microphysics of antarctic precipitation in climate models ... · 1 microphysics of antarctic...

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Microphysics of Antarctic precipitation in climate models : recent advances and challenges Étienne Vignon 1 , Josué Gehring 1 , Simon P. Alexander 2 , Georgia Sotiropoulou 3 , Nikola Besic 4 , Nicolas Jullien 1 , Noémie Planat 1 , Jean-Baptiste Madeleine 5 , Franziska Gerber 6,7 and Alexis Berne 1 1 Environmental Remote Sensing Laboratory (LTE), École Polytechnique Fédérale de Lausanne, Switzerland 2 Australian Antarctic Division, Hobart, Tasmania, Australia 3 Laboratory of Atmospheric Processes and their Impacts (LAPI), École Polytechnique Fédérale de Lausanne, Switzerland 4 Météo France, Toulouse, France 5 Laboratoire de Météorologie Dynamique / Sorbonne Université, Paris, France 6 CRYOS, École Polytechnique Fédérale de Lausanne, Switzerland 7 WSL Institute for Snow and Avalanche Research SLF, Davos, Switzerland Visit the LTE website EGU 2020 assembly

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Page 1: Microphysics of Antarctic precipitation in climate models ... · 1 Microphysics of Antarctic precipitation in climate models : recent advances and challenges Étienne Vignon1, Josué

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Microphysics of Antarctic precipitation in climate models : recent advances and challenges

Étienne Vignon1, Josué Gehring1, Simon P. Alexander2, Georgia Sotiropoulou3, Nikola Besic4, Nicolas Jullien1, Noémie Planat1, Jean-Baptiste Madeleine5, Franziska Gerber6,7 and Alexis Berne1

1 Environmental Remote Sensing Laboratory (LTE), École Polytechnique Fédérale de Lausanne, Switzerland2 Australian Antarctic Division, Hobart, Tasmania, Australia3 Laboratory of Atmospheric Processes and their Impacts (LAPI), École Polytechnique Fédérale de Lausanne, Switzerland4 Météo France, Toulouse, France5 Laboratoire de Météorologie Dynamique / Sorbonne Université, Paris, France6 CRYOS, École Polytechnique Fédérale de Lausanne, Switzerland7 WSL Institute for Snow and Avalanche Research SLF, Davos, Switzerland

Visit the LTE websiteEGU 2020 assembly

Page 2: Microphysics of Antarctic precipitation in climate models ... · 1 Microphysics of Antarctic precipitation in climate models : recent advances and challenges Étienne Vignon1, Josué

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How do we estimate the amount of precipitation that falls over Antarctica ?

Cloudsat

3D structure of precipitation (Lemonnier et al., JGR, 2020) but :

● Based on arbitrary reflectivity-snowfall relationship

● Not reliable below ~ 1200 m● No estimation south of 82°S

Palerme et al. (2014)

Global Climate Models

● Large discrepancies● Very limited progress from

CMIP5 to CMIP6 (Roussel et al., TCD, 2020)

Regional models and reanalyses

Mottram et al., TCD, 2020

Palerme et al. (2017)● Significant discrepancies,

especially in coastal regions

Page 3: Microphysics of Antarctic precipitation in climate models ... · 1 Microphysics of Antarctic precipitation in climate models : recent advances and challenges Étienne Vignon1, Josué

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Why models which represent cold precipitation reasonably well in other regions may fail over Antarctica ?

● Very pristine and cold atmosphere = very specific microphysics

→ very low INP concentration over Southern Ocean (DeMott et al.,2016) and Antarctic coast (O’Shea et al., 2017)→ frequent mixed-phase clouds = challenges for atmospheric models (Listowski et al., 2017, Listowski et al., 2019, Ricaud et al., 2020)→ previously underappreciated processes like secondary ice production (Lachlan-Cope et al., 2017, Young et al, 2019, Sotiropoulou et al, submitted)

● Particular dynamical context :Interplay between large scale dynamics,katabatic winds, precipitation sublimation(Grazioli et al., 2017, Duràn-Alarcòn et al. 2019,Jullien et al., TC, 2020)

Ability of models to simulate precipitation over Antarctica ?● Comparison with SMB measurement networks (e.g., Agosta et al. 2019)

and few comparisons with Cloudsat (Souverijns et al. 2019)

Study at Dumont d’Urville station : evalution of Polar WRF using radars during two snowfall eventsSame model configuration, several state-of-the-art microphysical schemes tested → Strong discrepancies in surface precipitation amount and vertical structure (Vignon et al. JGR, 2019)

Page 4: Microphysics of Antarctic precipitation in climate models ... · 1 Microphysics of Antarctic precipitation in climate models : recent advances and challenges Étienne Vignon1, Josué

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Example :Case study of precipitation event and mixed phase clouds off Mawson Land

Time-height plot of radar reflectivity

WRF with its standard microphysical schemes does not simulate supercooled liquid water

(Vignon, Alexander et al. in prep)

Which microphysical processes are important ?The potential of remote-sensing for their identification

Depositional growth

Riming and/or rime splintering

diamond dust

Aggregation and/or collisional break-up

Sublimation

Katabatic layer

Supercooled liquid droplets

WRF modelObservation

Liq

uid

wate

r co

nte

nt

[kg

/kg

]Liquid droplets detected by lidar

Can be identified or characterized by radar/lidar

Page 5: Microphysics of Antarctic precipitation in climate models ... · 1 Microphysics of Antarctic precipitation in climate models : recent advances and challenges Étienne Vignon1, Josué

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Prospects, what do we need ?

Observations for models 

● Additional data on the coast, long-term measurements including winter● Measurements over the Plateau (diamond dust), in mountainous regions (orographic effects)● Developing observation-based diagnostics to evaluate microphysical processes in the ‘model

space’ (radar simulators not always reliable for the solid phase)

Model evaluation and development

● Further evaluation of models at several stations using remotely-sensed data. ● Ensure that main microphysical processes and aerosol properties are correctly represented● Intercomparison experiment ?● Developing methodologies to properly tune cloud/precipitation schemes

(precipitation and radiation considerations)