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Applied Micrometeorology in the Arctic Summer School in Arctic Atmospheric Science Nottawasaga Inn 12 July 2011 Ralf Staebler, Environment Canada

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Page 1: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Applied Micrometeorology in the Arctic

Summer School in Arctic Atmospheric Science

Nottawasaga Inn

12 July 2011

Ralf Staebler, Environment Canada

Page 2: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Outline

• Significance of surface –

atmosphere interactions

• Crash course in

micrometeorology:

– turbulent transport

– stability / atm. stratification

– flux-gradient relationships

• A flavour of recent Arctic

research projects

Page 3: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Surface-Atmosphere Interactions

in the Arctic

• Weather & climate forecasting: lower boundary condition of input of heat & water vapour into the atmosphere

• The Arctic Ocean as a CO2 sink

• The Arctic Ocean as a source of aerosol particles and/or their precursors (e.g. DMS)

• Deposition of aerosol particles (esp. soot) onto the Arctic snowpack (albedo effects)

• Atmosphere-surface exchange of ozone, mercury vapour and chemical species involved in their destruction / transformation

Page 4: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

What is usually available:

• Surface parameters (remote sensing, in situ monitoring)

• Column parameters

(remote sensing, balloon profiles)

• Vertical gradients

What we’re usually really after:

Surface fluxes (emission

&

deposition rates)

Need to develop reliable

flux-gradient relationships

to get from here to there!

Page 5: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Crash Course in Micromet

• Micrometeorology (n.): the study of

meteorology on a spatial scale of < 1km

and time scale of < 1 day

• Focus on boundary layer dynamics,

turbulent transport, local circulations,

microclimates, atmosphere-surface

exchange

Page 6: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

From: Oke, Boundary Layer Climates

Page 7: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

The Boundary Layer:that part of the troposphere that is directly influenced by the presence

of the earth’s surface and responds to surface forcings with a time

scale of ~ an hour [100’s to low 1000’s of meters]

The Surface Layer:the layer in direct contact with the surface in which turbulent fluxes are

not significantly different from the surface fluxes

(“constant flux layer”)

Often arbitrarily taken as the bottom 10% of the BL.

More Definitions...

Page 8: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

From R.B.Stull: An Introduction to Boundary Layer Meteorology

Page 9: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

uD

itycosvis

inertiaRe

From: Oke, Boundary Layer Climates

Laminar vs. Turbulent Flow

Page 10: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

From: D.A. Haugen (Ed.), Workshop on Micrometeorology

“Big whorls have little whorls,

which feed on their velocity;

and little whorls have lesser whorls,

and so on to viscosity.“L.F. Richardson, 1922

(paraphrasing Jonathan Swift)

Page 11: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Energy source for ALL atmospheric motions:

Horizontal

temperature

gradients

Mechanical turbulence

Wind

Vertical

temperature

gradients

Thermal turbulence

Buoyancy

The SUN

Surface Heating

Page 12: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

So you may say: don’t forget about molecular diffusion as

a transport mechanism!

Well…

Molecular diffusivity: ~10-5 m2s-1

Eddy (turbulent) diffusivity at 20 m with moderate

winds: ~ 10 m2s-1 (i.e. a million times higher)

Molecular diffusivity only plays a role really close to the

surface, where eddy diffusivity drops (~ linearly with z),

i.e. for z < 1 mm

Page 13: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

The Richardson Number: a measure of stability

2

z

u

z

g

Ri

potential energy

kinetic energy

negative lapse rate Ri < 0 statically unstable

KE > PE Ri < 0.25 dynamically unstable

positive lapse rate &

wind shear not too big: Ri > 0.25 stable

Stull 1988

Page 14: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Profile Statistics, Amundsen 2008Temperature

(Microwave Profiler)

Wind Speed

(Sodar) Richardson Number

Page 15: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Dome C (French/Italian Antarctic Research Station): 3233m ASL

C. GENTHON, D. SIX, V. FAVIER, L. GENONI,

C. POUZENC, A. PELLEGRINI

CNRS / LGGE (France): “Extremely Stable

Boundary Layer on the Antarctic Plateau”. IPY

Science Conference, Oslo, June 2010.

Page 16: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach

Classical Diffusion – Fick’s First Law

x

cDJ

Where

J is the diffusion flux [mol m-2 s-1]

D is the diffusion coefficient or diffusivity [m2 s-1]

c is the concentration [mol m-3]

x is the position [m]

z

cKF

So we assume that turbulence transports

quantity c in a similar manner, and say

Where

F is the turbulent flux [mol m-2 s-1]

K is the turbulent transport coefficient

or eddy diffusivity [m2 s-1]

low c

high c

Page 17: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

To deal with this, we turn to Monin-Obukhov Similarity Theory:

A bunch of universal empirical relationships to describe

vertical profiles and fluxes in the boundary layer

For example: The wind profile in the surface layer under neutral conditions

(no heat flux) is well described by

kz

u

dz

u *

)''(2

* wuu where u* is the friction velocity and k is the von Karman constant

(0.4). Note that u* is a measure of the momentum flux.

dz

u

u

kzm

*

Let’s define a nondimensional gradient

It stands to reason that the relationship between vertical gradients and

fluxes is a function of stability; i.e.

z

cstabilityKF )(

Page 18: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Similarity Theory continued

There are similar relationships between heat flux and the temperature profile, etc.

