Implementation and evaluation of prognostic representations of the optical diameter of snow in the SURFEX/ISBA-Crocus detailed snowpack model

In the SURFEX/ISBA-Crocus multi-layer snowpack model, the snow microstructure has up to now been characterised by the grain size and by semi-empirical shape variables which cannot be measured easily in the field or linked to other relevant snow properties. In this work we introduce a new formulation of snow metamorphism directly based on equations describing the rate of change of the optical diameter ( d opt ). This variable is considered here to be equal to the equivalent sphere optical diameter, which is inversely proportional to the specific surface area (SSA). d opt thus represents quantitatively some of the geometric characteristics of a porous medium. Different prognostic rate equations of d opt , including a re-formulation of the original Crocus scheme and the parameterisations from Taillandier et al. (2007) and Flanner and Zender (2006), were evaluated by comparing their predictions to field measurements carried out at Summit Camp (Greenland) in May and June 2011 and at Col de Porte (French Alps) during the 2009/10 and 2011/12 winter seasons. We focused especially on results in terms of SSA. In addition, we tested the impact of the different formulations on the simulated density profile, the total snow height, the snow water equivalent (SWE) and the surface albedo. Results indicate that all formulations perform well, with median values of the RMSD between measured and simulated SSA lower than 10 m 2 kg −1 . Incorporating the optical diameter as a fully fledged prognostic variable is an important step forward in the quantitative description of the snow microstructure within snowpack models, because it opens the way to data assimilation of various electromagnetic observations.

[1]  A. Fried,et al.  Formaldehyde in the Alaskan Arctic snowpack: Partitioning and physical processes involved in air-snow exchanges , 2011 .

[2]  Ingo Meirold-Mautner,et al.  Measurements and model calculations of the solar shortwave fluxes in snow on Summit, Greenland , 2004, Annals of Glaciology.

[3]  Michel Fily,et al.  Comparison of in situ and Landsat Thematic Mapper derived snow grain characteristics in the alps , 1997 .

[4]  D. Macayeal,et al.  Air-Snow Interactions and Atmospheric Chemistry , 2002 .

[5]  M. E. Rindol Validation of an application for forecasting blowing snow , 2010 .

[6]  L. Arnaud,et al.  Measurement of vertical profiles of snow specific surface area with a 1 cm resolution using infrared reflectance: instrument description and validation , 2011, Journal of Glaciology.

[7]  Laurent Arnaud,et al.  Snow spectral albedo at Summit, Greenland: measurements and numerical simulations based on physical and chemical properties of the snowpack , 2013 .

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

[9]  Sergey A. Sokratov,et al.  Tomography of temperature gradient metamorphism of snow and associated changes in heat conductivity , 2004 .

[10]  Teruo Aoki,et al.  Snow Metamorphism and Albedo Process (SMAP) model for climate studies: Model validation using meteorological and snow impurity data measured at Sapporo, Japan , 2012 .

[11]  Y. Arnaud,et al.  Linking glacier annual mass balance and glacier albedo retrieved from MODIS data , 2012 .

[12]  Cécile Coléou,et al.  Three-dimensional geometric measurements of snow microstructural evolution under isothermal conditions , 2004, Annals of Glaciology.

[13]  R. Hawley,et al.  Seasonal differences in surface energy exchange and accumulation at Summit, Greenland , 2000, Annals of Glaciology.

[14]  S. R. D. Roscoat,et al.  Study of a temperature gradient metamorphism of snow from 3D images: time evolution of microstructures, physical properties and their associated anisotropy , 2013 .

[15]  Alexandre Roy,et al.  Brightness Temperature Simulations of the Canadian Seasonal Snowpack Driven by Measurements of the Snow Specific Surface Area , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[16]  J. Giddings,et al.  Diffusion theory applied to radiant energy distribution and albedo of snow , 1961 .

[17]  H. Löwe,et al.  X-ray microtomography analysis of isothermal densification of new snow under external mechanical stress , 2013, Journal of Glaciology.

[18]  M. Albert,et al.  Snow and firn properties and air-snow transport processes at Summit, Greenland , 2002 .

[19]  J. Thepaut,et al.  The ERA‐Interim reanalysis: configuration and performance of the data assimilation system , 2011 .

[20]  S. Morin,et al.  Numerical and experimental investigations of the effective thermal conductivity of snow , 2011 .

[21]  E. Martin,et al.  Objective determination of snow-grain characteristics from images , 1998, Annals of Glaciology.

[22]  F. Dominé,et al.  A mean field model of the decrease of the specific surface area of dry snow during isothermal metamorphism , 2005 .

[23]  D. Marbouty An experimental study of temperature-gradient metamorphism , 1980 .

[24]  S. Torquato,et al.  Random Heterogeneous Materials: Microstructure and Macroscopic Properties , 2005 .

[25]  Ghislain Picard,et al.  Measurement of the specific surface area of snow using infrared reflectance in an integrating sphere at 1310 and 1550 nm , 2009 .

