36
1/29 Workshop on SBL, ECMWF, 7-10 November 2011 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred Bosveld and Peter Baas (KNMI), Gert-Jan Steeneveld and Bert Holtslag (WUR) With contributions of: Wayne Angevine, Eric Bazile, Martin Koehler, Cisco de Bruijn, John Edward, Gunilla Svensson, Michael Ek, Frank Freedman,Vincent Larson, Geert Lenderink, Jocelyn Mailhot, Jon Pleim, Matthias Raschendorfer, Juergen Helmert, Sander Tijm, Joshua Fasching, Sukanta Basu, Daniel Deca, Jocelyn Mailhot.

GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

  • Upload
    others

  • View
    0

  • Download
    0

Embed Size (px)

Citation preview

Page 1: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

1/29Workshop on SBL, ECMWF, 7-10 November 2011

GABLS 3 SCM intercomparison and evaluationWhat did we learn?

Fred Bosveld and Peter Baas (KNMI), Gert-Jan Steeneveld and Bert Holtslag (WUR)

With contributions of:Wayne Angevine, Eric Bazile, Martin Koehler, Cisco de Bruijn, John Edward, Gunilla Svensson, Michael Ek, Frank Freedman,Vincent Larson, Geert Lenderink, Jocelyn Mailhot, Jon Pleim, Matthias Raschendorfer, Juergen Helmert, Sander Tijm, Joshua Fasching, Sukanta Basu, Daniel Deca, Jocelyn Mailhot.

Page 2: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

2/29Workshop on SBL, ECMWF, 7-10 November 2011

GABLS 3 SCM intercomparison and evaluation

What did we learn?

Content

1. Case set-up

2. Model Results

3. Alternatives in case designs

Page 3: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

3/29Workshop on SBL, ECMWF, 7-10 November 2011

(1) Case requirements.

• Single Column Model and LES case

• “Ideal case”

• Evening and morning transition

• Well defined inertial oscillation

• Flat and homogeneous terrain

• Atmosphere-Land surface-Radiation interaction

• Accurate prescription of forcings to allow for direct evaluation with observations

Page 4: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

4/29Workshop on SBL, ECMWF, 7-10 November 2011

Cabauw Observational Program.1986-1996 and 2001-2011

CESAR consortium (8 Institutes)

Land-Atmosphere observations

• Flat terrain• Dominated by grassland (10 km scale)• Tower profiles of wind, temperature and

humidity• Wind profiler• Surface radiation components• Surface energy budget components• Soil thermal and water• Tower turbulent fluxes• Radio sounding De Bilt (25 km) from Cabauw

www.cesar-observatory.nlincluding data portal

Page 5: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

5/29Workshop on SBL, ECMWF, 7-10 November 2011

Case selection

Vgeo

Wind speed 200 m for 9 selected nights

GABLS3

• Simulation period• 1-2 July 2006, 12 – 12 UTC (24 h)

• To do• Initial Conditions• Soil / vegetation specifications• Atmospheric forcings.

• Tools• 12 hourly soundings from De Bilt• Observations from the site• Various 3D NWP models

Page 6: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

6/29Workshop on SBL, ECMWF, 7-10 November 2011

Synoptical situation

sensitivity runs for soil moisture with RACMO

Page 7: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

7/29Workshop on SBL, ECMWF, 7-10 November 2011

Initial and boundary conditions

Initial conditions:from tower, radiosonde and soil observations

Land Surface parameters:Albedo = 0.23 (observed)Emissivity =0.99 (literature)z0m = 0.15 m (meso-scale, observed)z0h = 0.0015 m (5% of local scale z0m=0.03m, observed)Vegetation fraction: 100% grassLeaf area index: LAI = 2.soil type = clay. 45% clay, 8% organic matter, no sand.soil water content at field capacity is 0.47 m3/m3

sensitivity runs for soil moisture with RACMO

Page 8: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

8/29Workshop on SBL, ECMWF, 7-10 November 2011

What about soil moisture?

