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Transcript of Precipitation I: Processes and measurement - colorado.edu · ... NOAA composite satellite image of...
For precipitation to occur, you must have water vapor
Saturation vapor (es) pressure over water
The amount of water vapor that the
atmosphere can carry (the saturation
vapor pressure, es) is a function of
temperature. The saturation vapor
pressure does not increase linearly
with temperature but rather
exponentially through the Clausius-
Clapeyron equation.
Having water vapor in the atmosphere is a necessary but insufficient condition for
precipitation. There must also be a mechanism to promote uplift, cooling and condensation.
Magnus-Tetens formula – a good approximation:
es(T)= 6.1094 exp[(17.625.T)/(T+243.04)]
Precipitation requirements and processes
•Condensation occurs when the temperature is ≤ the dewpoint Td.
•Without small particles in the air (e.g., dust, soot, sea salt, clay, sulfate,
phytoplankton) to act as cloud condensation nuclei (CCN), the air
can become supersaturated. The number of cloud condensation
nuclei in the air ranges between around 100 to 1000 per cm3.
•Typical CCN = 0.2 μm
•Typical cloud droplets are 20-100 μm
•Rain drops are around 2000 μm - 2 mm
• Downward velocity must exceed uplift velocity for precipitation to fall.
Uplift velocities in convective storms can be large.
Relative sizes of CCN, cloud droplets and
rain droplets
http://www.flame.org/~cdoswell/wxmod/wxmod.html
Precipitation requirements and processes (cont). •Uplift and cooling to the dew point
•Condensation
•Growth of droplets (two basic processes)
1) Bergeron-Findeisen theory (top figure): If ice
and supercooled water droplets exist together in a
cloud, the ice crystals grow at the expense of water
droplets, the reason being that the saturation vapor
pressure over ice is lower than over water. Solid
precipitation that falls may (or may not) melt at a
lower, warmer atmospheric level to become rain.
2) Coalescence (bottom figure): Occurs in warm
(liquid) clouds. Falling droplets have terminal
velocities directly related to their diameter, such
that the larger falling drops overtake and absorb
smaller drops, the smaller drops can also be swept
into the wake of larger drops and be absorbed by
them.
Key processes that provide uplift, cooling and
condensation are convection, frontal uplift and
forced ascent over orographic barriers. http://schepping.punt.nl/?a=2007-10
http://schepping.punt.nl/?a=2007-10
Bergeron-Findeisen theory (cont.)
Arapahoe Basin – May 2005
http://www.geminibv.nl/tidbits/dauwpunt-druk-
en-temperatuur?set_language=en
http://www.gi.alaska.edu/alison/ALISON_Science_Snow.html
The process of vapor diffusion is most efficient at around -12 to -15oC,
corresponding to the temperature of largest difference between water and
ice saturation vapor pressures. Different combinations of temperature and
supersaturation determine the type of snowflake that forms.
Precipitation requirements and processes (cont.)
Import of water vapor is important to maintain precipitation
Consider a thunderstorm
•For a column within the thunderstorm of unit area (m2),
the volume = 10,000 m3
•Typical average water mass is 0.5 g m-3
= 5000 g water in column
= 5000 cm3/10,000 cm2
= 0.5 cm precipitation, which is not much
Thus to maintain precipitation there must be an influx (entrainment)
of vapor-rich air to replace the water that falls from precipitation.
Precipitation quality
Dingman 2002 Figure 4-53
Precipitation is not pure, but rather
contains a number of ions. The
straight lines indicate concentration
ranges for continental rain, while the
wavy lines indicate concentrations for
marine rain. Ranges found in high
pollution areas are indicated by
dashed lines.
http://www.grc.k12.nf.ca/climatecanada/precipfactors.htm
http://www.ux1.eiu.edu/~cfjps/1400/stability.html
Convective precipitation
Keys to convective storm development are low atmospheric stability and ample atmospheric
water vapor. The stronger the decrease in temperature with height (the more negative the
environmental lapse rate), and the more water vapor that is available, the more favorable the
conditions for convective storms.
Convective precipitation tends to be
localized. The typical convective
storm occurs when local surface
heating makes air parcels warmer
(less dense) than their environment,
such that they rise and condense.
Lapse rates and stability Environmental lapse rate: The vertical rate of change
of temperature with height that we would measure
with a thermometer
• Is usually negative (temperature decreases with
height), the reason being that the atmosphere is
heated primarily from the surface and rising air
cools. An increase in temperature with height is
called an inversion.
• Typical values are -6.5oC km-1
Dry adiabiatic lapse rate (DALR): The rate of cooling
of a rising parcel (a given mass) of air due to
expansion and doing work against the
environment.
• The DALR is -9.8oC km-1
Saturated (wet) adiabatic lapse rate: The lapse rate
after condensation occurs.
