Articles | Volume 11, issue 3
https://doi.org/10.5194/tc-11-1173-2017
© Author(s) 2017. 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-11-1173-2017
© Author(s) 2017. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
A multiphysical ensemble system of numerical snow modelling
Matthieu Lafaysse
CORRESPONDING AUTHOR
Météo-France – CNRS, CNRM UMR3589, Centre d'Études de la Neige (CEN), Grenoble, France
Bertrand Cluzet
Météo-France – CNRS, CNRM UMR3589, Centre d'Études de la Neige (CEN), Grenoble, France
Marie Dumont
Météo-France – CNRS, CNRM UMR3589, Centre d'Études de la Neige (CEN), Grenoble, France
Yves Lejeune
Météo-France – CNRS, CNRM UMR3589, Centre d'Études de la Neige (CEN), Grenoble, France
Vincent Vionnet
Météo-France – CNRS, CNRM UMR3589, Centre d'Études de la Neige (CEN), Grenoble, France
Samuel Morin
Météo-France – CNRS, CNRM UMR3589, Centre d'Études de la Neige (CEN), Grenoble, France
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Cited
72 citations as recorded by crossref.
- The RHOSSA campaign: multi-resolution monitoring of the seasonal evolution of the structure and mechanical stability of an alpine snowpack N. Calonne et al. 10.5194/tc-14-1829-2020
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- Isolating forest process effects on modelled snowpack density and snow water equivalent H. Bonner et al. 10.1002/hyp.14475
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- A multilayer physically based snowpack model simulating direct and indirect radiative impacts of light-absorbing impurities in snow F. Tuzet et al. 10.5194/tc-11-2633-2017
- A particle filter scheme for multivariate data assimilation into a point-scale snowpack model in an Alpine environment G. Piazzi et al. 10.5194/tc-12-2287-2018
- Uncertainties in Snowpack Simulations—Assessing the Impact of Model Structure, Parameter Choice, and Forcing Data Error on Point‐Scale Energy Balance Snow Model Performance D. Günther et al. 10.1029/2018WR023403
- Sensitivity of modeled snow stability data to meteorological input uncertainty B. Richter et al. 10.5194/nhess-20-2873-2020
- Application of physical snowpack models in support of operational avalanche hazard forecasting: A status report on current implementations and prospects for the future S. Morin et al. 10.1016/j.coldregions.2019.102910
- Sub-kilometer Precipitation Datasets for Snowpack and Glacier Modeling in Alpine Terrain V. Vionnet et al. 10.3389/feart.2019.00182
- Reanalysis Surface Mass Balance of the Greenland Ice Sheet Along K‐Transect (2000–2014) M. Navari et al. 10.1029/2021GL094602
- Implications of observation-enhanced energy-balance snowmelt simulations for runoff modeling of Alpine catchments N. Griessinger et al. 10.1016/j.advwatres.2019.103410
- An overview of approaches for reducing uncertainties in hydrological forecasting: Progress and challenges A. Panchanathan et al. 10.1016/j.earscirev.2024.104956
- Including Parameter Uncertainty in an Intercomparison of Physically-Based Snow Models D. Günther et al. 10.3389/feart.2020.542599
- Operational snow-hydrological modeling for Switzerland R. Mott et al. 10.3389/feart.2023.1228158
- Performance of precipitation phase partitioning methods and their impact on snowpack evolution in a humid continental climate N. Leroux et al. 10.1002/hyp.15028
- Improving Greenland Surface Mass Balance Estimates Through the Assimilation of MODIS Albedo: A Case Study Along the K‐Transect M. Navari et al. 10.1029/2018GL078448
- Multi-physics ensemble snow modelling in the western Himalaya D. Pritchard et al. 10.5194/tc-14-1225-2020
- Snow Level From Post‐Processing of Atmospheric Model Improves Snowfall Estimate and Snowpack Prediction in Mountains V. Vionnet et al. 10.1029/2021WR031778
