Articles | Volume 24, issue 9
https://doi.org/10.5194/hess-24-4659-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/hess-24-4659-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
25 Sep 2020
Research article |
| 25 Sep 2020
| 25 Sep 2020
Estimation of subsurface soil moisture from surface soil moisture in cold mountainous areas
Jie Tian
Key Laboratory of Western China's Environmental Systems (Ministry of
Education), College of Earth and Environmental Sciences, Lanzhou University,
Lanzhou, Gansu 730000, China
Agrosphere Institute (IBG-3), Forschungszentrum Jülich, 52425
Jülich, Germany
Zhibo Han
Key Laboratory of Western China's Environmental Systems (Ministry of
Education), College of Earth and Environmental Sciences, Lanzhou University,
Lanzhou, Gansu 730000, China
Heye Reemt Bogena
Agrosphere Institute (IBG-3), Forschungszentrum Jülich, 52425
Jülich, Germany
Johan Alexander Huisman
Agrosphere Institute (IBG-3), Forschungszentrum Jülich, 52425
Jülich, Germany
Carsten Montzka
Agrosphere Institute (IBG-3), Forschungszentrum Jülich, 52425
Jülich, Germany
Baoqing Zhang
CORRESPONDING AUTHOR
Key Laboratory of Western China's Environmental Systems (Ministry of
Education), College of Earth and Environmental Sciences, Lanzhou University,
Lanzhou, Gansu 730000, China
Chansheng He
CORRESPONDING AUTHOR
Key Laboratory of Western China's Environmental Systems (Ministry of
Education), College of Earth and Environmental Sciences, Lanzhou University,
Lanzhou, Gansu 730000, China
Department of Geography, Western Michigan University, Kalamazoo, MI
49008, USA
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Cited
25 citations as recorded by crossref.
- Soil hydrology in the Earth system H. Vereecken et al. 10.1038/s43017-022-00324-6
- Rainfall estimation from surface soil moisture using SM2RAIN in cold mountainous areas Y. Lai et al. 10.1016/j.jhydrol.2022.127430
- Predicting root zone soil moisture using observations at 2121 sites across China J. Tian et al. 10.1016/j.scitotenv.2022.157425
- Relationships among soil moisture at various depths under diverse climate, land cover and soil texture N. Li et al. 10.1016/j.scitotenv.2024.174583
- A Review of Root Zone Soil Moisture Estimation Methods Based on Remote Sensing M. Li et al. 10.3390/rs15225361
- Improved subsurface soil moisture prediction from surface soil moisture through the integration of the (de)coupling effect Z. Xu et al. 10.1016/j.jhydrol.2022.127634
- Depth extrapolation of field-scale soil moisture time series derived with cosmic-ray neutron sensing (CRNS) using the soil moisture analytical relationship (SMAR) model D. Rasche et al. 10.5194/soil-10-655-2024
- Estimating evapotranspiration from soil moisture using the improved soil water balance method in cold mountainous areas Y. Lai et al. 10.1016/j.hydroa.2023.100154
- Performance assessment of SM2RAIN-NWF using ASCAT soil moisture via supervised land cover-soil-climate classification M. Saeedi et al. 10.1016/j.rse.2022.113393
- Influences of Using Different Satellite Soil Moisture Products on SM2RAIN for Rainfall Estimation Across the Tibetan Plateau L. Miao et al. 10.1109/JSTARS.2023.3296455
- Estimation and Assessment of the Root Zone Soil Moisture from Near-Surface Measurements over Huai River Basin E. Liu et al. 10.3390/atmos14010124
- Understanding the soil water dynamics during excess and deficit rainfall conditions over the core monsoon zone of India M. Goswami et al. 10.1088/1748-9326/acffdf
- Soil Moisture Content Inversion Model on the Basis of Sentinel Multispectral and Radar Satellite Remote Sensing Data F. Guo et al. 10.1007/s42729-024-02087-z
- Using InSAR for Surface Deformation Monitoring and Active Layer Thickness Retrieval in the Heihe River Basin on the Northeast Qinghai‐Tibet Plateau S. Peng et al. 10.1029/2022JF006782
- Preliminary analysis of the mechanism in the July 16, 2022 Gaojiashan cascading hazard: a landslide-induced debris flow in Southwest China T. Peng et al. 10.1007/s10064-024-03790-y
- Assessment of long-term multisource surface and subsurface soil moisture products and estimate methods on the Tibetan Plateau P. Zhang et al. 10.1016/j.jhydrol.2024.131713
- Regionalization of Root Zone Moisture Estimations from Downscaled Surface Moisture and Environmental Data with the Soil Moisture Analytical Relationship Model Y. Liu et al. 10.3390/w15234133
- Two-step fusion method for generating 1 km seamless multi-layer soil moisture with high accuracy in the Qinghai-Tibet plateau S. Huang et al. 10.1016/j.isprsjprs.2023.02.009
- Improving the SM2RAIN-derived rainfall estimation using Bayesian optimization L. Miao et al. 10.1016/j.jhydrol.2023.129728
- In situ observations of soil hydraulic properties and soil moisture in a high, cold mountainous area of the northeastern Qinghai-Tibet Plateau J. Tian et al. 10.1007/s11430-022-1120-5
- Short-Term Hydrological Forecast Using Artificial Neural Network Models with Different Combinations and Spatial Representations of Hydrometeorological Inputs R. Jougla & R. Leconte 10.3390/w14040552
- 青藏高原东北部高寒山区土壤水文属性数据和土壤水定位观测网 杰. 田 et al. 10.1360/N072022-0336
- Evaluation of subsurface soil water content estimate methods: Maximum entropy vs. exponential filter H. Luo et al. 10.1016/j.jhydrol.2024.132007
- Applicability of cosmic-ray neutron sensor for measuring soil moisture at the agricultural-pastoral ecotone in northwest China X. Tan et al. 10.1007/s11430-020-9650-2
- Estimating Regional Soil Moisture Distribution Based on NDVI and Land Surface Temperature Time Series Data in the Upstream of the Heihe River Watershed, Northwest China X. Bai et al. 10.3390/rs12152414
23 citations as recorded by crossref.
