Articles | Volume 16, issue 1
https://doi.org/10.5194/tc-16-159-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/tc-16-159-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Sentinel-1 snow depth retrieval at sub-kilometer resolution over the European Alps
Hans Lievens
CORRESPONDING AUTHOR
Department of Earth and Environmental Sciences, KU Leuven, Leuven, Belgium
Isis Brangers
Department of Earth and Environmental Sciences, KU Leuven, Leuven, Belgium
Hans-Peter Marshall
Department of Geosciences, Boise State University, Boise, ID, USA
Tobias Jonas
WSL – Institute for Snow and Avalanche Research SLF, Davos, Switzerland
Marc Olefs
ZAMG – Zentralanstalt für Meteorologie und Geodynamik, Vienna, Austria
Gabriëlle De Lannoy
Department of Earth and Environmental Sciences, KU Leuven, Leuven, Belgium
Viewed
Total article views: 10,599 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 12 Mar 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 6,957 | 3,487 | 155 | 10,599 | 214 | 236 |
- HTML: 6,957
- PDF: 3,487
- XML: 155
- Total: 10,599
- BibTeX: 214
- EndNote: 236
Total article views: 7,770 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 17 Jan 2022)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 5,605 | 2,038 | 127 | 7,770 | 192 | 216 |
- HTML: 5,605
- PDF: 2,038
- XML: 127
- Total: 7,770
- BibTeX: 192
- EndNote: 216
Total article views: 2,829 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 12 Mar 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 1,352 | 1,449 | 28 | 2,829 | 22 | 20 |
- HTML: 1,352
- PDF: 1,449
- XML: 28
- Total: 2,829
- BibTeX: 22
- EndNote: 20
Viewed (geographical distribution)
Total article views: 10,599 (including HTML, PDF, and XML)
Thereof 10,131 with geography defined
and 468 with unknown origin.
Total article views: 7,770 (including HTML, PDF, and XML)
Thereof 7,442 with geography defined
and 328 with unknown origin.
Total article views: 2,829 (including HTML, PDF, and XML)
Thereof 2,689 with geography defined
and 140 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
99 citations as recorded by crossref.
- Evaluating snow depth retrievals from Sentinel-1 volume scattering over NASA SnowEx sites Z. Hoppinen et al.
- Comparison of Machine Learning-Based Snow Depth Estimates and Development of a New Operational Retrieval Algorithm over China J. Yang et al.
- Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado R. Bonnell et al.
- Marginal snowpacks: The basis for a global definition and existing research needs J. López-Moreno et al.
- Investigating the Impact of Optical Snow Cover Data on L-Band InSAR Snow Water Equivalent Retrievals J. Tarricone et al.
- Advancing terrestrial snow depth monitoring with machine learning and L-band InSAR data: a case study using NASA’s SnowEx 2017 data I. Alabi et al.
- High‐resolution snow depth prediction using Random Forest algorithm with topographic parameters: A case study in the Greiner watershed, Nunavut J. Meloche et al.
- Deriving Snow Depth From ICESat-2 Lidar Multiple Scattering Measurements Y. Hu et al.
- Review article: Global monitoring of snow water equivalent using high-frequency radar remote sensing L. Tsang et al.
- Constraining Mountain Streamflow Constituents by Integrating Citizen Scientist Acquired Geochemical Samples and Sentinel‐1 SAR Wet Snow Time‐Series for the Shimshal Catchment in the Karakoram Mountains of Pakistan J. Lund et al.
- Combined Sentinel-1 and Sentinel-2 Imagery for Destroyed Building Classification in Gaza Strip With Random Forest X. Li et al.
- Snow accumulation, albedo and melt patterns following road construction on permafrost, Inuvik–Tuktoyaktuk Highway, Canada J. Hammar et al.
- Deriving Snow Depth From ICESat-2 Lidar Multiple Scattering Measurements: Uncertainty Analyses X. Lu et al.
- C-Band Radar-Based Improved Snow Depth Estimation (C-RISE) in the Indian Western Himalayas and Colorado Rocky Mountains R. Chandra Prabha et al.
- Snow depth derived from Sentinel-1 compared to in situ observations in northern Finland A. Lemos & A. Riihelä
- Detecting Fresh Supraglacial Deposits Through Change Detection on Sentinel-2 Multispectral and Sentinel-1 GRD Data C. Crippa et al.