- Multi-Criteria Evaluation of Snowpack Simulations in Complex Alpine Terrain Using Satellite and In Situ Observations J. Revuelto et al. 10.3390/rs10081171
- When and Where Are Multiple Snow Layers Important for Simulations of Snow Accumulation and Melt? N. Cristea et al. 10.1029/2020WR028993
- Exploring the potential of forest snow modeling at the tree and snowpack layer scale G. Mazzotti et al. 10.5194/tc-18-4607-2024
- Canopy structure, topography, and weather are equally important drivers of small-scale snow cover dynamics in sub-alpine forests G. Mazzotti et al. 10.5194/hess-27-2099-2023
- Simulation and Assimilation of Passive Microwave Data Using a Snowpack Model Coupled to a Calibrated Radiative Transfer Model Over Northeastern Canada F. Larue et al. 10.1029/2017WR022132
- Statistical post-processing of ensemble forecasts of the height of new snow J. Nousu et al. 10.5194/npg-26-339-2019
- Steering operational synergies in terrestrial observation networks: opportunity for advancing Earth system dynamics modelling R. Baatz et al. 10.5194/esd-9-593-2018
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- Multi-decadal analysis of past winter temperature, precipitation and snow cover data in the European Alps from reanalyses, climate models and observational datasets D. Monteiro & S. Morin 10.5194/tc-17-3617-2023
- Implementation of a physically based water percolation routine in the Crocus/SURFEX (V7.3) snowpack model C. D'Amboise et al. 10.5194/gmd-10-3547-2017
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- Satellite-derived products of solar and longwave irradiances used for snowpack modelling in mountainous terrain L. Quéno et al. 10.5194/hess-24-2083-2020
- Discrete element simulation of dry snow using the developed analytic bond model H. Bahaloo et al. 10.1088/1757-899X/1190/1/012015
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- Snow properties at the forest–tundra ecotone: predominance of water vapor fluxes even in deep, moderately cold snowpacks G. Lackner et al. 10.5194/tc-16-3357-2022
- A global–land snow scheme (GLASS) v1.0 for the GFDL Earth System Model: formulation and evaluation at instrumented sites E. Zorzetto et al. 10.5194/gmd-17-7219-2024
- Automated prediction of wet-snow avalanche activity in the Swiss Alps M. Hendrick et al. 10.1017/jog.2023.24
- Forcing and evaluating detailed snow cover models with stratigraphy observations L. Viallon-Galinier et al. 10.1016/j.coldregions.2020.103163
- Assimilation of passive microwave AMSR-2 satellite observations in a snowpack evolution model over northeastern Canada F. Larue et al. 10.5194/hess-22-5711-2018
- Assimilation of surface reflectance in snow simulations: Impact on bulk snow variables J. Revuelto et al. 10.1016/j.jhydrol.2021.126966
- Towards the assimilation of satellite reflectance into semi-distributed ensemble snowpack simulations B. Cluzet et al. 10.1016/j.coldregions.2019.102918
- A method for solving heat transfer with phase change in ice or soil that allows for large time steps while guaranteeing energy conservation N. Tubini et al. 10.5194/tc-15-2541-2021
- 57 years (1960–2017) of snow and meteorological observations from a mid-altitude mountain site (Col de Porte, France, 1325 m of altitude) Y. Lejeune et al. 10.5194/essd-11-71-2019
- Bayesian networks and intelligence technology applied to climate change: An application of fuzzy logic based simulation in avalanche simulation risk assessment using GIS in a Western Himalayan region T. Arumugam et al. 10.1016/j.uclim.2022.101272
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- Evaluation of Sub-Kilometric Numerical Simulations of C-Band Radar Backscatter over the French Alps against Sentinel-1 Observations G. Veyssière et al. 10.3390/rs11010008
71 citations as recorded by crossref.