- Soil hydrology in the Earth system H. Vereecken et al. 10.1038/s43017-022-00324-6
- Rainfall estimation from surface soil moisture using SM2RAIN in cold mountainous areas Y. Lai et al. 10.1016/j.jhydrol.2022.127430
- Predicting root zone soil moisture using observations at 2121 sites across China J. Tian et al. 10.1016/j.scitotenv.2022.157425
- Relationships among soil moisture at various depths under diverse climate, land cover and soil texture N. Li et al. 10.1016/j.scitotenv.2024.174583
- A Review of Root Zone Soil Moisture Estimation Methods Based on Remote Sensing M. Li et al. 10.3390/rs15225361
- Improved subsurface soil moisture prediction from surface soil moisture through the integration of the (de)coupling effect Z. Xu et al. 10.1016/j.jhydrol.2022.127634
- Depth extrapolation of field-scale soil moisture time series derived with cosmic-ray neutron sensing (CRNS) using the soil moisture analytical relationship (SMAR) model D. Rasche et al. 10.5194/soil-10-655-2024
- Estimating evapotranspiration from soil moisture using the improved soil water balance method in cold mountainous areas Y. Lai et al. 10.1016/j.hydroa.2023.100154
- Performance assessment of SM2RAIN-NWF using ASCAT soil moisture via supervised land cover-soil-climate classification M. Saeedi et al. 10.1016/j.rse.2022.113393
- Influences of Using Different Satellite Soil Moisture Products on SM2RAIN for Rainfall Estimation Across the Tibetan Plateau L. Miao et al. 10.1109/JSTARS.2023.3296455
- Estimation and Assessment of the Root Zone Soil Moisture from Near-Surface Measurements over Huai River Basin E. Liu et al. 10.3390/atmos14010124
- Understanding the soil water dynamics during excess and deficit rainfall conditions over the core monsoon zone of India M. Goswami et al. 10.1088/1748-9326/acffdf
- Soil Moisture Content Inversion Model on the Basis of Sentinel Multispectral and Radar Satellite Remote Sensing Data F. Guo et al. 10.1007/s42729-024-02087-z
- Using InSAR for Surface Deformation Monitoring and Active Layer Thickness Retrieval in the Heihe River Basin on the Northeast Qinghai‐Tibet Plateau S. Peng et al. 10.1029/2022JF006782
- Preliminary analysis of the mechanism in the July 16, 2022 Gaojiashan cascading hazard: a landslide-induced debris flow in Southwest China T. Peng et al. 10.1007/s10064-024-03790-y
- Assessment of long-term multisource surface and subsurface soil moisture products and estimate methods on the Tibetan Plateau P. Zhang et al. 10.1016/j.jhydrol.2024.131713
- Regionalization of Root Zone Moisture Estimations from Downscaled Surface Moisture and Environmental Data with the Soil Moisture Analytical Relationship Model Y. Liu et al. 10.3390/w15234133
- Two-step fusion method for generating 1 km seamless multi-layer soil moisture with high accuracy in the Qinghai-Tibet plateau S. Huang et al. 10.1016/j.isprsjprs.2023.02.009
- Improving the SM2RAIN-derived rainfall estimation using Bayesian optimization L. Miao et al. 10.1016/j.jhydrol.2023.129728
- In situ observations of soil hydraulic properties and soil moisture in a high, cold mountainous area of the northeastern Qinghai-Tibet Plateau J. Tian et al. 10.1007/s11430-022-1120-5
- Short-Term Hydrological Forecast Using Artificial Neural Network Models with Different Combinations and Spatial Representations of Hydrometeorological Inputs R. Jougla & R. Leconte 10.3390/w14040552
- 青藏高原东北部高寒山区土壤水文属性数据和土壤水定位观测网 杰. 田 et al. 10.1360/N072022-0336
- Evaluation of subsurface soil water content estimate methods: Maximum entropy vs. exponential filter H. Luo et al. 10.1016/j.jhydrol.2024.132007
2 citations as recorded by crossref.
- Applicability of cosmic-ray neutron sensor for measuring soil moisture at the agricultural-pastoral ecotone in northwest China X. Tan et al. 10.1007/s11430-020-9650-2
- Estimating Regional Soil Moisture Distribution Based on NDVI and Land Surface Temperature Time Series Data in the Upstream of the Heihe River Watershed, Northwest China X. Bai et al. 10.3390/rs12152414
Latest update: 20 Nov 2024
Short summary
Large-scale profile soil moisture (SM) is important for water resource management, but its estimation is a challenge. Thus, based on in situ SM observations in a cold mountain, a strong relationship between the surface SM and subsurface SM is found. Both the subsurface SM of 10–30 cm and the profile SM of 0–70 cm can be estimated from the surface SM of 0–10 cm accurately. By combing with the satellite product, we improve the large-scale profile SM estimation in the cold mountains finally.
Large-scale profile soil moisture (SM) is important for water resource management, but its...
