Cross-Attention-Based Spatiotemporal Learning Network for Generating
2026
Xu, Xiaoke, Lin, Liupeng, Gu, Chunlei, Jing, Yinghong, Li, Xinghua
Land Use/Land Cover Classification , Surface Soil Moisture
DeepSoil: Physics-Guided Learning for High-Resolution Soil Moisture Mapping from Surface to Root-Zone via Multimodal Sensing and Process-Based Modeling
2026
Khandelwal, Paahuni, Bachinin, Andrei, Faruk, Tanjim Bin, Lewark, Everett, Pallickara, Sangmi Lee, Pallickara, Shrideep
Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Area Index (LAI) , Soil Temperature, Soil Moisture/Water Content
An operational global L-band soil moisture and vegetation optical depth dataset from optimized 40 SMOS brightness temperatures for 20102024
2026
Xing, Zanpin, Li, Xiaojun, Frappart, Frederic, De Lannoy, Gabrielle, Jagdhuber, Thomas, Peng, Jian, Fan, Lei, Ma, Hongliang, Karthikeyan, Lanka, Liu, Xiangzhuo, Wang, Mengjia, Zhao, Lin, Liu, Yongqin, Wigneron, Jean-Pierre
Land Use/Land Cover Classification , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Plant Phenology, Brightness Temperature, Surface Soil Moisture
Analysis of runoff dynamics and flood formation: An investigation through an explainable deep learning framework
2026
Wang, Tian, Zhang, Lidan, Wang, Yuming, Zhou, Zhaoqiang, Dai, Yongjiu
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)
Analyzing meteorological effects on crop yield and yield prediction through machine learning with different data partitioning approaches: A case study from Czech Republic
2026
Petrovic, Bojana, Paluba, Daniel, Nofrizal, Adenan Yandra, Kucera, Ales
Root Zone Soil Moisture, Surface Soil Moisture
Application of machine learning to improve reanalysis soil temperatures
2026
Herrington, Tyler C., Erler, Andre R., Fletcher, Christopher G.
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
Cause-effect discovery in hydrometeorological systems: evaluation of causal discovery methods
2026
Yadav, Vivek Kumar, Peel, Murray C., Fowler, Keirnan, Ryu, Dongryeol, Vishwakarma, Bramha Dutt
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
Assessing rockbed performance in Deep Winter Greenhouses under varying design parameters and operating conditions
2026
Hoody, Jennifer M., Handeen, Daniel, Schweser, Greg, Wright, Natasha C.
Root Zone Soil Moisture, Surface Soil Moisture
Assessing the impacts of urbanization and climate variability on
2026
Shah, Adnan Abbas
Precipitation , Rain , Precipitation Amount, Precipitation Rate , Snow, Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature , Humidity , Evapotranspiration , Surface Winds , Soil Moisture/Water Content , Soil Temperature, Land Surface Temperature , Snow Water Equivalent , Runoff , Ground Water , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Latent Heat Flux, Emissivity
Assessing the role of tropical cyclones on drought characteristics in the Hurricane Region of the Americas between 1983 and 2024
2026
Herrera, Dimitris A., Dominguez, Christian, Centella, Abel, SanchezMurillo, Ricardo, Hidalgo, Hugo G., Cook, Benjamin I., Maxwell, Justin T., Pons, Diego, Bregy, Joshua C., SierraLorenzo, Maibys, Bezanilla, Arnoldo, Carrillo, Carlos M., Zhu, Yijie, Nunez Ocasio, Kelly, Taylor, Michael, Stephenson, Tannecia, Jones, Jhordanne, Hammel, Jordyn, Holliday, Karson
Carbon , Nitrogen, Soil Water Holding Capacity , Soil Bulk Density, Soil Chemistry, Soil Classification, Soil Moisture/Water Content , Soil Horizons/Profile
Detecting and Mapping Permafrost: Preliminary Data from a Novel Frequency Domain Electromagnetic Induction Device
2026
Maxson, Michele, Barrowes, Benjamin, Lozano, David, Prishvin, Mikheil, Shubitidze, Fridon
Soil Depth, Active Layer, Soil Moisture/Water Content
Development and preliminary validation of an EnKF-like image
2026
Bai, Xuesong, Lin, Zhaohui, Qin, Zhengkun, Li, Juan
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
Development of low latency, high resolution SMAP soil moisture retrievals in support of near-real-time applications
2026
Kwon, Yonghwan, Liu, Pang-Wei, Navari, Mahdi, Bindlish, Rajat, Kemp, Eric M., Wegiel, Jerry W., Jalilvand, Ehsan, Kumar, Sujay V.