- Estimating snow depth based on dual polarimetric radar index from Sentinel-1 GRD data: A case study in the Scandinavian Mountains T. Feng et al.
- Scale patterns of the Sentinel-1 SAR-based snow depth product compared with station measurements and airborne LiDAR observations J. Ying et al.
- Operational snow-hydrological modeling for Switzerland R. Mott et al.
- Comparison of snowmelt timing estimates from Sentinel-1 SAR and surface observations in British Columbia, Canada S. Darychuk et al.
- Retrieval of snow depth using synthetic aperture radar: past, current, and future Z. Li et al.
- Characterizing biases in accuracy comparison of multiple snow products by error decomposition over the Tibetan Plateau Z. Zhu et al.
- A Digital Twin of the terrestrial water cycle: a glimpse into the future through high-resolution Earth observations L. Brocca et al.
- Operation, Expansion, and Improvement of the Snow Load Alert System “YukioroSignal” H. Hirashima et al.
- Subgridding high-resolution numerical weather forecast in the Canadian Selkirk mountain range for local snow modeling in a remote sensing perspective P. Billecocq et al.
- Spatio-temporal information propagation using sparse observations in hyper-resolution ensemble-based snow data assimilation E. Alonso-González et al.
- Sensitivity of Sentinel-1 C-band SAR backscatter, polarimetry and interferometry to snow accumulation in the Alps J. Jans et al.
- Integration of Strong Fluctuation Theory With Rough Soil Models for Improving Snow Backscattering Simulations F. Baroni et al.
- Estimating spatiotemporally continuous snow water equivalent from intermittent satellite observations: an evaluation using synthetic data X. Ma et al.
- Estimating high-resolution snow depth over the North Hemisphere mountains utilizing active microwave backscatter and machine learning Z. Ni et al.
- A machine learning approach for estimating snow depth across the European Alps from Sentinel-1 imagery D. Dunmire et al.
- Soil moisture retrieval from Sentinel-1: Lessons learned after more than a decade in orbit M. Rahmati et al.
- Evaluation of the Sentinel-1 SAR-based snow depth product over the Northern Hemisphere J. Ying et al.
- Wflow_sbm v0.7.3, a spatially distributed hydrological model: from global data to local applications W. van Verseveld et al.
- Identifying snowfall elevation patterns by assimilating satellite-based snow depth retrievals M. Girotto et al.
- Neural network-based snow depth retrieval from AMSR-2 brightness temperatures using ICESat-2 measurement as ground truth S. Sun-Mack et al.
- Ground-Based Oblique-View Photogrammetry and Sentinel-1 Spaceborne RADAR Reflectivity Snow Melt Processes Assessment on an Arctic Glacier J. Friedt et al.
- Retrieving snow depth distribution by downscaling ERA5 Reanalysis with ICESat-2 laser altimetry Z. Liu et al.
- Potential of the Bi-Static SAR Satellite Companion Mission Harmony for Land-Ice Observations A. Kääb et al.
- Airborne Multichannel UWB FMCW Radar for Snow Depth Measurements S. Kolpuke et al.
- Evaluation of high-resolution snowpack simulations from global datasets and comparison with Sentinel-1 snow depth retrievals in the Sierra Nevada, USA L. Sourp et al.
- Evaluating the utility of active microwave observations as a snow mission concept using observing system simulation experiments E. Cho et al.
- Study of contaminated snow cover using remote sensing in the Eastern Himalayas of Arunachal Pradesh, India M. Singh et al.
- Spatial Dispersion and Non-Negative Matrix Factorization of SAR Backscattering as Tools for Monitoring Snow Depth Evolution in Mountain Areas: A Case Study at Central Pyrenees (Spain) A. Amoruso et al.
- Perspective on satellite-based land data assimilation to estimate water cycle components in an era of advanced data availability and model sophistication G. De Lannoy et al.
- MAPunet: High-resolution snow depth mapping through U-Net pixel-wise regression A. Betato et al.
- Characterizing the spatial distribution of field-scale snowpack using unpiloted aerial system (UAS) lidar and structure-from-motion (SfM) photogrammetry E. Cho et al.
- Estimating snow accumulation and ablation with L-band interferometric synthetic aperture radar (InSAR) J. Tarricone et al.