[26]  V. Masson,et al.  Simulation of wind-induced snow transport in alpine terrain using a fully coupled snowpack/atmosphere model , 2013 .

[27]  Alina Barbu,et al.  The SURFEXv7.2 land and ocean surface platform for coupled or offline simulation of earth surface variables and fluxes , 2012 .

[28]  Benoit Montpetit,et al.  Snow specific surface area simulation using the one-layer snow model in the Canadian LAnd Surface Scheme (CLASS) , 2012 .

[29]  E. Martin,et al.  The detailed snowpack scheme Crocus and its implementation in SURFEX v7.2 , 2012 .

[30]  Yves Durand,et al.  Variational assimilation of albedo in a snowpack model and reconstruction of the spatial mass-balance distribution of an alpine glacier , 2012, Journal of Glaciology.

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

[32]  E. Martin,et al.  Coupling a multi-layered snow model with a GCM , 1997, Annals of Glaciology.

[33]  J. Randerson,et al.  Technical Description of version 4.0 of the Community Land Model (CLM) , 2010 .

[34]  Michael Lehning,et al.  Snow physics as relevant to snow photochemistry , 2007 .

[35]  Thomas C. Grenfell,et al.  Representation of a nonspherical ice particle by a collection of independent spheres for scattering , 1999 .

[36]  E. Martin,et al.  A meteorological estimation of relevant parameters for snow models , 1993 .

[37]  Cécile Coléou,et al.  Full three-dimensional modelling of curvature-dependent snow metamorphism: first results and comparison with experimental tomographic data , 2003 .

[38]  A. Kokhanovsky,et al.  The determination of snow specific surface area, albedo and effective grain size using AATSR space‐borne measurements , 2009 .

[39]  E. Brun Investigation on Wet-Snow Metamorphism in Respect of Liquid-Water Content , 1989 .

[40]  T. Grenfell,et al.  Spatial distribution and radiative effects of soot in the snow and sea ice during the SHEBA experiment , 2002 .

[41]  S. Conger,et al.  Comparison of density cutters for snow profile observations , 2009, Journal of Glaciology.

[42]  S. Warren,et al.  A Model for the Spectral Albedo of Snow. I: Pure Snow , 1980 .

[43]  Martin Schneebeli,et al.  Evolution of crystal orientation in snow during temperature gradient metamorphism , 2013, Journal of Glaciology.

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

[45]  Matthew Sturm,et al.  Rate of decrease of the specific surface area of dry snow: Isothermal and temperature gradient conditions , 2007 .

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

[47]  Charles S. Zender,et al.  Linking snowpack microphysics and albedo evolution , 2006 .

[48]  Yves Lejeune,et al.  Measurements and modeling of the vertical profile of specific surface area of an alpine snowpack , 2013 .

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

[50]  D. Poncet,et al.  An 18-yr long (1993–2011) snow and meteorological dataset from a mid-altitude mountain site (Col de Porte, France, 1325 m alt.) for driving and evaluating snowpack models , 2012 .

[51]  Matthew Sturm,et al.  Simulation of the specific surface area of snow using a one-dimensional physical snowpack model: implementation and evaluation for subarctic snow in Alaska , 2009 .

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

[53]  Kalifa Goita,et al.  A Case Study of Using a Multilayered Thermodynamical Snow Model for Radiance Assimilation , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[54]  Giovanni Macelloni,et al.  Event-driven deposition of snow on the Antarctic Plateau: analyzing field measurements with SNOWPACK , 2013 .

[55]  S. Colbeck Ice crystal morphology and growth rates at low supersaturations and high temperatures , 1983 .

[56]  M. Fily,et al.  Modeling time series of microwave brightness temperature at Dome C, Antarctica, using vertically resolved snow temperature and microstructure measurements , 2011, Journal of Glaciology.

[57]  Laurent Arnaud,et al.  Influence of grain shape on light penetration in snow , 2013 .

[58]  W. Simpson,et al.  A parameterization of the specific surface area of seasonal snow for field use and for models of snowpack evolution , 2007 .

[59]  Stephen G. Warren,et al.  Optical Properties of Snow , 1982 .

[60]  Yves Lejeune,et al.  A comparison of 1701 snow models using observations from an alpine site , 2013 .

[61]  S. Morin,et al.  Structure, specific surface area and thermal conductivity of the snowpack around Barrow, Alaska , 2012 .

[62]  H. Löwe,et al.  Interfacial and structural relaxations of snow under isothermal conditions , 2011, Journal of Glaciology.

[63]  A. Kokhanovsky,et al.  Intercomparison of retrieval algorithms for the specific surface area of snow from near-infrared satellite data in mountainous terrain, and comparison with the output of a semi-distributed snowpack model , 2013 .

[64]  F. Dominé,et al.  Grain growth theories and the isothermal evolution of the specific surface area of snow , 2004 .

[65]  S. Warren,et al.  Reflection of solar radiation by the Antarctic snow surface at ultraviolet, visible, and near‐infrared wavelengths , 1994 .

[66]  Martin Schneebeli,et al.  Measuring specific surface area of snow by near-infrared photography , 2006 .