Forcing the snow-cover model SNOWPACK with forecasted weather data

Abstract. Avalanche danger is often estimated based on snow cover stratigraphy and snow stability data. In Canada, single forecasting regions are very large (>50 000 km2) and snow cover data are often not available. To provide additional information on the snow cover and its seasonal evolution the Swiss snow cover model SNOWPACK was therefore coupled with a regional weather forecasting model GEM15. The output of GEM15 was compared to meteorological as well as snow cover data from Mt. Fidelity, British Columbia, Canada, for five winters between 2005 and 2010. Precipitation amounts are most difficult to predict for weather forecasting models. Therefore, we first assess the capability of the model chain to forecast new snow amounts and consequently snow depth. Forecasted precipitation amounts were generally over-estimated. The forecasted data were therefore filtered and used as input for the snow cover model. Comparison between the model output and manual observations showed that after pre-processing the input data the snow depth and new snow events were well modelled. In a case study two key factors of snow cover instability, i.e. surface hoar formation and crust formation were investigated at a single point. Over half of the relevant critical layers were reproduced. Overall, the model chain shows promising potential as a future forecasting tool for avalanche warning services in Canadian data sparse areas and could thus well be applied to similarly large regions elsewhere. However, a more detailed analysis of the simulated snow cover structure is still required.

[1]  Felix Ament,et al.  Assessing the Benefits of Convection-Permitting Models by Neighborhood Verification: Examples from MAP D-PHASE , 2010 .

[2]  B. Jamieson,et al.  Observation and modeling of a buried melt-freeze crust , 2008 .

[3]  Michael Lehning,et al.  Assessment of snow transport in avalanche terrain , 2008 .

[4]  A. Zadra,et al.  The 15‐km version of the Canadian regional forecast system , 2006 .

[5]  B. Jamieson Formation of refrozen snowpack layers and their role in slab avalanche release , 2006 .

[6]  D. Mcclung,et al.  Avalanche characteristics of a transitional snow climate—Columbia Mountains, British Columbia, Canada , 2003 .

[7]  Jürg Schweizer,et al.  Verification of regional snowpack stability and avalanche danger , 2003 .

[8]  P. Bartelt,et al.  A physical SNOWPACK model for the Swiss avalanche warning Part III: meteorological forcing, thin layer formation and evaluation , 2002 .

[9]  P. Bartelt,et al.  A physical SNOWPACK model for the Swiss avalanche warning: Part II. Snow microstructure , 2002 .

[10]  Michael Lehning,et al.  snowpack model calculations for avalanche warning based upon a new network of weather and snow stations , 1999 .

[11]  A. Staniforth,et al.  The Operational CMC–MRB Global Environmental Multiscale (GEM) Model. Part I: Design Considerations and Formulation , 1998 .

[12]  A. Staniforth,et al.  The Operational CMC–MRB Global Environmental Multiscale (GEM) Model. Part II: Results , 1998 .

[13]  E. Martin,et al.  A computer-based system simulating snowpack structures as a tool for regional avalanche forecasting , 1999, Journal of Glaciology.

[14]  D. Mcclung,et al.  Crocus test results for snowpack modeling in two snow climates with respect to avalanche forecasting , 1998, Annals of Glaciology.

[15]  E. Brun,et al.  A numerical model to simulate snow-cover stratigraphy for operational avalanche forecasting , 1992, Journal of Glaciology.

[16]  Ice The international classification for seasonal snow on the ground , 1990 .

[17]  E. Martin,et al.  An Energy and Mass Model of Snow Cover Suitable for Operational Avalanche Forecasting , 1989, Journal of Glaciology.