- Spatially distributed snow depth, bulk density, and snow water equivalent from ground-based and airborne sensor integration at Grand Mesa, Colorado, USA T. Meehan et al.
- Snow detection in alpine regions with Convolutional Neural Networks: discriminating snow from cold clouds and water body Y. Lu et al.
- Investigation of Environmental Effects on Coherence Loss in SAR Interferometry for Snow Water Equivalent Retrieval J. Ruiz et al.
- Comparison of Three Different Random Forest Approaches to Retrieve Daily High-Resolution Snow Cover Maps from MODIS and Sentinel-2 in a Mountain Area, Gran Paradiso National Park (NW Alps) C. Richiardi et al.
- Monitoring Snowmelt in Mountainous Areas by Considering SAR Geometric Distortion From Ascending and Descending Orbits Y. Zhang et al.
- A long-term daily gridded snow depth dataset for the Northern Hemisphere from 1980 to 2019 based on machine learning Y. Hu et al.
- Snow depth retrieval method for PolSAR data using multi-parameters snow backscattering model H. Qiao et al.
- Airborne Dual-Polarized Ku-Band FMCW Synthetic Aperture Radar for Snow Measurements S. Kolpuke et al.
- A combined data assimilation and deep learning approach for continuous spatio-temporal SWE reconstruction from sparse ground tracks M. Guidicelli et al.
- Exploring the use of multi-source high-resolution satellite data for snow water equivalent reconstruction over mountainous catchments V. Premier et al.
- An improvement in ICESat-2 ATL03 snow depth estimation: a case study in the Tuolumne Basin, USA T. Chen et al.
- Tower-based C-band radar measurements of an alpine snowpack I. Brangers et al.
- Creating probability maps for avalanche hazardous areas reflecting snowpack uncertainty updates T. Tanabe et al.
- Snowpack relative permittivity and density derived from near‐coincident lidar and ground‐penetrating radar R. Bonnell et al.
- Multifeature GNSS-R Snow Depth Retrieval Using GA-BP Neural Network W. Liu et al.
- Assessment of L-band InSAR snow estimation techniques over a shallow, heterogeneous prairie snowpack R. Palomaki & E. Sproles
- Mountain Snow Depth Retrieval From Optical and Passive Microwave Remote Sensing Using Machine Learning C. Xiong et al.
- Advancing snow data assimilation with a dynamic observation uncertainty D. Dunmire et al.
- Snow depth sensitivity to mean temperature, precipitation, and elevation in the Austrian and Swiss Alps M. Switanek et al.
- Reanalyzing the spatial representativeness of snow depth at automated monitoring stations using airborne lidar data J. Herbert et al.
- When and where does water originate? Leveraging stable water isotopes and Synthetic Aperture Radar to assess the hydrology of a snow-dominated watershed in Southwestern Montana L. Rickenbaugh et al.
- Influence of snowpack properties and local incidence angle on SAR signal depolarization: a mathematical model for high-resolution snow depth estimation A. Mariani et al.
- Passive Microwave Remote Sensing of Snow Depth: Techniques, Challenges and Future Directions S. Tanniru & R. Ramsankaran
- Snow water equivalent retrieval over Idaho – Part 1: Using Sentinel-1 repeat-pass interferometry S. Oveisgharan et al.
- Snow depth retrieval from microwave remote sensing by combining wavelet transform and machine learning models in Northern Xinjiang, China H. Hou et al.
- Forest Snow Depth Estimation Based on Optimized Features and DNN Network Using C-Band SAR Data G. Yu et al.
- Interpreting Sentinel-1 SAR Backscatter Signals of Snowpack Surface Melt/Freeze, Warming, and Ripening, through Field Measurements and Physically-Based SnowModel J. Lund et al.
- Data Processing Technology for the Forecasting of the Water Inflow into a Reservoir with the Use of Earth Remote Sensing and the Network of Meteorological and Hydrological Posts S. Eroshenko et al.
- Evaluating the utility of Sentinel-1 in a Data Assimilation System for estimating snow depth in a mountainous basin B. Mirza et al.
- A Snow Depth Retrieval Method Based on Super-Resolution Brightness Temperature Reconstruction and Multimodal Feature Synergy Y. Bai et al.
