Articles | Volume 17, issue 8
https://doi.org/10.5194/hess-17-3005-2013
© Author(s) 2013. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/hess-17-3005-2013
© Author(s) 2013. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Statistical modelling of the snow depth distribution in open alpine terrain
T. Grünewald
Cryos, School of Architecture, Civil and Environmental Engineering, École Polytechnique Fédérale de Lausanne, GRAO 402 – Station 2, 1015 Lausanne, Switzerland
WSL Institute for Snow and Avalanche Research SLF, Flüelastrasse 35, 7260 Davos, Switzerland
J. Stötter
Institute of Geography, University of Innsbruck, Innrain 52, 6020 Innsbruck, Austria
J. W. Pomeroy
Centre for Hydrology, University of Saskatchewan, 117 Science Place, Saskatoon, Saskatchewan, S7N 5C8, Canada
Antarctic Research Centre, Victoria University of Wellington, P.O. Box 600, Wellington, New Zealand
Institute of Environmental Engineering, ETH Zurich, 8093 Zurich, Switzerland
I. Moreno Baños
Institut Geològic de Catalunya, C/Balmes 209–211, 08006 Barcelona, Spain
J. Marturià
Institut Geològic de Catalunya, C/Balmes 209–211, 08006 Barcelona, Spain
M. Spross
Institute of Geography, University of Innsbruck, Innrain 52, 6020 Innsbruck, Austria
C. Hopkinson
Department of Geography, University of Lethbridge, 4401 University Drive West, Lethbridge, Alberta, T1K 3M4, Canada
P. Burlando
Institute of Environmental Engineering, ETH Zurich, 8093 Zurich, Switzerland
M. Lehning
Cryos, School of Architecture, Civil and Environmental Engineering, École Polytechnique Fédérale de Lausanne, GRAO 402 – Station 2, 1015 Lausanne, Switzerland
WSL Institute for Snow and Avalanche Research SLF, Flüelastrasse 35, 7260 Davos, Switzerland
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90 citations as recorded by crossref.
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- Improving glacio-hydrological model calibration and model performance in cold regions using satellite snow cover data B. Mohammadi et al. 10.1007/s13201-024-02102-9
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- Machine Learning Based Imputation of Mountain Snowpack Depth within an Operational LiDAR Sampling Framework in Southwest Alberta K. Cartwright et al. 10.1080/07038992.2021.1988540
- Centimetric Accuracy in Snow Depth Using Unmanned Aerial System Photogrammetry and a MultiStation F. Avanzi et al. 10.3390/rs10050765
- Continuous Spatio-Temporal High-Resolution Estimates of SWE Across the Swiss Alps – A Statistical Two-Step Approach for High-Mountain Topography M. Guidicelli et al. 10.3389/feart.2021.664648
- Modeling blowing snow accumulation downwind of an obstruction: The Ohara Eulerian particle distribution equation N. Kinar 10.1002/2017WR020731
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- Toward Snow Cover Estimation in Mountainous Areas Using Modern Data Assimilation Methods: A Review C. Largeron et al. 10.3389/feart.2020.00325
- Random forests as a tool to understand the snow depth distribution and its evolution in mountain areas J. Revuelto et al. 10.1002/hyp.13951
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- Time‐Lapse Photogrammetry of Distributed Snow Depth During Snowmelt S. Filhol et al. 10.1029/2018WR024530
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- Which empirical model is best suited to simulate glacier mass balances? M. RÉVEILLET et al. 10.1017/jog.2016.110
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- 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
- Combining snow, streamflow, and precipitation gauge observations to infer basin‐mean precipitation B. Henn et al. 10.1002/2015WR018564
- Optimizing embedded sensor network design for catchment-scale snow-depth estimation using LiDAR and machine learning C. Oroza et al. 10.1002/2016WR018896
- Snow redistribution for the hydrological modeling of alpine catchments D. Freudiger et al. 10.1002/wat2.1232
- Impact of Global Warming on Snow in Ski Areas: A Case Study Using a Regional Climate Simulation over the Interior Western United States C. Lackner et al. 10.1175/JAMC-D-20-0155.1
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- High‐resolution snow depth prediction using Random Forest algorithm with topographic parameters: A case study in the Greiner watershed, Nunavut J. Meloche et al. 10.1002/hyp.14546
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87 citations as recorded by crossref.