- The RHOSSA campaign: multi-resolution monitoring of the seasonal evolution of the structure and mechanical stability of an alpine snowpack N. Calonne et al. 10.5194/tc-14-1829-2020
- On the energy budget of a low-Arctic snowpack G. Lackner et al. 10.5194/tc-16-127-2022
- The S2M meteorological and snow cover reanalysis over the French mountainous areas: description and evaluation (1958–2021) M. Vernay et al. 10.5194/essd-14-1707-2022
- Isolating forest process effects on modelled snowpack density and snow water equivalent H. Bonner et al. 10.1002/hyp.14475
- Can Saharan dust deposition impact snowpack stability in the French Alps? O. Dick et al. 10.5194/tc-17-1755-2023
- A multilayer physically based snowpack model simulating direct and indirect radiative impacts of light-absorbing impurities in snow F. Tuzet et al. 10.5194/tc-11-2633-2017
- A particle filter scheme for multivariate data assimilation into a point-scale snowpack model in an Alpine environment G. Piazzi et al. 10.5194/tc-12-2287-2018
- Uncertainties in Snowpack Simulations—Assessing the Impact of Model Structure, Parameter Choice, and Forcing Data Error on Point‐Scale Energy Balance Snow Model Performance D. Günther et al. 10.1029/2018WR023403
- Sensitivity of modeled snow stability data to meteorological input uncertainty B. Richter et al. 10.5194/nhess-20-2873-2020
- Application of physical snowpack models in support of operational avalanche hazard forecasting: A status report on current implementations and prospects for the future S. Morin et al. 10.1016/j.coldregions.2019.102910
- Sub-kilometer Precipitation Datasets for Snowpack and Glacier Modeling in Alpine Terrain V. Vionnet et al. 10.3389/feart.2019.00182
- Reanalysis Surface Mass Balance of the Greenland Ice Sheet Along K‐Transect (2000–2014) M. Navari et al. 10.1029/2021GL094602
- Implications of observation-enhanced energy-balance snowmelt simulations for runoff modeling of Alpine catchments N. Griessinger et al. 10.1016/j.advwatres.2019.103410
- An overview of approaches for reducing uncertainties in hydrological forecasting: Progress and challenges A. Panchanathan et al. 10.1016/j.earscirev.2024.104956
- Including Parameter Uncertainty in an Intercomparison of Physically-Based Snow Models D. Günther et al. 10.3389/feart.2020.542599
- Operational snow-hydrological modeling for Switzerland R. Mott et al. 10.3389/feart.2023.1228158
- Performance of precipitation phase partitioning methods and their impact on snowpack evolution in a humid continental climate N. Leroux et al. 10.1002/hyp.15028
- Improving Greenland Surface Mass Balance Estimates Through the Assimilation of MODIS Albedo: A Case Study Along the K‐Transect M. Navari et al. 10.1029/2018GL078448
- Multi-physics ensemble snow modelling in the western Himalaya D. Pritchard et al. 10.5194/tc-14-1225-2020
- Snow Level From Post‐Processing of Atmospheric Model Improves Snowfall Estimate and Snowpack Prediction in Mountains V. Vionnet et al. 10.1029/2021WR031778
- Multi-Criteria Evaluation of Snowpack Simulations in Complex Alpine Terrain Using Satellite and In Situ Observations J. Revuelto et al. 10.3390/rs10081171
- When and Where Are Multiple Snow Layers Important for Simulations of Snow Accumulation and Melt? N. Cristea et al. 10.1029/2020WR028993
- Exploring the potential of forest snow modeling at the tree and snowpack layer scale G. Mazzotti et al. 10.5194/tc-18-4607-2024
- Canopy structure, topography, and weather are equally important drivers of small-scale snow cover dynamics in sub-alpine forests G. Mazzotti et al. 10.5194/hess-27-2099-2023
- Simulation and Assimilation of Passive Microwave Data Using a Snowpack Model Coupled to a Calibrated Radiative Transfer Model Over Northeastern Canada F. Larue et al. 10.1029/2017WR022132