- Advances and prospects in reconstruction approaches for snow cover mapping using polar-orbiting satellites J. Zhang et al.
- Intercomparison of Earth Observation products for hyper-resolution hydrological modelling over Europe A. García-García et al.
- HESS Opinions: Towards a common vision for the future of hydrological observatories P. Nasta et al.
- Capability assessment of Sentinel-1 data for estimation of snow hydrological potential in the Khanabad watershed in the Hindu Kush Himalayas of Afghanistan A. Mahmoodzada et al.
- Combining Daily Sensor Observations and Spatial LiDAR Data for Mapping Snow Water Equivalent in a Sub‐Alpine Forest J. Geissler et al.
- Assimilation of L-band interferometric synthetic aperture radar (InSAR) snow depth retrievals for improved snowpack quantification P. Shrestha & A. Barros
- Sentinel-1 time series for mapping snow cover depletion and timing of snowmelt in Arctic periglacial environments: case study from Zackenberg and Kobbefjord, Greenland S. Buchelt et al.
- Learning to filter: snow data assimilation using a Long Short-Term Memory network G. Blandini et al.
- Water Balance in Alpine Catchments by Sentinel Data R. Perico et al.
- Remote sensing of mountain snow from space: status and recommendations S. Gascoin et al.
- L-Band Full-Wave Simulations of the Effective Permittivity of Bi/Tri-Continuous Media With Applications to Firn Aquifer in Polar Regions and Terrestrial Wet Snow Z. Huang et al.
- Impact of a Thin Inhomogeneous Snow Layer on a Microwave Corner Reflector RADAR Cross Section: Consequences for Spaceborne Remote Sensing J. Friedt
- Impact of Surface-Volume Scattering Interaction on C-Band Radar Depolarization Signal in Snow-Covered Regions C. Xiong et al.
- C-Band Radar Measurements in a Snow-Covered Boreal Forest Environment I. Brangers et al.
- Recent Advances in Snow Monitoring from Local to Global Scales J. Revuelto et al.
- Drought in Northern Italy: Long Earth Observation Time Series Reveal Snow Line Elevation to Be Several Hundred Meters Above Long-Term Average in 2022 J. Koehler et al.
- A Synthetic Aperture Radar Based Method for Long Term Monitoring of Seasonal Snowmelt and Wintertime Rain-On-Snow Events in Svalbard H. Vickers et al.
- Exploring D-Pol-InSAR Coherence Regions for Snow Water Equivalent Estimation K. Belinska et al.
- Evaluation of snow depth retrievals from ICESat-2 using airborne laser-scanning data C. Deschamps-Berger et al.
- A New Operational Northern Hemisphere Snow Water Equivalent Retrieval Algorithm for FY-3F/MWRI-II Based on Pixel-Based Regression Coefficients J. Yang et al.
- Snow Depth Estimation Based on STCTNet for Sentinel-1 and Multisource Data Q. Cheng et al.
99 citations as recorded by crossref.
- Evaluating snow depth retrievals from Sentinel-1 volume scattering over NASA SnowEx sites Z. Hoppinen et al.
- Comparison of Machine Learning-Based Snow Depth Estimates and Development of a New Operational Retrieval Algorithm over China J. Yang et al.
- Evaluating L-band InSAR snow water equivalent retrievals with repeat ground-penetrating radar and terrestrial lidar surveys in northern Colorado R. Bonnell et al.
- Marginal snowpacks: The basis for a global definition and existing research needs J. López-Moreno et al.
- Investigating the Impact of Optical Snow Cover Data on L-Band InSAR Snow Water Equivalent Retrievals J. Tarricone et al.
- Advancing terrestrial snow depth monitoring with machine learning and L-band InSAR data: a case study using NASA’s SnowEx 2017 data I. Alabi et al.
- High‐resolution snow depth prediction using Random Forest algorithm with topographic parameters: A case study in the Greiner watershed, Nunavut J. Meloche et al.
- Deriving Snow Depth From ICESat-2 Lidar Multiple Scattering Measurements Y. Hu et al.
- Review article: Global monitoring of snow water equivalent using high-frequency radar remote sensing L. Tsang et al.
- Constraining Mountain Streamflow Constituents by Integrating Citizen Scientist Acquired Geochemical Samples and Sentinel‐1 SAR Wet Snow Time‐Series for the Shimshal Catchment in the Karakoram Mountains of Pakistan J. Lund et al.
