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)
Analytical Assessment of GNSS-R Delay Doppler Map Sensitivity to Land Surface Variables Using a Physics-Based Model
2025
Melebari, Amer, Campbell, James D., Hodges, Erik, Moghaddam, Mahta
Soil Temperature, Soil Moisture/Water Content , Radar Cross-Section, Radar Reflectivity, Brightness Temperature, Surface Soil Moisture
Assessing the capability of Triton GNSS-Reflectometry for land surface hydrological monitoring
2025
Setti, Paulo T., Tabibi, Sajad
Radar Cross-Section, Radar Reflectivity, SIGMA NAUGHT, Flight Data Logs, Total Surface Water , Brightness Temperature, Surface Soil Moisture
Assessing evapotranspiration dynamics across central Europe in the context of landatmosphere drivers
2025
Fluhrer, Anke, Baur, Martin J., Piles, Maria, Bayat, Bagher, Rahmati, Mehdi, Chaparro, David, Dubois, Clemence, Hellwig, Florian M., Montzka, Carsten, Kubert, Angelika, Mueller, Marlin M., Augscheller, Isabel, Jonard, Francois, Schellenberg, Konstantin, Jagdhuber, 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 , Latent Heat Flux
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
Assessing the Impact of Vegetated Land Cover on Downscaling Satellite Soil Moisture Products
2025
Pathira Arachchilage, Kalani R. L., Yeo, In-Young, Han, Shin-Chan, Khaki, Mehdi, Senanayake, Indishe P., Walker, Jeffery P., Dahlhaus, Peter G.
Land Surface Temperature , Emissivity, Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Brightness Temperature, Soil Moisture/Water Content
Assessing the influence of model inputs on performance of the EMT plus
2025
Fischer, Samantha C., Niemann, Jeffrey D., Scalia, Joseph, Bullock, Matthew D., Proulx, Holly E., Kim, Boran, Green, Timothy R., Grazaitis, Peter J.
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 , Brightness Temperature, SIGMA NAUGHT, Surface Soil Moisture
An Ensemble Machine Learning Approach for High-Resolution Estimation of Groundwater Storage Anomalies
2025
Yuan, Yanbin, Shen, Dongyang, Cao, Yang, Wang, Xiang, Zhang, Bo, Dong, Heng
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 , Total Surface Precipitation Rate
An ensemble machine learning approach for predicting groundwater storage for sustainable management of water resources
2025
Uddin, Mohammed Sakib, Mitra, Bijoy, Mahmud, Khaled, Rahman, Syed Masiur, Chowdhury, Shakhawat, Rahman, Muhammad Muhitur
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
An Improved Parameterization Scheme for Soil Respiration Depending on Temperature and Moisture
2025
Feng, Xiang, Yang, Kai, Wang, Chenghai
Incoming Solar Radiation, Outgoing Longwave Radiation, Soil Respiration, Methane, Plant Characteristics, Canopy Characteristics, Solar Irradiance, Humidity , Soil Texture, Precipitation Rate , Soil Moisture/Water Content , Soil Gas/Air, Atmospheric Carbon Dioxide, Carbon , Leaf Characteristics, Biomass, Dominant Species, Surface Temperature , Surface Winds , Biogeochemical Cycles , Forests, Soil Temperature
An Innovative Framework for Hourly Satellite Soil Moisture Retrieval via Integrated Spatiotemporal Downscaling Techniques
2025
Song, Peilin, Wang, Mengran, Dong, Lixin, Zhao, Tianjie, Zhao, Haigen, Huang, Jingfeng, Yao, Panpan, Zheng, Jingyao, Zhang, Yongqiang
Brightness Temperature, Surface Soil Moisture, Root Zone Soil Moisture
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
An Autoencoder Architecture for L-Band Passive Microwave Retrieval of
2025
Kumawat, Divya, Ebtehaj, Ardeshir, Xu, Xiaolan, Colliander, Andreas, Kumar, Vipin
Reflectance , Total Surface Water , Transition Direction, Brightness Temperature, Freeze/Thaw , Surface Soil Moisture
A global near real-time dataset of Microwave Integrated Drought Index from the Fengyun-3 satellites
2025
Zhang, Anzhi, Gao, Hao, Xu, Ronghan, Li, Xiaoqing, Zhao, Huichen, Jia, Gensuo
Precipitation , Rain , Precipitation Amount, Precipitation Rate , Snow, Vegetation Water Content, Soil Moisture/Water Content , Skin Temperature, Land Use/Land Cover Classification
A global 400-m high-resolution soil moisture dataset derived from multi-sensor remote sensing observations
2025
Fang, Bin, Lakshmi, Venkataraman, Hain, Christopher, Mishra, Vikalp
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 , Surface Soil Moisture, Brightness Temperature
A global dataset of remote sensing-based soil critical point and permanent wilting point
2025
Xu, Yawei, He, Qing, Lu, Hui, Yang, Kun, Entekhabi, Dara, Short Gianotti, Daniel J.
Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Land Use/Land Cover Classification , Plant Phenology, Enhanced Vegetation Index (EVI), Brightness Temperature, Soil Moisture/Water Content
A global long-term daily multilayer soil moisture dataset derived from machine learning
2025
Wei, Zeyang, Wei, Lifei, Wang, Ting, Lu, Qikai, Tian, Shuang, Zhang, Fei, Zhong, Yanfei
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
A Modified Hierarchical Vision Transformer for Soil Moisture Retrieval
2025
Yan, Qingyun, Chen, Yuhan, Pan, Yuanjin, Jin, Shuanggen, Huang, Weimin
Brightness Temperature, Surface Soil Moisture
A Multi-Scale Comprehensive Evaluation for Nine Evapotranspiration Products Across Mainland China Under Extreme Climatic Conditions
2025
Qian, Long, Wu, Lifeng, Dong, Ning, Dai, Tianjin, Yu, Xingjiao, Bai, Xuqian, Yang, Qiliang, Liu, Xiaogang, Chen, Junying, Zhang, Zhitao
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 , Ground Water , Latent Heat Flux
A Multimodal Deep Learning Approach for Soil Moisture Downscaling Using Remote Sensing and Weather Data
2025
Xu, Yijia, Cai, Shuohao, Huang, Jingyi, Liu, Jiangui, Shang, Jiali, Yang, Zhengwei, Zhang, Zhou
Land Surface Temperature , Emissivity, Surface Soil Moisture
A New Classification of In Situ and Anvil Cirrus Clouds Uncovers Their
2025
Mu, Qingyu, Ge, Jinming, Huang, Jianping, Hu, Xiaoyu, Peng, Nan, Li, Yize, Wang, Meihua, Zhang, Jie, Xu, Ziyang, Zhang, Chi, Liu, Bochun
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)
A meteorology-driven Transformer network to predict soil moisture for agriculture drought forecasting
2025
Xiong, Zhenhua, Zhang, Zhicheng, Gui, Hanliang, Chen, Xiaoyou, Hu, Shi, Gao, Lun, Yang, He, Qiu, Jianxiu, Xin, Qinchuan
Atmospheric Carbon Dioxide, Heat Flux, Community Structure, Forest Composition/Vegetation Structure, Albedo , Soil Moisture/Water Content , Land Surface Temperature , Root Zone Soil Moisture, Surface Soil Moisture
A Method to Derive Long-Term Global Hourly Near-Surface Air Temperature by Combining Remote Sensing and Reanalysis Datasets
2025
Wang, Shuo, Wang, Tianxing, Du, Yihan, Wang, Shiyao, Li, Shaodong
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, Heat Flux, Longwave Radiation, Shortwave Radiation, Humidity , Evapotranspiration , Rain , Precipitation Rate , Snow, Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff
A novel generative adversarial network and downscaling scheme for GRACE/GRACE-FO products: Exemplified by the Yangtze and Nile River Basins
2025
Wang, Jielong, Shen, Yunzhong, Awange, Joseph, Tabatabaeiasl, Maryam, Song, Yongze, Liu, Chang
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 , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI)
A Novel Lightweight Electromagnetic Induction Sensor for Permafrost Detection and Mapping
2025
Maxson, Michele L., Barrowes, Benjamin, Lozano, David, Sullivan, Taylor, Prishvin, Mikheil, Shubitidze, Fridon
Soil Depth, Active Layer, Soil Moisture/Water Content