- Statistical post-processing of ensemble forecasts of the height of new snow J. Nousu et al. 10.5194/npg-26-339-2019
- Steering operational synergies in terrestrial observation networks: opportunity for advancing Earth system dynamics modelling R. Baatz et al. 10.5194/esd-9-593-2018
- Toward Snow Cover Estimation in Mountainous Areas Using Modern Data Assimilation Methods: A Review C. Largeron et al. 10.3389/feart.2020.00325
- Multi-decadal analysis of past winter temperature, precipitation and snow cover data in the European Alps from reanalyses, climate models and observational datasets D. Monteiro & S. Morin 10.5194/tc-17-3617-2023
- Implementation of a physically based water percolation routine in the Crocus/SURFEX (V7.3) snowpack model C. D'Amboise et al. 10.5194/gmd-10-3547-2017
- Multi-physics ensemble modelling of Arctic tundra snowpack properties G. Woolley et al. 10.5194/tc-18-5685-2024
- Evaluating a prediction system for snow management P. Ebner et al. 10.5194/tc-15-3949-2021
- 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
- Snow model comparison to simulate snow depth evolution and sublimation at point scale in the semi-arid Andes of Chile A. Voordendag et al. 10.5194/tc-15-4241-2021
- Intermediate complexity atmospheric modeling in complex terrain: is it right? D. Reynolds et al. 10.3389/feart.2024.1388416
- Satellite-derived products of solar and longwave irradiances used for snowpack modelling in mountainous terrain L. Quéno et al. 10.5194/hess-24-2083-2020
- Discrete element simulation of dry snow using the developed analytic bond model H. Bahaloo et al. 10.1088/1757-899X/1190/1/012015
- Quantification of the radiative impact of light-absorbing particles during two contrasted snow seasons at Col du Lautaret (2058 m a.s.l., French Alps) F. Tuzet et al. 10.5194/tc-14-4553-2020
- Why do the dark and light ogives of Forbes bands have similar surface mass balances? C. VINCENT et al. 10.1017/jog.2018.12
- Propagating information from snow observations with CrocO ensemble data assimilation system: a 10-years case study over a snow depth observation network B. Cluzet et al. 10.5194/tc-16-1281-2022
- Snow Multidata Mapping and Modeling (S3M) 5.1: a distributed cryospheric model with dry and wet snow, data assimilation, glacier mass balance, and debris-driven melt F. Avanzi et al. 10.5194/gmd-15-4853-2022
- Simulation of Longwave Enhancement in Boreal and Montane Forests M. Todt et al. 10.1029/2018JD028719
- Combining random forests and class-balancing to discriminate between three classes of avalanche activity in the French Alps P. Dkengne Sielenou et al. 10.1016/j.coldregions.2021.103276
- 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
- Modeling snowpack dynamics and surface energy budget in boreal and subarctic peatlands and forests J. Nousu et al. 10.5194/tc-18-231-2024
- Simulation of snow management in Alpine ski resorts using three different snow models F. Hanzer et al. 10.1016/j.coldregions.2020.102995
- The Canadian Hydrological Model (CHM) v1.0: a multi-scale, multi-extent, variable-complexity hydrological model – design and overview C. Marsh et al. 10.5194/gmd-13-225-2020
- Multi-component ensembles of future meteorological and natural snow conditions for 1500 m altitude in the Chartreuse mountain range, Northern French Alps D. Verfaillie et al. 10.5194/tc-12-1249-2018
- Estimating Terrestrial Snow Mass via Multi‐Sensor Assimilation of Synthetic AMSR‐E Brightness Temperature Spectral Differences and Synthetic GRACE Terrestrial Water Storage Retrievals J. Wang et al. 10.1029/2021WR029880
- Modelling snowpack stability from simulated snow stratigraphy: Summary and implementation examples L. Viallon-Galinier et al. 10.1016/j.coldregions.2022.103596