- Combined Sentinel-1 and Sentinel-2 Imagery for Destroyed Building Classification in Gaza Strip With Random Forest X. Li et al.
- Snow accumulation, albedo and melt patterns following road construction on permafrost, Inuvik–Tuktoyaktuk Highway, Canada J. Hammar et al.
- Deriving Snow Depth From ICESat-2 Lidar Multiple Scattering Measurements: Uncertainty Analyses X. Lu et al.
- C-Band Radar-Based Improved Snow Depth Estimation (C-RISE) in the Indian Western Himalayas and Colorado Rocky Mountains R. Chandra Prabha et al.
- Snow depth derived from Sentinel-1 compared to in situ observations in northern Finland A. Lemos & A. Riihelä
- Detecting Fresh Supraglacial Deposits Through Change Detection on Sentinel-2 Multispectral and Sentinel-1 GRD Data C. Crippa et al.
- Estimating snow depth based on dual polarimetric radar index from Sentinel-1 GRD data: A case study in the Scandinavian Mountains T. Feng et al.
- Scale patterns of the Sentinel-1 SAR-based snow depth product compared with station measurements and airborne LiDAR observations J. Ying et al.
- Operational snow-hydrological modeling for Switzerland R. Mott et al.
- Comparison of snowmelt timing estimates from Sentinel-1 SAR and surface observations in British Columbia, Canada S. Darychuk et al.
- Retrieval of snow depth using synthetic aperture radar: past, current, and future Z. Li et al.
- Characterizing biases in accuracy comparison of multiple snow products by error decomposition over the Tibetan Plateau Z. Zhu et al.
- A Digital Twin of the terrestrial water cycle: a glimpse into the future through high-resolution Earth observations L. Brocca et al.
- Operation, Expansion, and Improvement of the Snow Load Alert System “YukioroSignal” H. Hirashima et al.
- Subgridding high-resolution numerical weather forecast in the Canadian Selkirk mountain range for local snow modeling in a remote sensing perspective P. Billecocq et al.
- Spatio-temporal information propagation using sparse observations in hyper-resolution ensemble-based snow data assimilation E. Alonso-González et al.
- Sensitivity of Sentinel-1 C-band SAR backscatter, polarimetry and interferometry to snow accumulation in the Alps J. Jans et al.
- Integration of Strong Fluctuation Theory With Rough Soil Models for Improving Snow Backscattering Simulations F. Baroni et al.
- Estimating spatiotemporally continuous snow water equivalent from intermittent satellite observations: an evaluation using synthetic data X. Ma et al.
- Estimating high-resolution snow depth over the North Hemisphere mountains utilizing active microwave backscatter and machine learning Z. Ni et al.
- A machine learning approach for estimating snow depth across the European Alps from Sentinel-1 imagery D. Dunmire et al.
- Soil moisture retrieval from Sentinel-1: Lessons learned after more than a decade in orbit M. Rahmati et al.
- Evaluation of the Sentinel-1 SAR-based snow depth product over the Northern Hemisphere J. Ying et al.
- Wflow_sbm v0.7.3, a spatially distributed hydrological model: from global data to local applications W. van Verseveld et al.
- Identifying snowfall elevation patterns by assimilating satellite-based snow depth retrievals M. Girotto et al.
- Neural network-based snow depth retrieval from AMSR-2 brightness temperatures using ICESat-2 measurement as ground truth S. Sun-Mack et al.
- Ground-Based Oblique-View Photogrammetry and Sentinel-1 Spaceborne RADAR Reflectivity Snow Melt Processes Assessment on an Arctic Glacier J. Friedt et al.
- Retrieving snow depth distribution by downscaling ERA5 Reanalysis with ICESat-2 laser altimetry Z. Liu et al.
- Potential of the Bi-Static SAR Satellite Companion Mission Harmony for Land-Ice Observations A. Kääb et al.
- Airborne Multichannel UWB FMCW Radar for Snow Depth Measurements S. Kolpuke et al.
- Evaluation of high-resolution snowpack simulations from global datasets and comparison with Sentinel-1 snow depth retrievals in the Sierra Nevada, USA L. Sourp et al.
