Articles | Volume 10, issue 4
https://doi.org/10.5194/tc-10-1361-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/tc-10-1361-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Mapping snow depth in open alpine terrain from stereo satellite imagery
R. Marti
Géographie de l'Environnement (GEODE), UT2J/CNRS, Toulouse, France
Centre d'Etudes Spatiales de la Biosphère (CESBIO), UPS/CNRS/IRD/CNES, Toulouse, France
Centre d'Etudes Spatiales de la Biosphère (CESBIO), UPS/CNRS/IRD/CNES, Toulouse, France
E. Berthier
Laboratoire d'Etudes en Géophysique et Océanographie Spatiales, (LEGOS), UPS/CNRS/IRD/CNES, Toulouse, France
M. de Pinel
GeoFalco, Longages, France
T. Houet
Géographie de l'Environnement (GEODE), UT2J/CNRS, Toulouse, France
D. Laffly
Géographie de l'Environnement (GEODE), UT2J/CNRS, Toulouse, France
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Cited
90 citations as recorded by crossref.
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- Mapping snow depth and spatial variability using SFM photogrammetry of UAV images over rugged mountainous regions of the Western Himalaya S. Dewali et al. 10.1080/10106049.2022.2127923
- Improving Mountain Snow and Land Cover Mapping Using Very-High-Resolution (VHR) Optical Satellite Images and Random Forest Machine Learning Models J. Hu & D. Shean 10.3390/rs14174227
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- Light and Shadow in Mapping Alpine Snowpack With Unmanned Aerial Vehicles in the Absence of Ground Control Points J. Revuelto et al. 10.1029/2020WR028980
- 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. 10.5194/tc-18-3253-2024
- Repeat mapping of snow depth across an alpine catchment with RPAS photogrammetry T. Redpath et al. 10.5194/tc-12-3477-2018
- Cryosphere–groundwater connectivity is a missing link in the mountain water cycle M. van Tiel et al. 10.1038/s44221-024-00277-8
- Six Consecutive Seasons of High‐Resolution Mountain Snow Depth Maps From Satellite Stereo Imagery J. Hu et al. 10.1029/2023GL104871
- Too much of a good thing? the role of detailed UAV imagery in characterizing large-scale badland drainage characteristics in South-Eastern Spain A. Nobajas et al. 10.1080/01431161.2016.1274450
- Improving SWE Estimation With Data Assimilation: The Influence of Snow Depth Observation Timing and Uncertainty E. Smyth et al. 10.1029/2019WR026853
- Characterising spatio-temporal variability in seasonal snow cover at a regional scale from MODIS data: the Clutha Catchment, New Zealand T. Redpath et al. 10.5194/hess-23-3189-2019
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- Multi-decadal mass balance series of three Kyrgyz glaciers inferred from modelling constrained with repeated snow line observations M. Barandun et al. 10.5194/tc-12-1899-2018
- Évolution recente des glaciers du Vignemale (2013-2017) S. Gascoin & P. René 10.3989/pirineos.2018.173004
- Spatio-temporal variability of surface mass balance in the accumulation zone of the Mer de Glace, French Alps, from multitemporal terrestrial LiDAR measurements M. Réveillet et al. 10.1017/jog.2020.92
- Measuring prairie snow water equivalent with combined UAV-borne gamma spectrometry and lidar P. Harder et al. 10.5194/tc-18-3277-2024
- Winter mass balance of Drangajökull ice cap (NW Iceland) derived from satellite sub-meter stereo images J. Belart et al. 10.5194/tc-11-1501-2017
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- Interactive Generation of Time‐evolving, Snow‐Covered Landscapes with Avalanches G. Cordonnier et al. 10.1111/cgf.13379
- Assessing the seasonal evolution of snow depth spatial variability and scaling in complex mountain terrain Z. Miller et al. 10.5194/tc-16-4907-2022
- Centimetric Accuracy in Snow Depth Using Unmanned Aerial System Photogrammetry and a MultiStation F. Avanzi et al. 10.3390/rs10050765
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- Intercomparison of photogrammetric platforms for spatially continuous snow depth mapping L. Eberhard et al. 10.5194/tc-15-69-2021
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- Anisotropy of seasonal snow measured by polarimetric phase differences in radar time series S. Leinss et al. 10.5194/tc-10-1771-2016