Tuning parameter to get correct sensible and latent heat fluxes at start of simulation( Bow = 0.33).

sensitivity runs for soil moisture with RACMO

0

0.2

0.4

0.6

0.8

1

0 0.1 0.2 0.3 0.4

soil water content (kg/kg)

Bow

en ra

tio @

1-7

, 12U

TCH = 42

LvE = 424

H = 168LvE = 175

Page 9: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

9/29Workshop on SBL, ECMWF, 7-10 November 2011

Geostrophic wind

Surface geostrophic forcingfrom surface pressure network the Netherlands

Geostrophic forcingfrom 3D NWP (RACMO)

Page 10: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

10/29Workshop on SBL, ECMWF, 7-10 November 2011

Derivation of momentum advection

)(

)(

G

G

uufvvdtdv

vvfuvdtdu

svdtds

−−∇•=

−+∇•=

∇•=

Assume full decoupling of 200 mlevel from the surface fromsunset to sunrise.

12 18 24 6 12

Time (UTC)

Page 11: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

11/29Workshop on SBL, ECMWF, 7-10 November 2011

Derivation of momentum advectionEvolution of Horizontal wind at 200 m.

Observations (OBS) and when RACMO-3D and CASE advection is applied on sunset wind vector.

Also shown is evolution when no advection is applied (NOADV)

and shown is the Geostrophic wind evolution (GEOWND).

B indicates begin of time series (sunset) and E indicates end of time series (11 hours later).

Page 12: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

12/29Workshop on SBL, ECMWF, 7-10 November 2011

Conclusions on case set-up

• A moderately stable case is defined

• Allow for SCM runs in full interaction with surface

• Special care for atmospheric forces

• to allow for a direct evaluation with observations

Page 13: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

13/29Workshop on SBL, ECMWF, 7-10 November 2011

(2) Model intercomparison and evaluation

Name Institute PI Nlev BL.Scheme Skin

ALADIN Meteo France Bazile 41 TKE-l No

AROME Meteo France Bazile 41 TKE-l No

GLBL38 Met Office Edwards 38 K (long tail) Yes

UK4L70 Met Office Edwards 70 K (short tail) Yes

D91 WUR Steeneveld 91 K Yes

GEM Env. Canada Mailhot 89 TKE-l No

ACM2 UCEPA Pleim 155 K+non-local No

WRF YSU CIRES Angevine 61 K No

WRF MYJ CIRES Angevine 61 TKE-l No

WRFTEMF CIRES Angevine 61 Total E-l No

COSMO DWD Helmert 41 K No

GFS NCEP Freedman 57 K Yes

WRF MYJ NCEP Freedman 57 TKE-l Yes

WRF YSU NCEP Freedman 57 K Yes

MIUU MISU Svensson 65 2nd order No

MUSC KNMI De Bruijn 41 TKE-l No

RACMO KNMI Baas 80 TKE-l Yes

C31R1 ECMWF Beljaars 80 K Yes

CLUBB UWM Fasching 250 Higher order No

Participating models

Page 14: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

14/29Workshop on SBL, ECMWF, 7-10 November 2011

State and structure of SBL

Page 15: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

15/29Workshop on SBL, ECMWF, 7-10 November 2011

State and structure of SBL

Boundary layer height determined from:

Air temperature profilewhere dT(z)/dz = 0

Page 16: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

16/29Workshop on SBL, ECMWF, 7-10 November 2011

Method of Evaluation

1) Identifying the relevant processes that characterise the SBL

2) Discrimate between “wrong physics” and “wrong parameters” (simulating the wrong site).

3) Use state of the art models to estimate sensitivity to parameter variations.

4) Use observations to judge quality of the models

Page 17: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

17/29Workshop on SBL, ECMWF, 7-10 November 2011

Sensitivity runs with SCM (RACMO)on the dominating processes

mixingvarying the TKE-l parameters that relates turbulent

length scale to the properties of the flow[ch,cp] = [0.1,0.0] -> [0.2,1.0] -> [0.4,1.0]

coupling:varying the thermal conductance between the skin layer

and the soil Λ = 0.5 -> 5 -> 50 W/m2/K

radiationvarying specific humidity to affect long wave incoming

radiation. L↓ 15 W/m2

All have approx. the same effect on sensible heat flux

Page 18: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

18/29Workshop on SBL, ECMWF, 7-10 November 2011

Influence of mixingSensitivity runs

Page 19: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

19/29Workshop on SBL, ECMWF, 7-10 November 2011

Influence of mixingJet speed versus BLH

Page 20: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

20/29Workshop on SBL, ECMWF, 7-10 November 2011

Coupling to the soil

jump in

Skin layer models

Page 21: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

21/29Workshop on SBL, ECMWF, 7-10 November 2011

Influence of surface radiation

=L↓-L↑

L↑ is strong function of surface temperature

Page 22: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

22/29Workshop on SBL, ECMWF, 7-10 November 2011

Combined influence of radiation and coupling

= L↓-σT4(z=200m)

