Advancing terrestrial snow depth monitoring with machine learning and L-band InSAR data: a case study using NASA's SnowEx 2017 data
2025
Alabi, Ibrahim Olalekan, Marshall, Hans-Peter, Mead, Jodi, Trujillo, Ernesto
Snow Depth
A Three-Stage Optimal Energy Management Strategy for Co-Phase Power Supply Systems with Integration of Renewable Energy
2025
Gao, Shengfu, Li, Qunzhan, Ding, Juxia, Liu, Wei, Xu, Qian, Li, Songyuan
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, 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, 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)
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) 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) 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)
Assessment of spatial and temporal variations in precipitation using mixing methods based on multiple precipitation products on the Chinese Loess Plateau
2025
Zhang, YuanYuan, Zhang, MingJun, Du, QinQin, Sun, MeiPing, Che, CunWei, Li, BeiBei
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 , Surface Temperature , Humidity , Surface Winds , Precipitation Rate , Precipitation , Precipitation Amount, Total Surface Precipitation Rate
Assimilation of L-band interferometric synthetic aperture radar (InSAR) snow depth retrievals for improved snowpack quantification
2025
Shrestha, Prabhakar, Barros, Ana P.
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 , Liquid Water Content, Snow Density, Snow Depth , Snow Grain Size, Snow/Ice Temperature, Snow Stratigraphy, Snow Depth
Benchmarking of snow water equivalent (SWE) products based on outcomes of the SnowPEx Intercomparison Project
2025
Mudryk, Lawrence, Mortimer, Colleen, Derksen, Chris, Elias Chereque, Aleksandra, Kushner, Paul
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) , Ground Water
Asian Drylands EcoHealth Progress For Land Degradation Neutrality
2025
Kayumba, Patient Mindje, Chen, Yaning, Mindje, Mapendo, Ali, Sikandar, Mindje, Richard, DeFreese, Michelle, Nyirambangutse, Brigitte, Hu, Yanan
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)
Analyzing vegetation effects on snow depth variability in Alaska's
2025
May, Lora D., Stuefer, Svetlana L., Goddard, Scott D., Larsen, Christopher F.
Digital Elevation/Terrain Model (DEM) , Snow Depth , Vegetation Height
Applicability of a Sine-Random Forest Hybrid Method for meteorological
2025
Zhang, Siyao, Li, Jianzhu, Zhang, Ting, Tian, Jiyang, Feng, Ping
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) , Surface Pressure, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Rain , Snow, Land Surface Temperature , Snow Water Equivalent , Runoff , Land Use/Land Cover Classification
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) 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) GLDAS Noah Land Surface Model L4 3 hourly 0.25 x 0.25 degree V2.0 (GLDAS_NOAH025_3H) MODIS/Terra+Aqua Land Cover Type Yearly L3 Global 500m SIN Grid V061 GLDAS Noah Land Surface Model L4 3 hourly 0.25 x 0.25 degree V2.1 (GLDAS_NOAH025_3H)
Assessing Pan-Canada wildfire susceptibility by integrating satellite data with novel hybrid deep learning and black widow optimizer algorithms
2025
Khosravi, Khabat, Mosallanejad, Ashkan, Bateni, Sayed M., Kim, Dongkyun, Jun, Changhyun, Shahvaran, Ali Reza, Farooque, Aitazaz A., Karbasi, Massoud, Ali, Mumtaz
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
An Artificial IntelligenceBased Framework for Modeling Vegetation Photosynthesis Anomalies in India Corresponding to Tropical Oceanic Variability
2025
Varghese, Roma, Behera, Swadhin, 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 , Land Use/Land Cover Classification
Challenges in surface mass balance estimation at Dome C: stake farm comparisons, measurement uncertainties, and station-induced biases
2025
Stefanini, Claudio, Stenni, Barbara, Masiol, Mauro, Dreossi, Giuliano, Favier, Vincent, Becherini, Francesca, Scarchilli, Claudio, Ciardini, Virginia, Carugati, Gabriele, Frezzotti, Massimo
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)
Can discharge be used to inversely correct precipitation?
2025
Manoj J, Ashish, Loritz, Ralf, Gupta, Hoshin, Zehe, Erwin
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)
Brief communication: Monitoring snow depth using small, cheap, and easy-to-deploy snowground interface temperature sensors
2025
Bachand, Claire L., Wang, Chen, Dafflon, Baptiste, Thomas, Lauren N., Shirley, Ian, Maebius, Sarah, Iversen, Colleen M., Bennett, Katrina E.