- High-Resolution Snow-Covered Area Mapping in Forested Mountain Ecosystems Using PlanetScope Imagery A. John et al. 10.3390/rs14143409
- Snow model sensitivity analysis to understand spatial and temporal snow dynamics in a high‐elevation catchment M. Engel et al. 10.1002/hyp.11314
- A conceptual model of avalanche hazard G. Statham et al. 10.1007/s11069-017-3070-5
- Sensing Area‐Average Snow Water Equivalent with Cosmic‐Ray Neutrons: The Influence of Fractional Snow Cover P. Schattan et al. 10.1029/2019WR025647
- Elevation dependency of mountain snow depth T. Grünewald et al. 10.5194/tc-8-2381-2014
- Comparing MODIS snow products Collection 5 with Collection 6 over Italian Central Apennines P. Da Ronco et al. 10.1080/01431161.2020.1714778
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- 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
- A STUDY ON SNOW DEPTH DISTRIBUTION ON WINDWARD SLOPE AND LEEWARD SLOPE USING AIRBORNE LASER SCANNING T. NISHIHARA & A. TANISE 10.2208/jscejhe.74.I_883
- Improving glacio-hydrological model calibration and model performance in cold regions using satellite snow cover data B. Mohammadi et al. 10.1007/s13201-024-02102-9
- Impact of snow distribution modelling for runoff predictions I. Clemenzi et al. 10.2166/nh.2023.043
- Machine Learning Based Imputation of Mountain Snowpack Depth within an Operational LiDAR Sampling Framework in Southwest Alberta K. Cartwright et al. 10.1080/07038992.2021.1988540
- Centimetric Accuracy in Snow Depth Using Unmanned Aerial System Photogrammetry and a MultiStation F. Avanzi et al. 10.3390/rs10050765
- Continuous Spatio-Temporal High-Resolution Estimates of SWE Across the Swiss Alps – A Statistical Two-Step Approach for High-Mountain Topography M. Guidicelli et al. 10.3389/feart.2021.664648
- Modeling blowing snow accumulation downwind of an obstruction: The Ohara Eulerian particle distribution equation N. Kinar 10.1002/2017WR020731
- Snowpack variability across various spatio‐temporal resolutions J. López‐Moreno et al. 10.1002/hyp.10245
- Characterizing tundra snow sub-pixel variability to improve brightness temperature estimation in satellite SWE retrievals J. Meloche et al. 10.5194/tc-16-87-2022
- Snowpack Distribution Using Topographical, Climatological and Winter Season Index Inputs D. Hultstrand et al. 10.3390/atmos13010003
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- Regional sensitivities of seasonal snowpack to elevation, aspect, and vegetation cover in western North America C. Tennant et al. 10.1002/2016WR019374
- Spatial patterns of snow distribution in the sub-Arctic K. Bennett et al. 10.5194/tc-16-3269-2022
- Quantifying spatial distribution of snow depth errors from LiDAR using Random Forest W. Tinkham et al. 10.1016/j.rse.2013.10.021
- Improved snow depth estimation on the Tibetan Plateau using AMSR2 and ensemble learning models Q. Gu et al. 10.1016/j.jag.2024.104102
- Understanding subgrid variability of snow depth at 1‐km scale using Lidar measurements S. He et al. 10.1002/hyp.13415
- Toward Snow Cover Estimation in Mountainous Areas Using Modern Data Assimilation Methods: A Review C. Largeron et al. 10.3389/feart.2020.00325
- Random forests as a tool to understand the snow depth distribution and its evolution in mountain areas J. Revuelto et al. 10.1002/hyp.13951
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- Time‐Lapse Photogrammetry of Distributed Snow Depth During Snowmelt S. Filhol et al. 10.1029/2018WR024530
- Influence of slab depth spatial variability on skier-triggering probability and avalanche size F. Meloche et al. 10.1017/aog.2024.3
- Which empirical model is best suited to simulate glacier mass balances? M. RÉVEILLET et al. 10.1017/jog.2016.110
- Canopy structure and topography effects on snow distribution at a catchment scale: Application of multivariate approaches M. Jenicek et al. 10.1515/johh-2017-0027
- Influence of topography and forest characteristics on snow distributions in a forested catchment Y. Fujihara et al. 10.1016/j.jhydrol.2017.01.021
- Spatial Variability of Snow Water Equivalent – The Case Study from the Research Site in Khibiny Mountains, Russia A. Komarov et al. 10.2478/johh-2018-0016
- Influence of snow depth distribution on surface roughness in alpine terrain: a multi-scale approach J. Veitinger et al. 10.5194/tc-8-547-2014
- Using very long-range terrestrial laser scanner to analyze the temporal consistency of the snowpack distribution in a high mountain environment J. López-Moreno et al. 10.1007/s11629-016-4086-0
- Early snowmelt advances flowering phenology and disrupts the drivers of pollinator visitation in an alpine ecosystem A. Rose-Person et al. 10.1007/s00035-024-00315-x
- Topographic control of snowpack distribution in a small catchment in the central Spanish Pyrenees: intra- and inter-annual persistence J. Revuelto et al. 10.5194/tc-8-1989-2014
- The Seasonal Snow Cover Dynamics: Review on Wind-Driven Coupling Processes R. Mott et al. 10.3389/feart.2018.00197
- Fractional snow-covered area: scale-independent peak of winter parameterization N. Helbig et al. 10.5194/tc-15-615-2021
