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[HTML][HTML] A 1 km daily soil moisture dataset over China using in situ measurement and machine learning
High-quality gridded soil moisture products are essential for many Earth system science
applications, while the recent reanalysis and remote sensing soil moisture data are often …
applications, while the recent reanalysis and remote sensing soil moisture data are often …
Soil moisture memory: State‐of‐the‐art and the way forward
Soil moisture is an essential climate variable of the Earth system. Understanding its
spatiotemporal dynamics is essential for predicting weather patterns and climate variability …
spatiotemporal dynamics is essential for predicting weather patterns and climate variability …
[HTML][HTML] Land surface dynamics and meteorological forcings modulate land surface temperature characteristics
This study examines the effect of land cover, vegetation health, climatic forcings, elevation
heat loads, and terrain characteristics (LVCET) on land surface temperature (LST) …
heat loads, and terrain characteristics (LVCET) on land surface temperature (LST) …
[PDF][PDF] Applications of Machine Learning and Remote Sensing in Soil and Water Conservation
The application of machine learning (ML) and remote sensing (RS) in soil and water
conservation has become a powerful tool. As analytical tools continue to advance, the …
conservation has become a powerful tool. As analytical tools continue to advance, the …
Evaluation and improvement of temporal robustness and transfer performance of surface soil moisture estimated by machine learning regression algorithms
Q Jiaxin, Y Jie, S Weidong, Z Lingli, S Lei… - … and Electronics in …, 2024 - Elsevier
The accurate monitoring of the spatio-temporal distribution of surface soil moisture (SSM) is
crucial to understanding Earth's water cycle. The machine learning regression (MLR) …
crucial to understanding Earth's water cycle. The machine learning regression (MLR) …
[HTML][HTML] Spatial downscaling of SMAP radiometer soil moisture using radar data: Application of machine learning to the SMAPEx and SMAPVEX campaigns
This study developed a random forest approach for downscaling the coarse-resolution (36
km) soil moisture measured by The National Aeronautics and Space Administration (NASA) …
km) soil moisture measured by The National Aeronautics and Space Administration (NASA) …
[HTML][HTML] The consolidated European synthesis of CO2 emissions and removals for the European Union and United Kingdom: 1990–2020
MJ McGrath, AMR Petrescu, P Peylin… - Earth System …, 2023 - essd.copernicus.org
Quantification of land surface–atmosphere fluxes of carbon dioxide (CO 2) and their trends
and uncertainties is essential for monitoring progress of the EU27+ UK bloc as it strives to …
and uncertainties is essential for monitoring progress of the EU27+ UK bloc as it strives to …
High resolution (1-km) surface soil moisture generation from SMAP SSM by considering its difference between freezing and thawing periods in the source region of …
X Fu, Y Zhang, L Guo, H Lü, Y Ding, X Meng… - Agricultural and Forest …, 2024 - Elsevier
Soil moisture (SM) is a critical component of the land surface hydrological cycle, significantly
impacting various sectors such as hydrology, meteorology, and agriculture. Accurate, high …
impacting various sectors such as hydrology, meteorology, and agriculture. Accurate, high …
[HTML][HTML] Comprehensive degradation index for monitoring desert grassland using UAV multispectral imagery
Desert grassland is an essential component of the northern grasslands of China,
representing an ecosystem that transitions from grassland to desert. However, it is a fragile …
representing an ecosystem that transitions from grassland to desert. However, it is a fragile …
[HTML][HTML] Enhancing Spatial Resolution of GNSS-R Soil Moisture Retrieval through XGBoost Algorithm-Based Downscaling Approach: A Case Study in the Southern …
Q Luo, Y Liang, Y Guo, X Liang, C Ren, W Yue, B Zhu… - Remote Sensing, 2023 - mdpi.com
The retrieval of soil moisture (SM) using the Global Navigation Satellite System-
Reflectometry (GNSS-R) technique has become a prominent topic in recent years. Although …
Reflectometry (GNSS-R) technique has become a prominent topic in recent years. Although …