- Applications of ArcticDEM for measuring volcanic dynamics, landslides, retrogressive thaw slumps, snowdrifts, and vegetation heights C. Dai et al. 10.1016/j.srs.2024.100130
- Effect of Digital Elevation Model Resolution on the Simulation of the Snow Cover Evolution in the High Atlas M. Baba et al. 10.1029/2018WR023789
- Deriving High Spatial-Resolution Coastal Topography From Sub-meter Satellite Stereo Imagery L. Almeida et al. 10.3390/rs11050590
- The Utility of Optical Satellite Winter Snow Depths for Initializing a Glacio‐Hydrological Model of a High‐Elevation, Andean Catchment T. Shaw et al. 10.1029/2020WR027188
- Aufeis thickness and volume estimations from stereo satellite imagery and terrestrial photographs: Evidence from Central Ladakh, India D. Brombierstäudl et al. 10.1016/j.scitotenv.2024.176180
- Snowdrift Landscape Patterns: An Arctic Investigation C. Parr et al. 10.1029/2020WR027823
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- Monitoring of Snow Cover Ablation Using Very High Spatial Resolution Remote Sensing Datasets R. Eker et al. 10.3390/rs11060699
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- Recent Deceleration of the Ice Elevation Change of Ecology Glacier (King George Island, Antarctica) M. Pętlicki et al. 10.3390/rs9060520
- The evaluation of the potential of global data products for snow hydrological modelling in ungauged high-alpine catchments M. Weber et al. 10.5194/hess-25-2869-2021
- Monitoring Spatial and Temporal Differences in Andean Snow Depth Derived From Satellite Tri-Stereo Photogrammetry T. Shaw et al. 10.3389/feart.2020.579142
- Alpine Shrubs Have Benefited More than Trees from 20th Century Warming in the French Pyrenees L. Francon et al. 10.2139/ssrn.4180437
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- A CA–Markov-Based Simulation and Prediction of LULC Changes over the Nyabarongo River Basin, Rwanda A. Gasirabo et al. 10.3390/land12091788
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89 citations as recorded by crossref.
- Reanalysing the 2007–19 glaciological mass-balance series of Mera Glacier, Nepal, Central Himalaya, using geodetic mass balance P. Wagnon et al. 10.1017/jog.2020.88
- MODIS Does Not Capture the Spatial Heterogeneity of Snow Cover Induced by Solar Radiation H. Bouamri et al. 10.3389/feart.2021.640250
- Mapping snow depth and spatial variability using SFM photogrammetry of UAV images over rugged mountainous regions of the Western Himalaya S. Dewali et al. 10.1080/10106049.2022.2127923
- Improving Mountain Snow and Land Cover Mapping Using Very-High-Resolution (VHR) Optical Satellite Images and Random Forest Machine Learning Models J. Hu & D. Shean 10.3390/rs14174227
- SnowPappus v1.0, a blowing-snow model for large-scale applications of the Crocus snow scheme M. Baron et al. 10.5194/gmd-17-1297-2024
- Snowmelt Dynamics in a Temperate Glacier Using Sentinel-1 SAR Images: A Case Study on Saint-Sorlin Glacier, French Alps C. Turbé et al. 10.1109/JSTARS.2024.3384030
- Light and Shadow in Mapping Alpine Snowpack With Unmanned Aerial Vehicles in the Absence of Ground Control Points J. Revuelto et al. 10.1029/2020WR028980
- 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. 10.5194/tc-18-3253-2024
- Repeat mapping of snow depth across an alpine catchment with RPAS photogrammetry T. Redpath et al. 10.5194/tc-12-3477-2018
- Cryosphere–groundwater connectivity is a missing link in the mountain water cycle M. van Tiel et al. 10.1038/s44221-024-00277-8
- Six Consecutive Seasons of High‐Resolution Mountain Snow Depth Maps From Satellite Stereo Imagery J. Hu et al. 10.1029/2023GL104871
- Too much of a good thing? the role of detailed UAV imagery in characterizing large-scale badland drainage characteristics in South-Eastern Spain A. Nobajas et al. 10.1080/01431161.2016.1274450
- Improving SWE Estimation With Data Assimilation: The Influence of Snow Depth Observation Timing and Uncertainty E. Smyth et al. 10.1029/2019WR026853
- Characterising spatio-temporal variability in seasonal snow cover at a regional scale from MODIS data: the Clutha Catchment, New Zealand T. Redpath et al. 10.5194/hess-23-3189-2019
- Mapping snow depth and volume at the alpine watershed scale from aerial imagery using Structure from Motion J. Meyer et al. 10.3389/feart.2022.989792
