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Olivier Geoffroy Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

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Page 1: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Olivier GeoffroyOlivier Geoffroy

Parameterization of precipitation in boundary layer clouds at the cloud system

scale

Pier Siebesma, Roel Neggers

RK science lunch, 05/10/2010

Page 2: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

w

CCN : D ~ 0.01-10 µm

D40 µm

n(D)

Cloud droplets : ~ 1 µm < D < ~ 40 µm

CCN Activation

Page 3: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

w

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Cloud droplets : ~ 1 µm < D < ~ 40 µm

CCN Activation

Page 4: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

w

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Cloud droplets : ~ 1 µm < D < ~ 40 µm

CCN Activation

Mixing

D40 µm

n(D)

Page 5: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

w

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Cloud droplets : ~ 1 µm < D < ~ 40 µm

CCN Activation

Cloud droplet sedimentation

Mixing

D40 µm

n(D)

Page 6: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Cloud droplets : ~ 1 µm < D < ~ 40 µm

Condensation

w

precipitation embryo D ~ 40 µm

Cloud droplet sedimentation

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Collection

D40 µm

n(D) ECS

CCN Activation

Collection : Efficient for D > 40 µm (Bartlett, 1970)

Mixing

D40 µm

n(D)

Page 7: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Cloud droplets : ~ 1 µm < D < ~ 40 µm

Condensation

precipitation embryo D ~ 40 µm

Cloud droplet sedimentation

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Collection

D40 µm

n(D) ECS

CCN Activation

Collection : Efficient for D > 40 µm (Bartlett, 1970)

Mixing

D40 µm

n(D)

Polluted cloudw

precipitation efficiency (?)

LWP (? (feedbacks))

(2nd aerosol indirect effect)

Page 8: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

w

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Cloud droplets : ~ 1 µm < D < ~ 40 µm

CCN Activation

Cloud droplet sedimentation

Mixing

D40 µm

n(D)

Marine cloud

Page 9: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Cloud droplets : ~ 1 µm < D < ~ 40 µm

Condensation

w

precipitation embryo D ~ 40 µm

Cloud droplet sedimentation

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Collection

D40 µm

n(D) ECS

CCN Activation

Collection : Efficient for D > 40 µm (Bartlett, 1970)

Mixing

D40 µm

n(D)

Page 10: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

w

Cloud droplet sedimentation

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Collection

D40 µm

n(D) ECS

Rain drops ~ 40 µm <D < 100-500 µm

Cloud droplets : ~ 1 µm < D < ~ 40 µm

precipitation embryo D ~ 40 µm

CCN Activation

Mixing

D40 µm

n(D)

Growth depends on the available amount of water i.e. H or LWP

Page 11: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

w

Rain drops ~ 40 µm <D < 100-500 µm

Cloud droplet sedimentation

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Mixing

D40 µm

n(D)

Collection

D40 µm

n(D) ECS

Cloud droplets : ~ 1 µm < D < ~ 40 µm

precipitation embryo D ~ 40 µm

CCN Activation

Rain sedimentation

Page 12: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

Rain drops ~ 40 µm <D < 100-500 µm

Cloud droplet sedimentation

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Mixing

D40 µm

n(D)

Collection

D40 µm

n(D) ECS

Cloud droplets : ~ 1 µm < D < ~ 40 µm

precipitation embryo D ~ 40 µm

CCN Activation

Rain sedimentation size sorting

Rain evaporation

Page 13: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

Rain drops ~ 40 µm <D < 100-500 µm

Cloud droplet sedimentation

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Mixing

D40 µm

n(D)

Collection

D40 µm

n(D) ECS

Cloud droplets : ~ 1 µm < D < ~ 40 µm

precipitation embryo D ~ 40 µm

CCN Activation

Rain sedimentation size sorting

Rain evaporation

Page 14: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Microphysical processes

Condensation

Rain drops ~ 40 µm <D < 100-500 µm

Cloud droplet sedimentation

CCN : D ~ 0.01-10 µm

D40 µm

D40 µm

n(D)

n(D)

