27
ETH tute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter Spichtinger, Ulrike Lohmann CFMIP/GCSS Boundary Layer WG Workshop, 8 th -12 th June, 2009

IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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Page 1: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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Boundary Layer parametrisation in the climate model ECHAM5-HAM

Colombe Siegenthaler - Le Drian, Peter Spichtinger, Ulrike Lohmann

CFMIP/GCSS Boundary Layer WG Workshop, 8th-12th June, 2009

Page 2: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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Improve the representation of the boundary layer in order to study the interaction aerosols – clouds and its impact on the future climate in the GCM ECHAM5-HAM

Aim:

Introduction

ECHAM today – problems - solution

diffusion on moist conserved variables

explicit entrainment parametrisation

Page 3: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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A. Ackermann et al., 2004, ‘The impact of humidity above stratiform clouds on indirect aerosol climate forcing’, Nature)

N

drizzle

N

drizzle

LWP

Sensitivity of LWP with CCN related with the entrainment rate, and relative humidity above the cloud

Page 4: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceECHAM5-HAM : Standard

• T63 x L31, Δt = 15 min

• TKE model with prognostic TKE

• Turbulent diffusion on non-conserved variables

• Statistical cloud cover scheme (Tompkins, 2002)

• 2 moment cloud microphysical scheme coupled with double moment aerosol scheme (Lohmann, 2008)

• Moist Richardson number, modified Blackadar mixing length (Brinkop, 1995)

Page 5: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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ceDiffusion on conserved variables

Standard version Diffusion on moist conserved variables

ql

ql

qv q

t

Page 6: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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qt , q

c , cc , ...

_ __

qt PDF

a b

Grid box variables

qsat

(T)

baba

Variance threshold : C

liquid

vapo

ur corresponds

does not correspond

< C = C

C : “tuning parameter” standard version : 10 %

moist version : 0.1 %

Retrieve the condensate from the PDF Statistical cloud scheme (Tompkins, 2002)

Page 7: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceTotal cloud cover

standard (C =10 %) reduced minimal width PDF (RED) , C =0.1 %

cloud cover [%]

ISCCP

Page 8: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceTotal cloud cover - C = 0.1 %

reduced minimal width PDF (RED)

difference CMO-RED

cloud cover [%]

diffusion on moist conserved variable (CMO)

difference cloud cover [%]

Page 9: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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ceTKE scheme robust on resolution ?

very high resolution (LES) SCM resolution L31

3 hours simulation of a nocturnal Stratocumulus, idealisation based on ASTEX campaign

In the low resolution experiment, the structure of the TKE is not well represented, particularly at the cloud top

Lenderink et al.,1999,‘Evaluation of the Kinetic Energy Approach for modeling turbulent fluxes in stratocumulus’)

TKE

[m2s-2]

In ECHAM5

Page 10: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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low tropospheric stability ( ) >

Criterion for onset explicit entrainmentS. Klein & D. Harmann, 1993, J. Climate)

explicit entrainment if:

cloud is present

positive subsidence region

cloud top below 700hPa

15 K

20 K

=

frequency of occurrence of the onset criterion over one year [%]:

Page 11: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceMean fluxes above cloud/clear sky

ω'χ' ___

cω'χ' ___

d

• buoyancy flux:

11

Page 12: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceEntrainment parametrisation

Replace at the top of the boundary layer (i=interface)

Turton and Nicholls (1987) entrainment parametrisation:

Buoyancy production into the TKE equation :

12

Page 13: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ce Resulting profiles - SCM

SCM version of ECHAM5, averaged over 1 hour of simulations for the ASTEX case

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Page 14: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceEffect of entrainment on LWP, SCM

First results with NT87 entrainment

parametrisation promising!

Same figure as Ackermann (2004), but with SCM version of ECHAM5, averaged over 1 hour of simulations for the ASTEX case

Page 15: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceDiurnal cycle, SCM

Dec06/nbhbv1Dec06/nbhbv1Dec06/nbhbv1

,

we NT

Local Time Local TimeLocal Time

STD

CMO

TKE [m/s] Cloud cover [%] Cloud liquid [kg/kg¨]

Page 16: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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Turbulent diffusion done on moist conserved variables.

Turton and Nicholls (1987) explicit entrainment rate has been implemented only over cloudy grid box, we first observe a reduction of the LWP in SCM study.

With a reduction of the minimal width of the PDF, the turbulent diffusion on moist variables shows an improvement in Scu regions.

Diurnal cycle of and structure of TKE and cloud cover better represented in a SCM study because of the addition and competition of LW radiative cooling and entrainment in the buoyancy flux in SCM study.

Our TKE model with coarse resolution do not represent entrainment satisfactory

Page 17: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceCross-section-Very Preliminary results

CMO we NT

Cloud cover [%], JJA 2000

Radiative cooling contribution in TKE only when explicit entrainment active

Radiative cooling contribution in TKE once a cloud is present

we NT

Page 18: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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ceLES study

I. Sandu et al., 2008, ‘Aerosol Impacts on the Diurnal Cycle of Marine Stratocumulus’, AMS)

Sensitivity of LWP with CCN related to the

decoupling induced by the interaction between drizzle inhibition-SW

warming-reduced sensible heat flux and

entrainment rate

Page 19: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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Now in ECHAM (without entrainment parametrisation)

In nature

LWPLWP

Number of aerosols

drizzle drizzle , entrainment ( )

144

U. Lohmann, 2007, ACP

Page 20: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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The actual scheme produce equivalent entrainment rates 3 orders of magnitude too small

Caldwell et al., 2005,” Mixed-Layer Budget Analysis of the Diurnal Cycle of Entrainment inSoutheast Pacific Stratocumulus”, J. Atm. Sci.

~ 10-3 [ms-1]

Page 21: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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ceEntrainment parametrisation -

future improvements Replace at the top of the boundary layer (i=interface)

Several entrainment parametrisations form:

Turton & Nicholls (1987)

Adaptation of Bretherton (2007)

Lock (1998)

Page 22: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceIn ECHAM5...

144

(MODIS)

U. Lohmann, 2007, ‘Global anthropogenic aerosol effects on convective clouds in ECHAM5-HAM’,ACP)

Too strong sensitivity of the increasing LWP with increasing AOD

Page 23: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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ceEddy diffusivities – standard/equivalent

Version with entrainment :

Page 24: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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ceWhat does ECHAM do?

The stratocumulus are not well resolved in ECHAM

U. Lohmann, 2007, ‘Global anthropogenic aerosol effects on convective clouds in ECHAM5-HAM’,ACPD)

ECHAM5-strat ECHAM5-conv ECHAM5-apc

ISCCP

surf. obs.

(zonal mean)

Page 25: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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ceDiffusion on conserved variables - 3D

Sundqvist scheme

Difference of annual mean total cloud cover (MOIST-REF)[%]

Page 26: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

IACETH

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ceTKE scheme.....

1.5 order closure introduction of a TKE equation

m states for momentum, h for heat

: turbulent kinetic energy (TKE)

: mixing length, depends on the stability, vertical position

~“ measure of the average distance a parcel moves in the mixing process that generates flux”

computed prognostically for each time step (conservation equation)

Page 27: IACETH Institute for Atmospheric and Climate Science Boundary Layer parametrisation in the climate model ECHAM5-HAM Colombe Siegenthaler - Le Drian, Peter

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ceVertical cloud cover

vertical cloud cover (%) averaged over jja

Method seems to find clouds in the good locations

even without perfect profiles