- Spatio-temporal reconstruction of winter glacier mass balance in the Alps, Scandinavia, Central Asia and western Canada (1981–2019) using climate reanalyses and machine learning M. Guidicelli et al. 10.5194/tc-17-977-2023
- Modeling the Snow Depth Variability With a High‐Resolution Lidar Data Set and Nonlinear Terrain Dependency T. Skaugen & K. Melvold 10.1029/2019WR025030
- Topographic and vegetation controls of the spatial distribution of snow depth in agro-forested environments by UAV lidar V. Dharmadasa et al. 10.5194/tc-17-1225-2023
- From Patch to Catchment: A Statistical Framework to Identify and Map Soil Moisture Patterns Across Complex Alpine Terrain A. Hermes et al. 10.3389/frwa.2020.578602
- The temporal and spatial variability in submeter scale surface roughness of seasonal snow in Sodankylä Finnish Lapland in 2009–2010 K. Anttila et al. 10.1002/2014JD021597
- 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
- Interannual persistence of the seasonal snow cover in a glacierized catchment K. Helfricht et al. 10.3189/2014JoG13J197
- Multilevel spatiotemporal validation of snow/ice mass balance and runoff modeling in glacierized catchments F. Hanzer et al. 10.5194/tc-10-1859-2016
- Design of a scanning laser meter for monitoring the spatio-temporal evolution of snow depth and its application in the Alps and in Antarctica G. Picard et al. 10.5194/tc-10-1495-2016
- Spatial Distribution and Scaling Properties of Lidar‐Derived Snow Depth in the Extratropical Andes P. Mendoza et al. 10.1029/2020WR028480
- Estimating winter balance and its uncertainty from direct measurements of snow depth and density on alpine glaciers A. PULWICKI et al. 10.1017/jog.2018.68
- 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
- Combining snow, streamflow, and precipitation gauge observations to infer basin‐mean precipitation B. Henn et al. 10.1002/2015WR018564
- Optimizing embedded sensor network design for catchment-scale snow-depth estimation using LiDAR and machine learning C. Oroza et al. 10.1002/2016WR018896
- Snow redistribution for the hydrological modeling of alpine catchments D. Freudiger et al. 10.1002/wat2.1232
- Impact of Global Warming on Snow in Ski Areas: A Case Study Using a Regional Climate Simulation over the Interior Western United States C. Lackner et al. 10.1175/JAMC-D-20-0155.1
- Subgrid parameterization for snow depth over mountainous terrain from flat field snow depth N. Helbig & A. van Herwijnen 10.1002/2016WR019872
- Snow Depth Patterns in a High Mountain Andean Catchment from Satellite Optical Tristereoscopic Remote Sensing T. Shaw et al. 10.1029/2019WR024880
- Morphological indexes to describe snow-cover patterns in a high-alpine area L. Ferrarin et al. 10.1017/aog.2023.62
- Evaluation of temporal consistency of snow depth drivers of a Rocky Mountain watershed in southern Alberta K. Cartwright et al. 10.1002/hyp.13920
- Mapping snow depth in open alpine terrain from stereo satellite imagery R. Marti et al. 10.5194/tc-10-1361-2016
- Influence of snowpack and melt energy heterogeneity on snow cover depletion and snowmelt runoff simulation in a cold mountain environment C. DeBeer & J. Pomeroy 10.1016/j.jhydrol.2017.07.051
- High‐resolution snow depth prediction using Random Forest algorithm with topographic parameters: A case study in the Greiner watershed, Nunavut J. Meloche et al. 10.1002/hyp.14546
- Snowfall deposition in mountainous terrain: a statistical downscaling scheme from high-resolution model data on simulated topographies N. Helbig et al. 10.3389/feart.2023.1308269
- Analyzing the sensitivity of a blowing snow model (SnowPappus) to precipitation forcing, blowing snow, and spatial resolution A. Haddjeri et al. 10.5194/tc-18-3081-2024
- Evaluation of SNODAS Snow Water Equivalent in Western Canada and Assimilation Into a Cold Region Hydrological Model Z. Lv et al. 10.1029/2019WR025333
- Associations Between Habitat Quality and Body Size in the Carpathian-Podolian Land Snail Vestia turgida (Gastropoda, Clausiliidae): Species Distribution Model Selection and Assessment of Performance V. Tytar 10.15407/zoo2021.01.025
- An Evaluation of Snow Initializations in NCEP Global and Regional Forecasting Models N. Dawson et al. 10.1175/JHM-D-15-0227.1
- Application of Low-Cost UASs and Digital Photogrammetry for High-Resolution Snow Depth Mapping in the Arctic E. Cimoli et al. 10.3390/rs9111144
- Improving the snowpack monitoring in the mountainous areas of Sweden from space: a machine learning approach J. Zhang et al. 10.1088/1748-9326/abfe8d
- openAMUNDSEN v1.0: an open-source snow-hydrological model for mountain regions U. Strasser et al. 10.5194/gmd-17-6775-2024
- Relating simple drivers to snow instability B. Reuter et al. 10.1016/j.coldregions.2015.06.016
- Recent developments in applied snow and avalanche research P. Haegeli & J. Schweizer 10.1016/j.coldregions.2015.09.008
- Comparing Mountain Snowpack Depth Model Results from Different Airborne Laser Scanning Flight Path Samples C. Barnes & C. Hopkinson 10.1080/07038992.2021.1999797
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