Ddt

dD 1

Mixing

D40 µm

n(D)

Rain sedimentation size sorting

Collection

D40 µm

n(D) ECS

Cloud droplets : ~ 1 µm < D < ~ 40 µm

precipitation embryo D ~ 40 µm

CCN Activation

Rain evaporation

Page 15: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Objective

- Development of a precipitation scheme for boundary layer clouds at the GCM scale

Precipitation in a key process in BLC evolution. Low cloud regimes and transitions between regimes Earth radiation budget, general circulation, hydrological cycle.

Quantification of the aerosol indirect effect.

Page 16: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

explicit or bin

D

n(D)

Bulk

Cloudrain

D

D0

n(D)

Autoconversion

AccretionSelf-collection Self-collection

2 bins 4 collection processes

Collection processes :Stochastic Collection Equation (SCE)

LES collection schemes

Cloud

rain

Cloud :qc (g kg-1)

Nc (cm-3)

Rain :qr (g kg-1)

Nr (cm-3)

Measured spectra

D0 ~ 40 - 100 µm

D0

Cloud

rain

D (μm)

Page 17: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Autoconversion

Cloud :qc (g kg-1)

Nc (cm-3)

Rain :qr (g kg-1)

Nr (cm-3)

Precipitation formation, autoconversion rate

TresholdNqfkt

qccautoauto

r )()(

Khairoutdinov and Kogan (2000)

2.47 -1.79

Beheng (1994)4.7 -3.3Seifert and Beheng (2001)

4 -2

Tripoli and Cotton (2000)

2.33 -0.33

α β

Kessler (1969)1

Treshold

H(qc-qtreshold)

Sundqvist (1978)1

Liu and Daum (2006)2.33 -0.33

2)exp(1treshold

c

q

q

H(r6-rtreshold)

H(rv-rvtreshold)

Naerosol

Highly non linear

0

0

1

1

1

Auto rate

qc

Aerosol indirect effect dependance in Nc necessary

Nc

Nc

Accretion

rcaccraccrr qqkt

q

)(

Depends on local values

Page 18: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Autoconversion / accretion rates mean profiles (12H) in cumulus

Only in cloud core

- Formation of precipitation in cloud core-Accretion = ~ 10 x autoconversion

-Simulations show larger accretion rate for wup-vqr > 0(drops go upward)

Only in cloud core

auto accr

wup-vqr > 0

wup-vqr < 0

vqr

wup

accr

Page 19: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

))exp(1(0015.0)( 2

treshold

ccauto

r

q

qq

t

q

Autoconversion:

Frac=cste

0 overlap, Sundqvist (1978) scheme

w=wup(k-1)

qc=lup(k)

1

)(

)()(

kauto

rc

cupauto

qauto

c

w

z

t

qq

z

qw

z

F

t

qc

=cste?

Page 20: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

New scheme

bc

acauto

c Nkqt

q

)(

Autoconversion:

Frac=cste

w=wup(k-1)

qc=lup(k)

cupqr qwF

Page 21: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

New scheme, accretion regimeAccretion:

Frac=cste

rccollqr

ser

accrr

qqkz

Ft

q

t

q

0)()( dim

7.004.0 qrr Fq

(From RICO in situ measurements)

3.0/13.01 ))(( kck FzkqF

autoF

Page 22: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

New scheme, overlap

Frac=cste

k+1

k

))/hz-(z-(1 oktopk

zk

ho

kkkclear 1

ztop

3.0/13.01 ))(( kckk FzkqF

?

