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Federal Department of Home Affairs FDHA Federal Office of Meteorology and Climatology MeteoSwiss Analyzing the TKE budget of the COSMO model for the LITFASS-2003 convective case: comparison with turbulence measurements and LES data COSMO General Meeting 7 September 2009, Offenbach, Germany Balázs Szintai MeteoSwiss Daniel Nadeau EPFL, Switzerland

COSMO General Meeting 7 September 200 9 , Offenbach, Germany

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Analyzing the TKE budget of the COSMO model for the LITFASS-2003 convective case: comparison with turbulence measurements and LES data. Balázs Szintai MeteoSwiss Daniel Nadeau EPFL, Switzerland. COSMO General Meeting 7 September 200 9 , Offenbach, Germany. Outline. Goal of the work - PowerPoint PPT Presentation

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Page 1: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

Federal Department of Home Affairs FDHAFederal Office of Meteorology and Climatology MeteoSwiss

Analyzing the TKE budget of the COSMO model for the LITFASS-2003 convective case: comparison with

turbulence measurements and LES data

COSMO General Meeting

7 September 2009, Offenbach, Germany

Balázs SzintaiMeteoSwiss

Daniel Nadeau EPFL, Switzerland

Page 2: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

2 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Outline

• Goal of the work

• LITFASS-2003 campaign

• Large Eddy Simulation

• COSMO-3D simulations• Mean variables (temperature, wind)• TKE• TKE budget terms

• Summary and Outlook

Page 3: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

3 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Goal of the work

• Evaluate the current one-equation turbulence scheme of the COSMO model

• Investigation of both unstable and stable cases

• Comparison with measurements and LES data

• Eventually further tuning

Page 4: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

4 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

LITFASS-2003

• Measurement campaign conducted in the area of Lindenberg

• Main goal: measurement of turbulent fluxes in an inhomogeneous terrain

• Case study: 2003-05-30 : convective day, calm winds, no clouds

• Simulation of the whole diurnal cycle

• Measurements used:• Radiosoundings• Micrometeorological stations

all land cover types• Tower turbulence measurements

(at 50 and 90 m)

20 k

m

20 km

Page 5: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

5 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Large Eddy Simulation

• Large Eddy Simulation runs were performed at the Environmental Fluid Mechanics Laboratory (EFLUM) at EPFL, Switzerland

• Model was developed at the Johs Hopkins University and was used several times previously to simulate the atmospheric boundary layer

• LES details:• Solves the filtered incompressible N-S equations• Lagrangian scale-dependent dynamic subgrid scale model • Spectral representation in the horizontal directions• Finite differences in the vertical direction• Periodic lateral boundary conditions• Stress-free lid as a top BC for unstable conditions• Surface temperature is imposed • Heat exchange using MOS

Page 6: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

6 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

LES – ideal cases

Neutral Stable Unstable

Daniel Nadeau, EPFL

Ve

loc

ity

va

ria

nc

es

Ve

loc

ity

sp

ec

tra

Page 7: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

7 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

LES - LITFASS-2003 case

• Domain size• 6 x 6 km horizontal (Δx = Δy = 94 m)• 3 km vertical (Δz = 47 m)

• Time step: 0.2 s• 3 hours of simulation from 9 to 12 UTC

• Geostrophic forcing calculated from COSMO-7 analysis (constant in time, vertically changing)

• Changing lower BC from measurements for each land cover type

• 10 minute averaging in output • No space averaging

• Work in progress, preliminary results

Page 8: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

8 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

COSMO-3D at 1 km

COSMO-7 COSMO-1

Page 9: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

9 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

• Horizontal resolution: 0.0089° ~ 1 km

• Timestep : 10 s

• Operational external parameters (soil type) are not accurate in the area improved dataset from Felix Ament is used

• Soil analysis was produced with a one-month TERRA standalone run forced with COSMO-7 analyses

• Investigated:• Numerical horiz. diffusion• Implicit TKE diffusion• Finer vertical resolution

COSMO-3D runs

In the following the control run is presented:• no horizontal diffusion• explicit TKE diffusion• oper. 60 levels

Page 10: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

10 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Wind

COSMO LES

Wind speed[m/s]

Wind dir.[deg]

Page 11: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

11 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Wind profiles at 12 UTC

• Wind direction is simulated accurately

• Wind speed is overestimated by LES

• Problem in LES above the PBL – wave pattern

Wind speed Wind direction

Page 12: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

12 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Potential temperature

• COSMO simulates a too warm and too shallow PBL

• LES background stratification is too stable

COSMO LES

12 UTC

Page 13: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

13 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

TKE

• COSMO gives higher values than LES in the lower half of the PBL

• Height of TKE maximum is too high in LES

• Double peak in the profiles of horizontal velocity variances in LES (not shown)

COSMO LES

12 UTC

Page 14: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

14 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Component testing

• Budget terms:• I. : Local tendency• II. : Buoyancy production term• III. : Shear production term• IV. : Turbulent transport of TKE and pressure correlation term• V. : Dissipation

Prognostic equation for TKE:

I. II. III. IV. V.

3

212

13

3

232

3

1313

/

x

puu

xU

uuxU

uuute

v

Page 15: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

15 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

TKE budget terms I.