- Peatland Contribution to Stream Organic Carbon Exports From a Montane Watershed T. Rosset et al. 10.1029/2019JG005142
- Recent advances in the remote sensing of alpine snow: a review S. Awasthi & D. Varade 10.1080/15481603.2021.1946938
- The Multiple Snow Data Assimilation System (MuSA v1.0) E. Alonso-González et al. 10.5194/gmd-15-9127-2022
- Impact of Modern Technologies on the Organization of the Cadastral Data Modernization Process K. Kocur-Bera & I. Grzelka 10.3390/su142416649
- Evaluating precipitation corrections to enhance high-alpine hydrological modeling T. Pulka et al. 10.1016/j.jhydrol.2024.132202
- Accounting for permafrost creep in high-resolution snow depth mapping by modelling sub-snow ground deformation J. Goetz et al. 10.1016/j.rse.2019.111275
- Multi-decadal mass balance series of three Kyrgyz glaciers inferred from modelling constrained with repeated snow line observations M. Barandun et al. 10.5194/tc-12-1899-2018
- Évolution recente des glaciers du Vignemale (2013-2017) S. Gascoin & P. René 10.3989/pirineos.2018.173004
- Spatio-temporal variability of surface mass balance in the accumulation zone of the Mer de Glace, French Alps, from multitemporal terrestrial LiDAR measurements M. Réveillet et al. 10.1017/jog.2020.92
- Measuring prairie snow water equivalent with combined UAV-borne gamma spectrometry and lidar P. Harder et al. 10.5194/tc-18-3277-2024
- Winter mass balance of Drangajökull ice cap (NW Iceland) derived from satellite sub-meter stereo images J. Belart et al. 10.5194/tc-11-1501-2017
- Spatial variation in early‐winter snow cover determines local dynamics in a network of alpine butterfly populations J. Roland et al. 10.1111/ecog.05407
- Review of Snow Data Assimilation Methods for Hydrological, Land Surface, Meteorological and Climate Models: Results from a COST HarmoSnow Survey J. Helmert et al. 10.3390/geosciences8120489
- Alpine shrubs have benefited more than trees from 20th century warming at a treeline ecotone site in the French Pyrenees L. Francon et al. 10.1016/j.agrformet.2022.109284
- Volume Changes of Elbrus Glaciers From 1997 to 2017 S. Kutuzov et al. 10.3389/feart.2019.00153
- The role of liquid water percolation representation in estimating snow water equivalent in a Mediterranean mountain region (Mount Lebanon) A. Fayad & S. Gascoin 10.5194/hess-24-1527-2020
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- Interactive Generation of Time‐evolving, Snow‐Covered Landscapes with Avalanches G. Cordonnier et al. 10.1111/cgf.13379
- Assessing the seasonal evolution of snow depth spatial variability and scaling in complex mountain terrain Z. Miller et al. 10.5194/tc-16-4907-2022
- Centimetric Accuracy in Snow Depth Using Unmanned Aerial System Photogrammetry and a MultiStation F. Avanzi et al. 10.3390/rs10050765
- Ice cliff contribution to the tongue-wide ablation of Changri Nup Glacier, Nepal, central Himalaya F. Brun et al. 10.5194/tc-12-3439-2018
- Glacial Melt and Potential Impacts on Water Resources in the Canadian Rocky Mountains P. Castellazzi et al. 10.1029/2018WR024295
- Snow depth mapping from stereo satellite imagery in mountainous terrain: evaluation using airborne laser-scanning data C. Deschamps-Berger et al. 10.5194/tc-14-2925-2020
- Intercomparison of photogrammetric platforms for spatially continuous snow depth mapping L. Eberhard et al. 10.5194/tc-15-69-2021
- Remote sensing of the mountain cryosphere: Current capabilities and future opportunities for research L. Taylor et al. 10.1177/03091333211023690
- Machine learning model for snow depth estimation using a multisensory ubiquitous platform S. Nasim et al. 10.1007/s11629-021-7186-4
- Particle Filter Data Assimilation of Monthly Snow Depth Observations Improves Estimation of Snow Density and SWE E. Smyth et al. 10.1029/2018WR023400
- Mapping hazardous mining-induced sinkhole subsidence using unmanned aerial vehicle (drone) photogrammetry J. Suh & Y. Choi 10.1007/s12665-017-6458-3
- Improving the Spatial Distribution of Snow Cover Simulations by Assimilation of Satellite Stereoscopic Imagery C. Deschamps‐Berger et al. 10.1029/2021WR030271
- Anisotropy of seasonal snow measured by polarimetric phase differences in radar time series S. Leinss et al. 10.5194/tc-10-1771-2016
