Comparison of snow microstructure models Richard Essery Anna
- Slides: 15
Comparison of snow microstructure models Richard Essery Anna Kontu, Samuel Morin, Martin Proksch, Mel Sandells Micro. Snow 2 Workshop, Columbia MD, 13 – 15 July 2015
Uses of microstructure in snow models Grain size, shape and surface area measures of snow are used in model representations of: • thermal conductivity • hydraulic permeability • compaction couple to thermodynamics • erosion by wind • albedo • scattering of microwave radiation • mechanical stability • snow chemistry
Representations of microstructure in snow models Community Land Model (CLM), Oleson et al. 2010 www. cesm. ucar. edu/models/ccsm 4. 0/clm/CLM 4_Tech_Note. pdf Crocus, Carmagnola et al. 2014 www. the-cryosphere. net/8/417/2014/ Met Office Surface Exchange Scheme (MOSES), Essery et al. 2001 www. metoffice. gov. uk/media/pdf/9/j/HCTN_30. pdf SNTHERM, Jordan 1991 https: //webcam. crrel. usace. army. mil/SNTHERM/ SNOWPACK, Lehning et al. 2002 http: //www. sciencedirect. com/science/article/pii/S 0165232 X 02000733 Also empirical relationships between SSA and snow type and density Domine et al. (2007). J. Geophys. Res. , doi: 10. 1029/2006 JF 000512
Microstructure in snow models Thermal Hydraulic Mechanical Optical Density Liquid water d. T/dz Snowpack Temperature SNTHERM Bond size MOSES Optical radius Crocus Shape CLM Grain size Model Properties Predictors Descriptors
Error sources in grain size simulations • microstructure • process parametrizations coupling • parameter values • thermodynamics • driving data • process parametrizations • parameter values • numerics
Snow model layering
No. SREx IOA @ FMI ARC, Sodankylä
Snow temperature
Traditional and optical bulk grain sizes correlation 0. 58 detrended correlation 0. 03
Traditional and optical grain size profiles
Snow temperature profiles
Snow density profiles
Grain size and SSA simulations Eulerian layers, simulated snow temperatures MOSES r = 0. 06 CLM r = 0. 41 SNTHERM r = 0. 66 MOSES r = 0. 32 CLM r = 0. 53 SNTHERM r = 0. 59
Grain size and SSA simulations Lagrangian layers, measured snow temperatures CROCUS r = 0. 46 MOSES r = 0. 35 CLM r = 0. 62 SNTHERM r = 0. 67 CROCUS r = 0. 57 MOSES r = 0. 46 CLM r = 0. 58 SNTHERM r = 0. 60
Tentative conclusions and future directions
- Rock 'n' roll snowman
- Mousie in the snow
- Microstructure of a dictionary
- Microstructure of ferrous metals
- Eutectic and eutectoid reaction
- High frequency market microstructure
- Development of microstructure in isomorphous alloys
- Empirical market microstructure
- Market microstructure trading strategies
- A little a few a lot of much many
- Looking for richard analysis
- Limit comparision test
- An experimental comparison of click position-bias models
- Instructional design models comparison
- Difference between modal and semi modal
- Snow pronouns