A satellite soil moistureand radar rainfallbased methodology for slope-scale seepagestability modelling of rainfall-induced landslides
2026
Jotisankasa, Apiniti, Mapiam, Punpim Puttaraksa, Methaprayun, Monton, Praphatsorn, Washirawat, Torsri, Kritanai, Supavetch, Soravis, Soralump, Suttisak, Linnebach, Jonathan, Bogaard, Thom
Brightness Temperature, SIGMA NAUGHT, Surface Soil Moisture
A Hybrid Physics-Guided Machine Learning for Soil Moisture Monitoring and Drought Assessment From CYGNSS in Complex Terrain
2026
Rhadiouini, Charafa El, Jin, Shuanggen, Yeboah, Emmanuel, Sarfo, Isaac, Okrah, Abraham
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 , RADAR IMAGERY, Terrain Elevation , Topographical Relief Maps, Digital Elevation/Terrain Model (DEM) , Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Brightness Temperature, Surface Soil Moisture, Radar Cross-Section, Radar Reflectivity
A fused soil moisture product integrating linear fusion method and error characteristics approach
2026
Singh, Anuj, Dhanya, C.T., Saharia, M.
Brightness Temperature, Microwave Imagery, Soil Moisture/Water Content , Vegetation Water Content, Surface Soil Moisture
Heavy precipitation-induced Yangtze River runoff greatly regulates heterotrophic prokaryotes production and induces P-limited growth in the northern East China Sea
2026
Baek, Yong-Jae, Kim, Bomina, Youn, Seok-Hyun, Lee, Sang-Heon, Jang, Hyo-Keun, Han, Heejun, Ducklow, Hugh W., Kim, Sung-Han, Hyun, Jung-Ho
Salinity , Surface Winds
From near surface to root zone soil water losses: a new model validated
2026
Martini, Tommaso, Olivero, Aurora, Gentile, Alessio, Gisolo, Davide, Ferraris, Stefano
Root Zone Soil Moisture, Surface Soil Moisture
Forecasting Soil Moisture Dynamics from SMAP Observations via Signal Decomposition
2026
Dhinakaran, D., Vijayalakshmi, V., Palpandi, S., Rajesh, R., Selvaraj, D., Pavitra, A. Rehash Rushmi, Salah, Ahmad
Brightness Temperature, Surface Soil Moisture
Environmental drivers of bushfire warning categories: insights from official records, meteorology, and drought data in Western Australia
2026
Utamima, Amalia, Kanedi, Fidela Jovita, Sohel, Ferdous
Root Zone Soil Moisture, Surface Soil Moisture
Ensemble numerical simulation of permafrost thermal regimes over the Tibetan Plateau using the Flexible Permafrost Model: 19502023
2026
Sun, Wen, Cao, Bin
Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Brightness Temperature, Surface Soil Moisture
Characterization of uncertainty in ground-based validation of soil
2026
Zeng, Qicheng, Wu, Xiaodan, Wen, Jianguang, Yin, Gaofei, Lin, Xingwen, Li, Yukun, You, Dongqin, Xiao, Qing
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 , Brightness Temperature, Surface Soil Moisture
Capturing Mesoscale and Submesoscale Ocean Fronts in the Gulf of Mexico
2026
Cruz, Ethan, Subrahmanyam, Bulusu
Salinity
Downscaling SMAP soil moisture using a hybrid machine-learning algorithm
2026
Singh, Abhilash, Niranjannaik, M., Gaurav, Kumar
Brightness Temperature, Surface Soil Moisture
Divergent Subtropical Forest Functional and Structural Responses to the
2026
Li, Baoni, Liu, Junguo, Wang, Dashan, Liu, Xiaoye, Liang, Shijing, Zhang, Shuyu, Gong, Guoqing, Zeng, Ling, Guo, Zhilin, Ye, Jianhuai, Wang, Chen, Zeng, Zhenzhong
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Land Use/Land Cover Classification , Surface Soil Moisture
Cloudburst or hybrid phenomenon? Dissecting the Dharali flood disaster of 2025
2026
Vijayalekshmi, Gopika, Goel, N. K., Arora, Manohar, Sharma, M. L., Narayanan, R. Unni, Vishnoi, R. K.