Atmospheric Pressure, Atmospheric Temperature , Longwave Radiation, Relative Humidity, Shortwave Radiation, Snow Depth , Soil Moisture/Water Content , Soil Temperature, Wind Direction, Wind Speed
Beyond the Mean: Cold and Warm Tail Temperature Trends Reveal Asymmetric
2025
Peng, Xiao, Liu, Ziwei, Ziegler, Alan D., Zhang, Chao, Liu, Zhanwei, He, Xiaogang
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)
Optical flow of temperature reveals climate change patterns for agriculture and forestry
2024
Shumilo, Leonid, Skakun, Sergii
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
Reconstructing monthly 0.25 terrestrial evapotranspiration data in a remote arid region using Bayesian-driven ensemble learning method
2024
Ochege, Friday Uchenna, Yuan, Xiuliang, Ezekwe, Ifeanyichukwu C., Ling, Qing, Nzabarinda, Vincent, Kayiranga, Alphonse, Xie, Mingjuan, Shi, Haiyang, Luo, Geping
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) , Ground Water
Role of remote-sensing techniques in unveiling the spatiotemporal response of vegetation to climate change in the western Makkah Province of Saudi Arabia
2024
Alharbi, Basma Salama
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 , Precipitation , Precipitation Amount, Air Temperature, Specific Humidity, Wind Speed , Snow Cover , Snow Depth
Living under Arctic kelp forests: linking soft-bottom communities to kelp cover in the Canadian Arctic
2024
Lavoie, C, Howland, KL, Filbee-Dexter, K, Massicotte, P, Goldsmit, J, McKindsey, CW, Archambault, P
Brightness Temperature, Sea Ice Concentration, Sea Ice Concentration, Snow Depth , Snow Depth
Standing on the shoulder of a giant landslide: A six-year long InSAR look at a slow-moving hillslope in the western Karakoram
2024
Ahmad, Said Mukhtar, Sadhasivam, Nitheshnirmal, Lisa, Mona, Lombardo, Luigi, Emil, Mustafa Kemal, Zaki, Amira, Van Westen, Cees J., Fadel, Islam, Tanyas, Hakan
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 , RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) , Precipitation , Precipitation Amount, Precipitation Rate
Spatially distributed snow depth, bulk density, and snow water equivalent from ground-based and airborne sensor integration at Grand Mesa, Colorado, USA
2024
Meehan, Tate G., Hojatimalekshah, Ahmad, Marshall, Hans-Peter, Deeb, Elias J., O'Neel, Shad, McGrath, Daniel, Webb, Ryan W., Bonnell, Randall, Raleigh, Mark S., Hiemstra, Christopher, Elder, Kelly
Liquid Water Content, Snow Density, Snow Depth , Snow Grain Size, Snow/Ice Temperature, Snow Stratigraphy, Snow Water Equivalent , Snow Depth , Snow Water Equivalent , Two-Way Travel Time, Terrain Elevation , Atmospheric Pressure, Atmospheric Temperature , Longwave Radiation, Relative Humidity, Shortwave Radiation, Soil Moisture/Water Content , Soil Temperature, Wind Direction, Wind Speed , Geolocation
Snow depth extraction from timelapse imagery using a keypoint deep learning model
2024
Breen, C. M., Currier, W. R., Vuyovich, C., Miao, Z., Prugh, L. R.
Snow Depth , VISIBLE IMAGERY
Spatial distribution patterns and drivers of above- and below- biomass in Chinese terrestrial ecosystems
2024
Chen, Yusen, Zhang, Shihang, Wang, Yongdong
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
Soil contaminants pose delayed but pervasive threat to shallow
2024
Jiao, Jianying, Befus, Kevin M., Zhang, Ye
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 water equivalent retrieval over IdahoPart 1: Using Sentinel-1 repeat-pass interferometry
2024
Oveisgharan, Shadi, Zinke, Robert, Hoppinen, Zachary, Marshall, Hans Peter
Snow Depth
Sensitivity of horizontal resolution and land surface model in operational WRF forecast for Online Nuclear Emergency Response System (ONERS)
2024
Karmakar, Shanu, Rajeswari, J. R., Kundu, Dipan, Srinivas, C. V., Chandrasekaran, S., Venkatraman, B.
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) , Precipitation Amount, Precipitation Rate , Snow, Rain