation Species, Rural Areas, Conservation , Vulnerable Populations, Use/Feeding Habitats, Active Layer, Permafrost , Permafrost , PERMAFROST MELT
Visitor Dynamics under Disturbance: Exploring the Interplay of Air Quality, Wildfires, and US National Park Visitation Patterns
2025
Yu, Hong-Wen, Liu, Wan-Yu
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
Vegetation structure and phenology primarily shape the spatiotemporal pattern of ecosystem respiration
2025
Zhao, Cenliang, Zhu, Wenquan
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 Surface Temperature , Emissivity, Leaf Characteristics, Photosynthetically Active Radiation , Reflectance , Anisotropy
Transient modeling and control strategies for WT-PV integrated hydrogen production system
2025
Zhang, Xiyuan, Wang, Bowen, Zhang, Fan, Wu, Kangcheng, Li, Ye, Li, Bin, Jiao, Kui
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)
using spaceborne lidar for snow depth retrievals: recent findings and utility for hydrologic applications
2025
Fair, Zachary, Vuyovich, Carrie, Neumann, Thomas, Pflug, Justin, Shean, David, Enderlin, Ellyn M., Zikan, Karina, Besso, Hannah, Lundquist, Jessica, Deschamps-Berger, Cesar, Treichler, Desiree
Snow Water Equivalent , Digital Elevation/Terrain Model (DEM) , Snow Depth , Vegetation Height, VISIBLE IMAGERY
Uttarakhand: A Hotspot for Extreme Events?
2025
Sundriyal, Yaspal, Kaushik, Sameeksha, Kumar, Vipin, Dimri, A.P., Chauhan, Neha, Kumar, Sandeep, Rana, Naresh
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
The thermal conductivity of vegetation ground covers in permafrost areas
2025
Ozeritskiy, Konstantin, Hayley, Jocelyn L
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
Tracking Hurricane-Induced Water Storage Changes Using GRACE and
2025
Li, Haosi, Yi, Shuang, Tang, He
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) , Surface Pressure, Heat Flux, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain, Precipitation Rate , Snow, Land Surface Temperature , Snow Water Equivalent , Runoff , Canopy Characteristics, Leaf Characteristics, Vegetation Cover, Albedo , Gravity
Triggers of the Record-Breaking 2023 Canadian Wildfires: Extreme Heat
2025
Wu, Dongyou, Zhang, Jinxia, Niu, Xiaoying, Shi, Rui, Wang, Xiaofan, Liu, Jun, Wen, Hui, Zhou, Yue, Pu, Wei, Zhang, Baoqing, Zhang, Daizhou, Wang, Xin
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 , Air Temperature, Specific Humidity, Wind Speed , Snow Cover , Snow Depth , 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), Geopotential Height, Atmospheric Ozone, Sea Level Pressure, Upper Air Temperature, Vertical Profiles, U/V Wind Components, U/V Wind Components, Ozone Profiles, Skin Temperature, Atmospheric Winds , Atmospheric Pressure, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Oxygen Compounds, Altitude, Boundary Layer Winds, Aerosol Backscatter, Aerosol Radiance, Cloud Condensation Nuclei, Nitrate Particles, Trace Gases/Trace Species , Atmospheric Emitted Radiation, Emissivity, Optical Depth/Thickness, Radiative Flux, Reflectance , Transmittance, Atmospheric Stability, Water Vapor Profiles, Cloud Condensation Nuclei, Cloud Droplet Concentration/Size, 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
GLDAS Noah Land Surface Model L4 monthly 0.25 x 0.25 degree V2.1 (GLDAS_NOAH025_M) at GES DISC FLDAS Noah Land Surface Model L4 Global Monthly 0.1 x 0.1 degree (MERRA-2 and CHIRPS) V001 (FLDAS_NOAH01_C_GL_M) at GES DISC 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 instM_3d_ana_Np: 3d,Monthly mean,Instantaneous,Pressure-Level,Analysis,Analyzed Meteorological Fields 0.625 x 0.5 degree V5.12.4 (M2IMNPANA) 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 MODIS/Aqua Aerosol Cloud Water Vapor Ozone Daily L3 Global 1Deg CMG GLDAS Noah Land Surface Model L4 monthly 0.25 x 0.25 degree V2.0 (GLDAS_NOAH025_M) at GES DISC
Enhancing assimilated soil moisture prediction from environmental data using advanced machine learning
2025
Arshad, Sana, Ashraf, Amna, Al-Dalahmeh, Main, Harsanyi, Endre, Mohammed, Safwan
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , Snow Water Equivalent , Runoff
Dynamics of Changes in NDVI, Black Carbon, and Soil Moisture at the Burtinskaya Steppe Site of the Orenburg Nature Reserve According to Satellite and Ground ...
2025
Rodionova, N. V.
Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration , Wind Speed , Rain, Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Cover , Snow Depth , 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 10), PARTICULATE MATTER (PM 1.0)
Assessment of Quantum ML Applicability for Climate Actions: Comparison of the Variational Quantum Classifier and the Quantum Support Vector Classifier with Classical ML Models
2025
Munasinghe, Thilanka, Lai, Phung, Wei, Jennifer, Hendler, James, Cornell, Kimberly A.
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, 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 , Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation , Snow Depth , Snow Melt , Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI)
MERRA-2 tavgM_2d_flx_Nx: 2d,Monthly mean,Time-Averaged,Single-Level,Assimilation,Surface Flux Diagnostics 0.625 x 0.5 degree V5.12.4 (M2TMNXFLX) 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