Page 23: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

23/29Workshop on SBL, ECMWF, 7-10 November 2011

Combined influence of radiation and coupling

= L↓-σT4(z=200m) - Gsoil

Page 24: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

24/29Workshop on SBL, ECMWF, 7-10 November 2011

Conclusions on model intercomparison and evaluation

• Significant variation in all aspects of the SBL are observed among models which can be coupled to relevant processes.

• Using sensitivity runs facilitate the interpretation of deviations among SCM runs and between models and observations.

• Significant mixing differences cause variation in sensible heat flux and boundary layer height. But variation in temperature rate of change is relatively small

• Miss representation of the thermal coupling to the soil/vegetation is significant in explaining differences in T2m.

• Careful prescribing the atmospheric forcings enabled a direct comparison between models and observations.

• In general models with skin layers perform better

Page 25: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

25/29Workshop on SBL, ECMWF, 7-10 November 2011

(3) Alternative ways in case designs

Baas et al. (2010). QJRMS

Exploit long term datasets and select similar cases

Use 3D NWP to get atmospheric forcings for SCM

Currently this does not work for individual casesTo much noise (non-deterministic mesoscale variations)

Two approaches:

1) Run an ensemble of similar cases and evaluate ensemble mean

2) Make a single composite case and evaluate outcome

Page 26: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

26/29Workshop on SBL, ECMWF, 7-10 November 2011

RACMO SCM runs with forcings from:- GABLS3 case- 3D RACMO TKE-3D RACMO c31

And observations

Individual GABLS3 case

Geowind

Momentum advection

Geowind and advection from:- GABLS3 case- 3D RACMO TKE- 3D RACMO C31

Page 27: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

27/29Workshop on SBL, ECMWF, 7-10 November 2011

Average atmospheric forcings for 8 similar cases

Geowind

Momentum advection

Page 28: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

28/29Workshop on SBL, ECMWF, 7-10 November 2011

Ensemble case Composite case

Page 29: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

29/29Workshop on SBL, ECMWF, 7-10 November 2011

Conclusions on case designs• When long time series are available similar cases can be selected

• 3D NWP atmospheric forcings are not (yet) good enough to be used for a single case.

• Non-deterministic meso-scale effects deteriorate the run.

• When long observational time series are available similar cases can be selected.

• Averaging over many similar cases reduces non-deterministic noise in the 3D NWP forcings.

• The current compositing case gave slightly better results then the ensemble case.

Page 30: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

30/29Workshop on SBL, ECMWF, 7-10 November 2011

Ensemble of cases

Page 31: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

31/29Workshop on SBL, ECMWF, 7-10 November 2011

Effect of momentum advection on 200 m wind

Page 32: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

32/29Workshop on SBL, ECMWF, 7-10 November 2011

State and structure of SBL

Long wave incoming radiation is:

- to a large extend determined by temperature of the lowest atmospheric layers.

- is an internal (coupled) parameter of the stable boundary layer

Page 33: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

33/29Workshop on SBL, ECMWF, 7-10 November 2011

Dominant processes in moderately stable SBL

θU

mixingcoupling

L↓ L↑

L↑L↓

radiation

vegetation

soil

Bl height

Page 34: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

34/29Workshop on SBL, ECMWF, 7-10 November 2011

Transition around sun-set and sun-rise

Page 35: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

35/29Workshop on SBL, ECMWF, 7-10 November 2011

Ensemble case

Page 36: GABLS 3 SCM intercomparison and evaluation What did we learn? · Workshop on SBL, ECMWF, 7- 10 November 2011 1/29 GABLS 3 SCM intercomparison and evaluation What did we learn? Fred

36/29Workshop on SBL, ECMWF, 7-10 November 2011

Composite case