COSMO LES

Buoyancy

Shear

Page 16: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

16 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

TKE budget terms II.

COSMO LES

Transport

Dissipation

Budget imbalance

Page 17: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

17 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

TKE budget - measurements

• Average values computed from two sonic anemometers at 50 and 90 m• Turbulent transport: triple correlations (M. Mauder, Research Centre Karlsruhe)• Dissipation: turbulence spectrum (D. Michel, University Basel)

• Positive values of turbulent transport in COSMO• Large negative imbalance in measurements

Transport

Dissipation Budget imbalance

Buoyancy Shear

TKE

Page 18: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

18 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Summary and Outlook

• The diurnal cycle of a dry convective case has been simulated with the COSMO model at 1 km resolution

• TKE budget terms have been compared to preliminary LES data and measurements

• The shear production term shows vertical oscillations (in stable regimes)

• The transport term near the surface have different sign as compared to measurements and LES

• The TKE budget from turbulence measurements shows a large negative imbalance

• Outlook:

• More reliable LES data

• Stable case: GABLS-3

Page 19: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

Federal Department of Home Affairs FDHAFederal Office of Meteorology and Climatology MeteoSwiss

Thank you for your attention!

Page 20: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

20 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Page 21: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

21 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Reserve slides

Page 22: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

22 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

TERRA standalone run

• Upper levels of the produced soil analysis are colder and moister than measurements

Page 23: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

23 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

COSMO-3D: Mean Vertical Velocity 2003-05-30 12 UTC, 800 m AGL

Without horiz. DiffusionCTRL-60

300

km

100

km

With horiz. DiffusionHDIFF-60

Page 24: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

24 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

COSMO-3D: Turbulent Kinetic Energy2003-05-30 12 UTC, 800 m AGL

• Without horizontal diffusion the results are not very realistic

wavelength is on the order of the mesh size

• Horizontal diffusion reduces the amplitude of waves and increases the wavelength

• Cellular updrafts on areas with low winds vanish with horizontal diffusion

Without horiz. DiffusionCTRL-60

With horiz. DiffusionHDIFF-60

Page 25: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

25 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Validation of COSMO-3D – 10 m wind

• Too strong wind in analysis – vanishes after 2 hours• Small maximum in the morning hours not present in measurement

CTRL-60 IMPL-60

HDIFF-60 IMPL-74

[m/s

]

[m/s

][m

/s]

[m/s

]

-3D -3D

-3D -3D

Page 26: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

26 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Validation of COSMO-3D – Surface sens. heat flux

• No significant differences between the experiments• Surface sensible heat flux is overestimated during daytime• Surface latent heat flux is underestimated, large horizontal variability (not

shown)

CTRL-60 IMPL-60

HDIFF-60 IMPL-74

-3D -3D

-3D -3D

Page 27: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

27 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Validation of COSMO-3D – Temperature and humidity profiles 2003-05-30 12 UTC

• 60 level runs are very similar to diffusive in the entrainment zone• 74 levels bring improvement in the PBL

CTRL-60 IMPL-60

HDIFF-60 IMPL-74

Potential temp. [K] Potential temp. [K]Specific hum. [kg/kg] Specific hum. [kg/kg]

Page 28: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

28 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

Validation of COSMO-3D – TKE timeseries at 90 m

• Experiments give similar results

• Maximum of TKE is earlier in the model

• Night time TKE is overestimated by the model

• Fairly accurate results for TKE with „wrong” surface heat flux?

CTRL-60 IMPL-60

HDIFF-60 IMPL-74

Page 29: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

29 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

COSMO-3D: TKE budget terms

• Similar results to the idealized convective case

• Turbulent transport of TKE is too weak

• Negative buoyancy flux at PBL top is missing

• Higher vertical resolution in the entrainment zone and implicit formulation are improving the results

CTRL-60 IMPL-60

HDIFF-60 IMPL-74

Page 30: COSMO General Meeting 7 September  200 9 ,  Offenbach, Germany

30 Analyzing the TKE budget of the COSMO model: comparison with turbulence measurements and LES data

Balázs Szintai ([email protected])

LES – TKE budget profile