understanding the spatial variability of convective boundary layer...

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Understanding the spatial variability of convective boundary layer depth around an isolated mountain with a factor separation approach S.F.J. De Wekker 1 and S. Serafin 2 1: University of Virginia 2: University of Vienna 16 th conference on Mountain Meteorology, San Diego, 18-22 August 2014

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Page 1: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Understanding the spatial variability of convective boundary layer depth around an isolated mountain with a

factor separation approach

S.F.J. De Wekker1 and S. Serafin2

1: University of Virginia

2: University of Vienna

16th conference on Mountain Meteorology, San Diego, 18-22 August 2014

Page 2: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Motivation and Question

• variability of PBL height in complex terrain – air pollution, theoretical studies, experimental planning, etc.

• Complex terrain includes topographic and surface cover effects. What is the relative contribution of each on PBL height evolution and structure?

shrubs trees bare rock grass

topography

surface cover

zi

Page 3: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Investigation area: Granite Peak, located in the Dugway Proving Ground in western Utah

Dugway Proving Ground

~10 km

Location of MATERHORN field studies in 2012 and 2013 (see other talks in this session)

Page 4: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

MATERHORN FIELD SITE Looking north Looking south

Granite Peak

Granite Peak

Dugway Range

Sapphire Mountain

Sapphire Mountain

Looking northeast

Granite Peak

Sapphire Mountain

Page 5: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Spatial CBL height from airborne Doppler lidar

The CBL is thicker on the east (sagebrush plain) than on the west (playa) side.

Example: 9 October 2012

See also poster 47: Spatial Variability of the Atmospheric Boundary Layer Height over an Isolated Mountain: Selected Cases from the MATERHORN-2012 Field Experiment. Pal, De Wekker and Emmitt

Page 6: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Gradual increase of CBL height from west to east (and from north to south) The CBL is thicker on the east (sagebrush plain) than on the west (playa) side. .

Spatial CBL height structure from operational NWP runs

EXAMPLE FOR OCTOBER 2011

WEST CENTRAL EAST

Three-year climatology of mean afternoon PBL heights

GP

Cedar Mountains

Page 7: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

-> Observations and simulations show that the boundary layer structure around Granite Peak has a marked spatial heterogeneity.

Two major potential reasons are differential heat fluxes and topography

We would like to investigate the relative contribution of differential heat fluxes and topography on PBL height evolution and structure using idealized simulations and the so-called factor separation approach

Page 8: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Factor separation approach The factor separation approach (Stein and Alpert, 1993) provides a useful formalism to design sensitivity studies.

• A rather trivial example: one phenomenon, two forcing factors. You need four simulations: 0 (both forcings off), 1 (only forcing 1 on), 2 (only forcing 2 on), 12 (both forcings on). From each simulation, you pick one field of interest, s (e.g., BL depth). Then you can compute four “factors”.

• f0 represents the undisturbed development of a phenomenon, f1 and f2 are the pure impacts of factors 1 and 2, f12 is the impact of their interaction.

• f1 and f2 are trivial, f12 is not. Interestingly, it represents a nonlinear interaction. Nonlinearity is manifest in the fact that s12 ≠ f0 + f1 + f2.

Page 9: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Model setup

LES with CM1 with 100 m horizontal resolution and 20 m max. vertical resolution 84 x 64 km domain centered on Granite Peak. 9-hour simulations starting at sunrise. Open lateral boundary conditions, lateral and upper Rayleigh damping layers We look at model output after 9 hours of integration (late afternoon).

• S0: no topography, uniform heat input.

• S1: with topography, uniform heat input.

• S2: without topography, differential heat input

• S12: with topography, differential heat input

Topography in modeling domain

GP

Page 10: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Initial potential temperature profile (adapted from observations during MATERHORN) No ambient winds

Model setup

GP

Prescribed heat input

9 hours

K m

s-1

Playa: ~ 100 W/m2

Shubland: ~ 150 W/m2

GP

Page 11: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Results

• The following slides compare 4 runs or factors:

S0 / F0

(uniform heat input, no topography)

S1 /F1

(uniform heat input, with topography)

S2 /F2

(differential heat input, no topography)

S12 /F12

(differential heat input, with topography)

with topography no topography

differential heat input

Uniform heat input

Page 12: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

S1 S0

S2 S12

simulations

Page 13: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

F1 F0

F2 F12

factors

Page 14: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Temporal evolution of F12

T=9 T=8 T=7

T=6 T=5 T=4

T=3 T=2 T=1 hr

Page 15: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

COLD ADVECTION COLD ADVECTION

CBL

x

z

zi

Page 16: Understanding the spatial variability of convective boundary layer ...homepage.univie.ac.at/stefano.serafin/stablest/dl/MMET2014_DeWe… · GP . Initial potential temperature profile

Summary

• Investigated relative contribution of topography and surface flux heterogeneity on CBL heights using the factor separation method

• Effect of interaction is a CBL depression at interface between sage brush and playa that propagates in easterly direction with the playa breeze

• Future work includes an investigation of the relative contribution as a function of atmospheric conditions and surface/topographic characteristics

Acknowledgments: This research is funded by grants from the Office of Naval Research, the National Science Foundation, and the Austrian Science Foundation