Page 23: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Autoconversion formulation

paramr

t

q)(

coreautor

t

q

)(

(kg kg-1 s-1)

(kg kg-1 s-1)

LES simulations (12H)- RICO, moister RICO - Nc= 40, 50, 70, 100, 200 cm-3

- Seifert and Beheng (2006) scheme:

Identification of individual clouds and average clouds

of same height

coreautor

t

q

)(

corecq

power law hypothesis:

c

coreccoreauto

c

N

qa

t

q

)(

0027.0

44.2

56.3

a

& regression

autoLES = f(autoparam)

1/1 line

))1(

)(1(~)(

22

42006

c

cSBc

N

q

t

qauto

37.07.0 )1(~)(

Horizontal mean values of:

rc

c

qq

q

1

Page 24: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

SCM results

Page 25: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

LWP, rain flux at surface, Nc=50, 70, 100, 200 cm-3

50 cm-3

70 cm-3

200 cm-3

No rain

100 cm-3

LWP:

precipitation at surface:

60 g m-2

= 25 Wm-2 ~ 0.4 mm h-1 ~ 10 mm j-1 50 cm-3

70 cm-3 100 cm-3

200 cm-3

Page 26: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

rain flux profilesNc=50, 200 cm-3

Nc = 50 cm-3

Nc = 200 cm-3

Page 27: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Autoconversion time scale

w=5ms-1

w=1ms-1

w=wup

w

z

t

qq

z

qw

z

F

t

q

autor

c

cupauto

qauto

c c

)(

)()(

w=5ms-1w=1ms-1

w=wup

Page 28: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Sensitivity to the overlap

h0=1000

h0=600

h0=300LWPNc = 50 cm-3

h0=300

h0=600

h0=1000

Page 29: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

- Developpment and implementation of a precipitation scheme in ECMWF SCM model coupled with the DualM scheme.- Possibility to take in account the shear effect- Possible to take in account interaction between precipitation flux and the stratiform component of the cloud (for Sc).

- Dependency in NCCN

Test of the scheme using the KPT and half a year of precipitation flux and CCN concentration measurements:

Conclusion and perpective

North North SeaSea

originsorigins

Dust Dust episodeepisode

CCN concentration at Cabauw during IMPACT (May 2008)

Regional backgroundRegional background Regional Regional backgroundbackground

Page 30: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Sundqvist no evap SB, no evap, Nc 70

lwp

lwp

Rsurf

Rsurf

Page 31: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Sundqvist no evap SB, no evap, Nc 50

lwp

lwp

Rsurf

Rsurf

Page 32: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

SB, evap2, Nc 70

lwp

RsurfRsurf

SB, evap2, Nc 200

lwp

Rsurf

Page 33: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

h0=300, 500, 800, 1500, SB, Nc 50, evap2

lwp lwp

lwp

lwp

h0 300 m h0 500 m

h0 800 m h0 1500 m

Page 34: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

SB, Nc 50, original evap

lwp

auto2, Nc 50, original evap

auto2, Nc 50, evap2

Page 35: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

SB, evap2, Nc 50

lwp

Rsurf

Page 36: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Nc 50 cm-3 Nc 70 cm-3

Nc 200 cm-3

lwp lwp

lwp

auto 2 (a=2.74, b=-1.35)

Page 37: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Param accr up + auto w0=5 ms-1

10e-6

aqr=1.85 bNc=1.17

Page 38: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Param accr up + auto w0=5 ms-1

2.5e-6

Page 39: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

LWP, rain flux at surface, Nc=50, 70, 100, 200 cm-3

50 cm-3

70 cm-3

200 cm-3

No rain

100 cm-3

LWP:

precipitation at surface:

60 g m-2

= 25 Wm-2 ~ 0.4 mm h-1 ~ 10 mm j-1 50 cm-3

70 cm-3 100 cm-3

200 cm-3

5 Wm-2

Page 40: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010
Page 41: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010
Page 42: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

Steady state:

accrautoz

qrwv

z

F

sedaccrauto

upqrqr

)(

0

Page 43: Olivier Geoffroy Parameterization of precipitation in boundary layer clouds at the cloud system scale Pier Siebesma, Roel Neggers RK science lunch, 05/10/2010

wup-vqr < 0 wup-vqr > 0