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3-10-2019 12:53 CLM assembly 2019/09/18 Implementation of blowing snow and improvement of albedo and surface mass balance in COSMO-CLM 2 over Antarctica Sam Vanden Broucke Alexandra Gossart Samuel Helsen Niels Souverijns Nicole Van Lipzig

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Page 1: Implementation of blowing snow and improvement of albedo ... · 3-10-2019 12:53 CLM assembly 2019/09/18 Implementation of blowing snow and improvement of albedo and surface mass balance

3-10-2019 12:53

CLM assembly 2019/09/18

Implementation of blowing snow andimprovement of albedo and surface mass balancein COSMO-CLM2 over Antarctica

Sam Vanden BrouckeAlexandra GossartSamuel HelsenNiels SouverijnsNicole Van Lipzig

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30 year hindcast simulations

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• COSMO-CLM2 = COSMO + Community Land Model (CLM)

2

Ground based observations Radiosoundings

Souverijns, N., Gossart, A., Demuzere, M., Lenaerts, J. T. M., Medley, B., Gorodetskaya, I. V., et al. (2019). A new regionalclimate model for POLAR-CORDEX: Evaluation of a 30-year hindcast with COSMO-CLM2 over Antarctica. Journal of Geophysical Research: Atmospheres, 124, 1405–1427. https://doi.org/10.1029/2018JD028862

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Performance

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• Good representation of upper air temperature, wind speed and pressure patterns -> large scale dynamics well represented

• Mostly small biases for most near surface variables

• Performance in line with other models over Antarctica (RACMO, POLAR-WRF, MAR)

3

Temperature Wind

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Performance

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• Underestimation of relative humidity, especially near the coast

4

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Performance

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• Underestimation of coastal albedo and precipitation

5

a) modeled albedo (DJF) and b) difference with MODIS

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Performance

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• Underestimation of coastal albedo and precipitation

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a) modeled SMB (prec.-evap.) and b) difference with Medley reconstruction (2019)

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Performance

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• Comparison to RACMO

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Goals of current research

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1. Reduce existing model biases

2. Include a blowing snow scheme

3. Couple COSMO-CLM2 to an ocean (NEMO) andice sheet model, using the OASIS coupler

4. Perform decadal climate predictions with thecoupled atmosphere-ocean-ice model

– Both antartic wide and for the totten glacier region

8

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Ideas on improving coastal precipitation

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• Increasing domain size and number of verticallevels (40 to 60)

• With or without 2 moment scheme

• Reduce concentration of ice condensationnuclei

• Switch from ERA-Interim to ERA5 forcing

9

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Ideas on improving coastal precipitation

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• Increasing domain size and number of verticallevels (40 to 60) ✓

• With or without 2 moment scheme

• Reduce concentration of ice condensationnuclei

• Switch from ERA-Interim to ERA5 forcing

10

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Increasing domain size and # vertical levels

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Default - RACMO New domain and 60 levels - RACMO

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Totten regional domain

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Maximum prec = 3400 mmObs ~ 1600 mm

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Smoothed topography

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Maximum prec = 2400 mm

Obs ~ 1600 mm

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Blowing snow

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Motivation – blue ice zones

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Lenaerts et al. (2017) Pattyn et al. (2018)

Katabatic winds may induce meltwater-albedo feedbacks Making ice shelves vulnerable for

collapse (hydrofracturing)

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Blowing snow scheme

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• bulk blowing snow scheme (Déry and Yau,2001)

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Observations

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• 2 stations in Adélie land, characterized by strong katabatic winds• Flowcapts sensors, lower boundary of blowing snow flux

• Neumayer station (visual)

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Results - Offline

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match = 92% match = 81 % match = 78 %

2 year simulations – monthly frequency

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Results - Online

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D47 Nov-Dec 2010

MAE = 0,08 mean transport obs = 0,04 total transport obs = 65 mm R = 0,76 mean transport model = 0,11 total transport model = 159 mm

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Results - Online

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D47 Nov-Dec 2010

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