- Evaluating the utility of active microwave observations as a snow mission concept using observing system simulation experiments E. Cho et al.
- Study of contaminated snow cover using remote sensing in the Eastern Himalayas of Arunachal Pradesh, India M. Singh et al.
- Spatial Dispersion and Non-Negative Matrix Factorization of SAR Backscattering as Tools for Monitoring Snow Depth Evolution in Mountain Areas: A Case Study at Central Pyrenees (Spain) A. Amoruso et al.
- Perspective on satellite-based land data assimilation to estimate water cycle components in an era of advanced data availability and model sophistication G. De Lannoy et al.
- MAPunet: High-resolution snow depth mapping through U-Net pixel-wise regression A. Betato et al.
- Characterizing the spatial distribution of field-scale snowpack using unpiloted aerial system (UAS) lidar and structure-from-motion (SfM) photogrammetry E. Cho et al.
- Estimating snow accumulation and ablation with L-band interferometric synthetic aperture radar (InSAR) J. Tarricone et al.
- Spatially distributed snow depth, bulk density, and snow water equivalent from ground-based and airborne sensor integration at Grand Mesa, Colorado, USA T. Meehan et al.
- Snow detection in alpine regions with Convolutional Neural Networks: discriminating snow from cold clouds and water body Y. Lu et al.
- Investigation of Environmental Effects on Coherence Loss in SAR Interferometry for Snow Water Equivalent Retrieval J. Ruiz et al.
- Comparison of Three Different Random Forest Approaches to Retrieve Daily High-Resolution Snow Cover Maps from MODIS and Sentinel-2 in a Mountain Area, Gran Paradiso National Park (NW Alps) C. Richiardi et al.
- Monitoring Snowmelt in Mountainous Areas by Considering SAR Geometric Distortion From Ascending and Descending Orbits Y. Zhang et al.
- A long-term daily gridded snow depth dataset for the Northern Hemisphere from 1980 to 2019 based on machine learning Y. Hu et al.
- Snow depth retrieval method for PolSAR data using multi-parameters snow backscattering model H. Qiao et al.
- Airborne Dual-Polarized Ku-Band FMCW Synthetic Aperture Radar for Snow Measurements S. Kolpuke et al.
- A combined data assimilation and deep learning approach for continuous spatio-temporal SWE reconstruction from sparse ground tracks M. Guidicelli et al.
- Exploring the use of multi-source high-resolution satellite data for snow water equivalent reconstruction over mountainous catchments V. Premier et al.
- An improvement in ICESat-2 ATL03 snow depth estimation: a case study in the Tuolumne Basin, USA T. Chen et al.
- Tower-based C-band radar measurements of an alpine snowpack I. Brangers et al.
- Creating probability maps for avalanche hazardous areas reflecting snowpack uncertainty updates T. Tanabe et al.
- Snowpack relative permittivity and density derived from near‐coincident lidar and ground‐penetrating radar R. Bonnell et al.
- Multifeature GNSS-R Snow Depth Retrieval Using GA-BP Neural Network W. Liu et al.
- Assessment of L-band InSAR snow estimation techniques over a shallow, heterogeneous prairie snowpack R. Palomaki & E. Sproles
- Mountain Snow Depth Retrieval From Optical and Passive Microwave Remote Sensing Using Machine Learning C. Xiong et al.
- Advancing snow data assimilation with a dynamic observation uncertainty D. Dunmire et al.
- Snow depth sensitivity to mean temperature, precipitation, and elevation in the Austrian and Swiss Alps M. Switanek et al.
- Reanalyzing the spatial representativeness of snow depth at automated monitoring stations using airborne lidar data J. Herbert et al.
- When and where does water originate? Leveraging stable water isotopes and Synthetic Aperture Radar to assess the hydrology of a snow-dominated watershed in Southwestern Montana L. Rickenbaugh et al.
- Influence of snowpack properties and local incidence angle on SAR signal depolarization: a mathematical model for high-resolution snow depth estimation A. Mariani et al.
- Passive Microwave Remote Sensing of Snow Depth: Techniques, Challenges and Future Directions S. Tanniru & R. Ramsankaran
- Snow water equivalent retrieval over Idaho – Part 1: Using Sentinel-1 repeat-pass interferometry S. Oveisgharan et al.