- Applications of ArcticDEM for measuring volcanic dynamics, landslides, retrogressive thaw slumps, snowdrifts, and vegetation heights C. Dai et al. 10.1016/j.srs.2024.100130
- Effect of Digital Elevation Model Resolution on the Simulation of the Snow Cover Evolution in the High Atlas M. Baba et al. 10.1029/2018WR023789
- Deriving High Spatial-Resolution Coastal Topography From Sub-meter Satellite Stereo Imagery L. Almeida et al. 10.3390/rs11050590
- The Utility of Optical Satellite Winter Snow Depths for Initializing a Glacio‐Hydrological Model of a High‐Elevation, Andean Catchment T. Shaw et al. 10.1029/2020WR027188
- Aufeis thickness and volume estimations from stereo satellite imagery and terrestrial photographs: Evidence from Central Ladakh, India D. Brombierstäudl et al. 10.1016/j.scitotenv.2024.176180
- Snowdrift Landscape Patterns: An Arctic Investigation C. Parr et al. 10.1029/2020WR027823
- Importance of sampling design to increase climate signal detection in shrub ring chronologies T. Pereira et al. 10.3112/erdkunde.2022.04.04
- Monitoring of Snow Cover Ablation Using Very High Spatial Resolution Remote Sensing Datasets R. Eker et al. 10.3390/rs11060699
- Fractional snow-covered area: scale-independent peak of winter parameterization N. Helbig et al. 10.5194/tc-15-615-2021
- Direct photogrammetry with multispectral imagery for UAV-based snow depth estimation K. Maier et al. 10.1016/j.isprsjprs.2022.01.020
- Recent Deceleration of the Ice Elevation Change of Ecology Glacier (King George Island, Antarctica) M. Pętlicki et al. 10.3390/rs9060520
- The evaluation of the potential of global data products for snow hydrological modelling in ungauged high-alpine catchments M. Weber et al. 10.5194/hess-25-2869-2021
- Monitoring Spatial and Temporal Differences in Andean Snow Depth Derived From Satellite Tri-Stereo Photogrammetry T. Shaw et al. 10.3389/feart.2020.579142
- Alpine Shrubs Have Benefited More than Trees from 20th Century Warming in the French Pyrenees L. Francon et al. 10.2139/ssrn.4180437
- Time‐Lapse Photogrammetry of Distributed Snow Depth During Snowmelt S. Filhol et al. 10.1029/2018WR024530
- Monitoring the Snowpack Volume in a Sinkhole on Mount Lebanon using Time Lapse Photogrammetry C. Chakra et al. 10.3390/s19183890
- Remote sensing of mountain snow from space: status and recommendations S. Gascoin et al. 10.3389/feart.2024.1381323
- Capturing the Diurnal Cycle of Land Surface Temperature Using an Unmanned Aerial Vehicle Y. Malbéteau et al. 10.3390/rs10091407
- Spatio-temporal information propagation using sparse observations in hyper-resolution ensemble-based snow data assimilation E. Alonso-González et al. 10.5194/hess-27-4637-2023
- Automated avalanche hazard indication mapping on a statewide scale Y. Bühler et al. 10.5194/nhess-22-1825-2022
- Spring snowmelt affects changes of alpine tundra vegetation in Changbai Mountains Y. Li et al. 10.1002/eco.2447
- Uncertainty Analysis of Digital Elevation Models by Spatial Inference From Stable Terrain R. Hugonnet et al. 10.1109/JSTARS.2022.3188922
- A CA–Markov-Based Simulation and Prediction of LULC Changes over the Nyabarongo River Basin, Rwanda A. Gasirabo et al. 10.3390/land12091788
- Estimation of snow depth in GIS environment from observation points on Z Gali region: A case study of NW Himalaya T. Arumugam et al. 10.1016/j.rineng.2024.101869
- Toward Snow Cover Estimation in Mountainous Areas Using Modern Data Assimilation Methods: A Review C. Largeron et al. 10.3389/feart.2020.00325
- Snow depth mapping with unpiloted aerial system lidar observations: a case study in Durham, New Hampshire, United States J. Jacobs et al. 10.5194/tc-15-1485-2021
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Latest update: 20 Nov 2024
Short summary
To date, there is no definitive approach to map snow depth in mountainous areas from spaceborne sensors. We used very-high-resolution stereo satellites imagery (Pléiades) to generate a map of snow depth in a small Pyrenean catchment. The validation results are promising and open the possibility to retrieve the snow depth at a metric horizontal resolution in remote mountainous areas, even when no field data are available.
To date, there is no definitive approach to map snow depth in mountainous areas from spaceborne...