A review of spatial downscaling of satellite remotely sensed soil moisture

J Peng, A Loew, O Merlin… - Reviews of …, 2017 - Wiley Online Library
Satellite remote sensing technology has been widely used to estimate surface soil moisture.
Numerous efforts have been devoted to develop global soil moisture products. However …

Generation of spatially complete and daily continuous surface soil moisture of high spatial resolution

D Long, L Bai, L Yan, C Zhang, W Yang, H Lei… - Remote Sensing of …, 2019 - Elsevier
Surface soil moisture (SSM), as a vital variable for water and heat exchanges between the
land surface and the atmosphere, is essential for agricultural production and drought …

Machine learning applications in vadose zone hydrology: A review

X Li, JL Nieber, V Kumar - Vadose Zone Journal, 2024 - Wiley Online Library
Abstract Machine learning (ML) has been broadly applied for vadose zone applications in
recent years. This article provides a comprehensive review of such developments. ML …

[HTML][HTML] Advances in upscaling methods of quantitative remote sensing

H Dalei, X Qing, W Jianguang, YOU Dongqin… - National Remote …, 2021 - ygxb.ac.cn
The scale effect is a common phenomenon in geography that restricts the development of
space science, such as remote sensing. Scale issues have elicited increasing attention from …

Spatial variability of soil moisture and the scale issue: A geostatistical approach

A Zarlenga, A Fiori, D Russo - Water Resources Research, 2018 - Wiley Online Library
We study the standard deviation of water saturation SDS as function of the mean saturation
by a stochastic model of unsaturated flow, which is based on the first‐order solution of the …

Six years of high-resolution climatic data collected along an elevation gradient in the Italian Alps

A Zandonai, V Fontana, J Klotz, G Bertoldi, H Crepaz… - Scientific Data, 2024 - nature.com
The complex meso-and microclimatic heterogeneity inherent to mountainous regions, driven
by both topographic and biotic factors, and the lack of observations, poses significant …

Soil moisture prediction of bare soil profiles using diffuse spectral reflectance information and vadose zone flow modeling

E Babaeian, M Homaee, C Montzka… - Remote Sensing of …, 2016 - Elsevier
Soil hydraulic property information of the vadose zone is key to quantifying the temporal and
spatial variability of soil moisture, and for modeling water flow and contaminant transport …

[HTML][HTML] 定量遥感升尺度转换方法研究进展

郝大磊, 肖青, 闻建光, 游冬琴, 吴小丹, 林兴稳… - 2018 - html.rhhz.net
摘要尺度效应是地理科学中普遍存在的现象, 制约着遥感等空间科学的发展.
发展合理的尺度转换方法以促进遥感技术的全面应用迫在眉睫. 本文分别从面—面升尺度转换 …

Evaluation of SMAP soil moisture relative to five other satellite products using the climate reference network measurements over USA

S Stillman, X Zeng - IEEE Transactions on Geoscience and …, 2018 - ieeexplore.ieee.org
Satellite platforms provide a unique opportunity to retrieve global soil moisture. The Level 3
soil moisture (L3SMP), enhanced Level 3 soil moisture (L3SMP-E) and Level 4 surface soil …

High resolution modelling of soil moisture patterns with TerrSysMP: A comparison with sensor network data

S Gebler, HJH Franssen, SJ Kollet, W Qu… - Journal of …, 2017 - Elsevier
The prediction of the spatial and temporal variability of land surface states and fluxes with
land surface models at high spatial resolution is still a challenge. This study compares …