- A large-scale validation of snowpack simulations in support of avalanche forecasting focusing on critical layers F. Herla et al. 10.5194/nhess-24-2727-2024
- ESM-SnowMIP: assessing snow models and quantifying snow-related climate feedbacks G. Krinner et al. 10.5194/gmd-11-5027-2018
- Black carbon and dust alter the response of mountain snow cover under climate change M. Réveillet et al. 10.1038/s41467-022-32501-y
- Forcing the SURFEX/Crocus snow model with combined hourly meteorological forecasts and gridded observations in southern Norway H. Luijting et al. 10.5194/tc-12-2123-2018
- Snow and avalanche climates in the French Alps using avalanche problem frequencies B. Reuter et al. 10.1017/jog.2023.23
- Snow Density retrieval using Hybrid polarimetric RISAT-1 datasets S. Awasthi et al. 10.1109/JSTARS.2020.2991156
- An exploratory modelling study of perennial firn aquifers in the Antarctic Peninsula for the period 1979–2016 J. van Wessem et al. 10.5194/tc-15-695-2021
- CrocO_v1.0: a particle filter to assimilate snowpack observations in a spatialised framework B. Cluzet et al. 10.5194/gmd-14-1595-2021
- Characterizing snow instability with avalanche problem types derived from snow cover simulations B. Reuter et al. 10.1016/j.coldregions.2021.103462
- Improving the Spatial Distribution of Snow Cover Simulations by Assimilation of Satellite Stereoscopic Imagery C. Deschamps‐Berger et al. 10.1029/2021WR030271
- Snow properties at the forest–tundra ecotone: predominance of water vapor fluxes even in deep, moderately cold snowpacks G. Lackner et al. 10.5194/tc-16-3357-2022
- A global–land snow scheme (GLASS) v1.0 for the GFDL Earth System Model: formulation and evaluation at instrumented sites E. Zorzetto et al. 10.5194/gmd-17-7219-2024
- Automated prediction of wet-snow avalanche activity in the Swiss Alps M. Hendrick et al. 10.1017/jog.2023.24
- Forcing and evaluating detailed snow cover models with stratigraphy observations L. Viallon-Galinier et al. 10.1016/j.coldregions.2020.103163
- Assimilation of passive microwave AMSR-2 satellite observations in a snowpack evolution model over northeastern Canada F. Larue et al. 10.5194/hess-22-5711-2018
- Assimilation of surface reflectance in snow simulations: Impact on bulk snow variables J. Revuelto et al. 10.1016/j.jhydrol.2021.126966
- Towards the assimilation of satellite reflectance into semi-distributed ensemble snowpack simulations B. Cluzet et al. 10.1016/j.coldregions.2019.102918
- A method for solving heat transfer with phase change in ice or soil that allows for large time steps while guaranteeing energy conservation N. Tubini et al. 10.5194/tc-15-2541-2021
- 57 years (1960–2017) of snow and meteorological observations from a mid-altitude mountain site (Col de Porte, France, 1325 m of altitude) Y. Lejeune et al. 10.5194/essd-11-71-2019
- Bayesian networks and intelligence technology applied to climate change: An application of fuzzy logic based simulation in avalanche simulation risk assessment using GIS in a Western Himalayan region T. Arumugam et al. 10.1016/j.uclim.2022.101272
- Seasonal snow–atmosphere modeling: let's do it D. Reynolds et al. 10.5194/tc-18-4315-2024
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Short summary
Physically based multilayer snowpack models suffer from various modelling errors. To represent these errors, we built the new multiphysical ensemble system ESCROC by implementing new representations of different physical processes in a coupled multilayer ground/snowpack model. This system is a promising tool to integrate snow modelling errors in ensemble forecasting and ensemble assimilation systems in support of avalanche hazard forecasting and other snowpack modelling applications.
Physically based multilayer snowpack models suffer from various modelling errors. To represent...