ANTENNA TEMPERATURE, Brightness Temperature, Surface Soil Moisture
Differential Effects of Soil Moisture and Air Temperature on Vegetation
2026
Si, Yajun, Yu, Junpo, Li, Geng, Carrera, Jesus, Jin, Jiming, Bai, Haihua
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 , Plant Phenology, Enhanced Vegetation Index (EVI)
Divergent regional trends in alpine tundra productivity linked to changes in snow-free season length and summer warming
2026
Moore, Miles A, Emery, Nancy C, Elmendorf, Sarah 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
A Holistic Assessment of Climate Change, Land Use, and Water Governance Through Complex Water Systems
2026
Quaggio, Carolina Stager, Santarosa, Lucas Vituri, Moffatt, Philip, Sacchi, Marcelo Donadelli, Valdambrini, Bruno, Soares, Amanda Rodrigues, Boll, Jan, Gastmans, Didier
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 , Total Runoff
Deriving groundwater storage anomalies based on GRACE data and drought prediction using deep learning
2026
Tian, Yunna, Hao, LangLang, Zhang, Qi, Yuan, Hui, Zhu, YongHua
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
Applying an Interpretable Deep Learning Model to Identify Wildfire-Prone Areas in Southwest China
2026
Ma, Chenyu, Yang, Siquan, Cui, Jing, Li, Qiang, Yao, Qichao, Zhang, De, Guo, Jiachang, Wang, Xinqian, Qu, Chong
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
Analysis of the impact of hydroclimatic change on baseflow across dry and wet seasons in an inland river basin of northwest China
2026
Song, Mengwei, Liu, Hailong, Wu, Quanlong, Sun, Chang, Shaimuradov, Firdavs, Gulakhmadov, Aminjon
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
From grid to ground: how well do gridded products represent soil moisture dynamics in natural ecosystems during precipitation events?
2026
Nunez-Ibarra, Daniel A., Zambrano-Bigiarini, Mauricio, Galleguillos, Mauricio
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
Fusing ERA5-Land and SMAP L4 for an improved global soil moisture product (19502025)
2026
Wang, Wenhong, Feng, Shiao, Zhang, Yonggen, Wei, Zhongwang, Dong, Jianzhi, Weihermuller, Lutz, Liu, Cong-Qiang, Vereecken, Harry
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
On the gap between crop and land surface models: comparing irrigation and other land surface estimates from AquaCrop and Noah-MP over the Po Valley
2026
Busschaert, Louise, Bechtold, Michel, Modanesi, Sara, Massari, Christian, Raes, Dirk, Kumar, Sujay V., De Lannoy, Gabrielle J. M.
Surface Soil Moisture
The Franks Model CO<SUB>2</SUB> Proxy: Do Assimilation Rate Values or Isotopic Corrections Optimize CO<SUB>2</SUB> Reconstruction Accuracy?
2026
Morck, H., Teickner, H., Knorr, K.H., Jardine, P. E.
Biomass, Forest Composition/Vegetation Structure, Leaf Area Index (LAI) , Litter Characteristics, Plant Characteristics, Vegetation Species, Carbon , Nitrogen, Soil Bulk Density, Soil Moisture/Water Content , Soil Texture, Atmospheric Carbon Dioxide, Nitrogen
Physics-guided deep learning for geostationary satellite-based
2026
Fan, Chunquan, Zhang, Yiru, Chen, Rui, Zhang, Hongguo, Yin, Jianpeng, Li, Yanxi, He, Binbin, Quan, Xingwen
Surface Soil Moisture
Reconstructing reservoir water levels using basin-scale GRACE TWS and
2026
Besnier, Jessica, Getirana, Augusto, Biswas, Nishan Kumar, Lakshmi, Venkataraman
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 , Terrestrial Water Storage