[Businger-Dyer relationships]

, z/L > 0 (stable)

, z/L =0 (neutral)

, z/L < 0 (unstable)

L

z7.41

4/1

151

L

z

m = 1

''

3

*

v

v

wkg

uL

Turns out that m under non-neutral conditions can be expressed as a universal

empirical function of the normalized height z/L,

where L, the Obukhov length, is given by

Page 19: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Flux-Gradient Relationships

z

uKF mmm

)(

To get back to the eddy diffusivity concept:

1

*

1)( mmneutralmm kzuKK

It is easy to show that

unstable stable

neutral

and similar for eddy diffusivities for heat and

gases

Page 20: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Low O3

High O3

Updraft:

w’ > 0

O3’ < 0

Downdraft:

w’ < 0

O3’ > 0

Average Wind O3 & w’

Sensors

www '

333 ' OOO

'' 3OwFlux

Still not convinced this is a flux? Check the units: (m/s)(ng/m3) = ng/m2/s

The Eddy Covariance Technique

Example: O3 fluxes

Page 21: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

(Ultra)Sonic Anemometers

d / t1 = c - w

d / t2 = c + w

w = d/2(1/t2 – 1/t1)

c = d/2(1/t2 + 1/t1)

Tc

t1t2

Page 22: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Sources

and Sinks (s)

szcw

xcu

zw

xuc

zcw

xcu

tccu

tc

Dt

Dc

'''')()(

dz

z

cwAdvectionVertical :

cdzt

Storage :

The O3

budget: conservation of c (2-D simplification)

'': cwExchangeTurbulent

dzx

cu

AdvectionHorizontal

:

Page 23: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Current Research

• Under what conditions can Arctic surface

fluxes be determined through standard flux

techniques?

• How far can we extend Monin-Obukhov

similarity theory into very stable regimes?

• Can we develop a theory that quantifies

intermittent transport in very stable

regimes?

Page 24: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

SHEBA data set

• Micromet tower near the Des

Groseilliers Canadian Coast

Guard Icebreaker, parked in the

Beaufort/Chukchi Seas

• 5 sonics between 2.2 and 18.2m

• 11 months of data

Page 25: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Grachev et al., Boundary-Layer Meteorology (2005) 116:201235

(z1 = 2m)

Page 26: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

z

uKFlux neutral

Page 27: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

OASIS 2009

Barrow, Alaska

Micromet Tower:

5 sonic anemometers

4-component net radiometer

Temperature & humidity

Surface temperature (IR)

Atmospheric Pressure

nearby (420m south):

SODAR (wind speed & direction up to

800m)

NOAA / ARM (2km east):

ozone sondes

rawinsondes

Microwave profiler

Page 28: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬
Page 29: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬
Page 30: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Median sonic SL Profiles, Barrow’09

Page 31: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

“There is no critical Richardson number above which the turbulence

vanishes”. Larry Mahrt (2010), “Variability and Maintenance of Turbulence

in the Very Stable Boundary Layer”, BLM 135, 1-18.

Page 32: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Sorbjan & Grachev (2010)

SHEBA Galperin et al. (2007)

Prandtl Number:

Pr = Km/Kh

Page 33: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Summary:

1. It’s not THAT stable in the Barrow

surface layer (in April), i.e. standard

flux methods work well much (85%)

of the time

2. We still don’t know how to deal with

very stable conditions… need multi-

year flux-gradient measurements to

collect enough ultra-stable data

Future Work:

1. Flux-gradient relationships for gas

exchange (Kc(z/L))

2. Flux-gradient “monitoring” at various

locations

3. Theoretical framework to deal with

intermittent mixing in very stable

conditions

Page 34: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Questions?

Page 35: Applied Micrometeorology in the Arctic - CANDAC · Analogy of turbulent fluxes with diffusion: the eddy diffusivity approach Classical Diffusion –Fick’s First Law ¼ º « ¬

Collapsible mast:

* Wind-speed/direction

* Global radiation (up/down)

* Sonic anemometer

* Tilt sensor

* Temperature 3 levels

* Relative humidity

* High level gas sampling

Top of instrument box:

* MAXDOAS scanhead with

tilt/compass sensor

* GPS antenna

* WiFi antenna

* webcam

Inside instrument box:

Two shock proof instrument racks :

* 2B ozone monitors (two)

* Gardis GEM monitors (two)

* MAXDOAS spectrometer for BrO

* Licor CO2 monitor

* GPS

* CR3000 data logger

* PC104 computer

* WiFi radio

Other features

* 100% autonomous operation for

duration of battery charge (~2 days)

* Self heating

* 24 VDC power with DC/DC

converters providing stable 12.6 VDC

* Sled on Teflon runners

* Low level gas sampling (10 cm)

* Setup time: 15 min

The famous OOTI sled