Root Zone Soil Moisture, Surface Soil Moisture
Confidently uncertain: validating satellite ECV measurement uncertainty estimates
2026
Verhoelst, Tijl, Povey, Adam C., Gruber, Alexander, Bulgin, Claire E., Keppens, Arno, Compernolle, Steven, Lambert, Jean-Christopher
Brightness Temperature, Surface Soil Moisture
Surface Water Mapping and Flood Dynamics Monitoring Using CYGNSS and Deep Learning
2026
Perez, Roman Alarcia, Jr, Paulo T. Setti, Tabibi, Sajad
Vegetation Index , Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Surface Soil Moisture
State-of-the-art hydrological datasets exhibit low water balance consistency globally
2026
Huang, Hao, Liu, Junguo, Chen, Aifang, Ruiz-Vasquez, Melissa, Orth, Rene
Precipitation , Precipitation Amount, Precipitation Rate , Snow, Rain , Vegetation Index , Landscape Patterns, Evapotranspiration , Photosynthesis, Primary Production, Latent Heat Flux, Root Zone Soil Moisture, Surface Soil Moisture
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
PeatDepth-ML: a global map of peat depth predicted using machine learning
2026
Skye, Jade, Melton, Joe R., Goldblatt, Colin, Gallego-Sala, Angela, Garneau, Michelle, Winton, Scott
Land Use/Land Cover Classification , Plant Phenology, Enhanced Vegetation Index (EVI), Photosynthesis, Primary Production, Vegetation Productivity, Normalized Difference Vegetation Index (NDVI), Vegetation Index , Brightness Temperature, Surface Soil Moisture
Pathways of forward energy cascades in the northern Bay of Bengal
2026
Jagannathan, Arjun, Srinivasan, Kaushik, Damien, Pierre, Molemaker, M. Jeroen, Barkan, Roy, Patnaik, Nikhil, McWilliams, James C., Mathur, Manikandan, Sengupta, Debasis
Surface Winds , Salinity
Tracking water dynamics of a temperate forest under drought and nondrought conditions using active and passive microwave and optical remote sensing
2026
Hellwig, Florian M., Fluhrer, Anke, Dubois, Clemence, Schellenberg, Konstantin, Chaparro, David, Zehner, Markus, Klosterhalfen, Anne, Piles, Maria, Schmullius, Christiane, Kunstmann, Harald, Jagdhuber, Thomas
Vegetation Water Content, Soil Moisture/Water Content , Skin Temperature, Leaf Characteristics, Photosynthetically Active Radiation , Leaf Area Index (LAI) , Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Reflectance , Snow Grain Size, Snow Cover , Surface Soil Moisture
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
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
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
Age-driven shifts in functional composition and diversity shape ecosystem service provision in agroforestry systems
2026
Barbosa, Anthony, Barbosa, Beatriz, Sousa, Tailane Silva, Fares, Ana Luisa Biondi Lima, do Espirito Santo Barbosa, Euciney, Ribeiro, Sabina Cerruto, Schmidt, Fernando Augusto, Teodoro, Grazielle Sales
Root Zone Soil Moisture, Surface Soil Moisture
A SMAP-Anchored Sentinel-1 Change Detection Method for 100 m Surface Soil Moisture Mapping with Vegetation-Conditioned Constraints
2026
Wang, Yunjia, Sun, Hao, Pei, Haoyu, Gao, Jinhua, Xu, Zhenheng, Wang, Yuxin, Wu, Dan
Brightness Temperature, Surface Soil Moisture, SIGMA NAUGHT