- Snow depth retrieval from microwave remote sensing by combining wavelet transform and machine learning models in Northern Xinjiang, China H. Hou et al.
- Forest Snow Depth Estimation Based on Optimized Features and DNN Network Using C-Band SAR Data G. Yu et al.
- Interpreting Sentinel-1 SAR Backscatter Signals of Snowpack Surface Melt/Freeze, Warming, and Ripening, through Field Measurements and Physically-Based SnowModel J. Lund et al.
- Data Processing Technology for the Forecasting of the Water Inflow into a Reservoir with the Use of Earth Remote Sensing and the Network of Meteorological and Hydrological Posts S. Eroshenko et al.
- Evaluating the utility of Sentinel-1 in a Data Assimilation System for estimating snow depth in a mountainous basin B. Mirza et al.
- A Snow Depth Retrieval Method Based on Super-Resolution Brightness Temperature Reconstruction and Multimodal Feature Synergy Y. Bai et al.
- Advances and prospects in reconstruction approaches for snow cover mapping using polar-orbiting satellites J. Zhang et al.
- Intercomparison of Earth Observation products for hyper-resolution hydrological modelling over Europe A. García-García et al.
- HESS Opinions: Towards a common vision for the future of hydrological observatories P. Nasta et al.
- Capability assessment of Sentinel-1 data for estimation of snow hydrological potential in the Khanabad watershed in the Hindu Kush Himalayas of Afghanistan A. Mahmoodzada et al.
- Combining Daily Sensor Observations and Spatial LiDAR Data for Mapping Snow Water Equivalent in a Sub‐Alpine Forest J. Geissler et al.
- Assimilation of L-band interferometric synthetic aperture radar (InSAR) snow depth retrievals for improved snowpack quantification P. Shrestha & A. Barros
- Sentinel-1 time series for mapping snow cover depletion and timing of snowmelt in Arctic periglacial environments: case study from Zackenberg and Kobbefjord, Greenland S. Buchelt et al.
- Learning to filter: snow data assimilation using a Long Short-Term Memory network G. Blandini et al.
- Water Balance in Alpine Catchments by Sentinel Data R. Perico et al.
- Remote sensing of mountain snow from space: status and recommendations S. Gascoin et al.
- L-Band Full-Wave Simulations of the Effective Permittivity of Bi/Tri-Continuous Media With Applications to Firn Aquifer in Polar Regions and Terrestrial Wet Snow Z. Huang et al.
- Impact of a Thin Inhomogeneous Snow Layer on a Microwave Corner Reflector RADAR Cross Section: Consequences for Spaceborne Remote Sensing J. Friedt
- Impact of Surface-Volume Scattering Interaction on C-Band Radar Depolarization Signal in Snow-Covered Regions C. Xiong et al.
- C-Band Radar Measurements in a Snow-Covered Boreal Forest Environment I. Brangers et al.
- Recent Advances in Snow Monitoring from Local to Global Scales J. Revuelto et al.
- Drought in Northern Italy: Long Earth Observation Time Series Reveal Snow Line Elevation to Be Several Hundred Meters Above Long-Term Average in 2022 J. Koehler et al.
- A Synthetic Aperture Radar Based Method for Long Term Monitoring of Seasonal Snowmelt and Wintertime Rain-On-Snow Events in Svalbard H. Vickers et al.
- Exploring D-Pol-InSAR Coherence Regions for Snow Water Equivalent Estimation K. Belinska et al.
- Evaluation of snow depth retrievals from ICESat-2 using airborne laser-scanning data C. Deschamps-Berger et al.
- A New Operational Northern Hemisphere Snow Water Equivalent Retrieval Algorithm for FY-3F/MWRI-II Based on Pixel-Based Regression Coefficients J. Yang et al.
- Snow Depth Estimation Based on STCTNet for Sentinel-1 and Multisource Data Q. Cheng et al.
Saved (final revised paper)
Latest update: 06 May 2026
Short summary
Snow depth observations at high spatial resolution from the Sentinel-1 satellite mission are presented over the European Alps. The novel observations can improve our knowledge of seasonal snow mass in areas with complex topography, where satellite-based estimates are currently lacking, and benefit a number of applications including water resource management, flood forecasting, and numerical weather prediction.
Snow depth observations at high spatial resolution from the Sentinel-1 satellite mission are...