• Condensation releases latent heat, such that the
saturated adiabatic lapse rate is les than the
DALR.
• Value varies; a typical value is -5oC km-1
A rising air parcel cools and expands. If
the temperature of the parcel is greater
than (less than) the temperature of the
surrounding environment, it is less (more)
dense than the environmental air and will
continue to rise (it will fall). If condensation
occurs, then the latent heat release makes
the parcel warmer (hence less dense) than
it would otherwise be, making it more likely
that it will stay warmer than the surrounding
environment and continue to rise.
Condensation may result in precipitation.
Key: If the environmental lapse rate
exceeds the DALR, the situation is unstable
and the parcel will rise.
Tropical cyclones
Dingman 2002 Figure 4-4
NOAA composite satellite image of Hurricane Katrina
Tropical cyclones feed on evaporation and latent heat release. They form between
5-20o latitude in each hemisphere where the sea surface temperature is at least
27oC. The grow through a process called CISK (Conditional Instability of the Second
Kind) through which rising air, condensation and latent heat release results in a drop in
surface pressure, causing inflow (converging winds) and more evaporation, further latent
heat release, and a further drop in surface pressure. Rainfall totals can be impressive.
Frontal precipitation is associated with
travelling extratropical cyclones (low
pressure systems). They tend to be
strongest in winter. Precipitation is
associated with uplift, cooling and
condensation in warm fronts, cold fronts
and occluded fronts. Extratropical
cyclones should not be confused with
tropical cyclones (hurricanes, typhoons). Dingman 2002, Figure 4-2
Frontal precipitation
Surface weather analysis from the Canadian Meteorological
Center for Nov. 11, 2010 showing locations of cyclones and their
associated fronts, as well as anticyclones
This starts an animation from a numerical weather prediction model (Canadian Climate
Center) that shows traveling eddies. You loop through the forecasts through 144 hours (six
days). Look especially at the upper right-hand panel, showing sea level pressure (SLP) and
the 1000-500 hPa thickness. Keep looking to get a feel for how the eddies behave.
Traveling cyclones and anticyclones
http://www.weatheroffice.gc.ca/model_forecast/global_e.html
From here (screen shot above):
Click on “anim” for either the 00z run of the 12z run
Vertical structure of cyclones and anticyclones
The low (cyclone) at the surface is located
to the east of the shortwave trough at higher
levels. The is necessary to place the
surface low under an area of mass
divergence aloft, evacuating air. In turn, this
is compensated by convergence near the
surface, with rising motion in between
(fostering cloud formation and precipitation).
If the upper level divergence exceeds the
lower level convergence, surface pressure
falls. Similarly, the anticyclone at the
surface is located to the east of the ridge in
the shortwave at higher levels, necessary to
place the surface high under an area of
mass convergence. There is compensating
divergence at low levels, with sinking motion
in between, fostering clear skies and fine
weather.
http://apollo.lsc.vsc.edu/classes/met130/notes/chapter12/vert_struct_tilted2.html
Temperature (thickness) advection
http://apollo.lsc.vsc.edu/classes/met130/notes/chapter12/cold_warm_air_advection.html
Temperature advection is the primary process that cyclones and anticyclones intensify.
The temperature advection amplifies the shortwave, making the upper-level patterns of
divergence and convergence stronger.
Initially (a), streamlines and isotherms parallel each other (the atmosphere is barotropic). In
(b), the shortwave has cause the streamlines to cross the isotherms west and east of the trough (the
atmosphere there is now baroclinic). In the baroclinic region west (east) of the trough, cold (warm)
advection is occurring. Along with amplifying the wave, cold-air advection west of the trough will
produce sinking motion as the cold air descends to the surface behind the cold front, while warm-air
advection east of the trough will produce rising motion near the center of the low. In (c) the
temperature advection is cut off and the cyclone occludes.
Patterns of extratropical cyclone activity
Extratratropical cyclone frequency (left) and tracks (right) based on a detection and tracking
algorithm applied to data from the NCEP/NCAR reanalysis for the winter of 1989/1990.
(http://data.giss.nasa.gov/stormtracks/).
Sea level pressure pattern for October 24, 1997, showing
a memorable upslope storm that affected Boulder CO
With a cyclone centered over the Oklahoma panhandle, winds over the eastern plans of
Colorado have a component from east to west, moving “upslope”, promoting cooling,
condensation and precipitation. The system draws in water vapor from the Gulf of Mexico.
Orographic precipitation and chinooks
Because of the latent heat release during ascent,
the air at the top of the mountain barrier is warmer
that it would have been without the latent heat
release. As it descends on the leeward side, it
warms at the adiabiatic lapse rate, and arrives at
a higher temperature than it had before the ascent
process. These warm, leeside conditions are
often associated with strong gusty winds called
chinooks.
Orographic precipitation results from
ascent of air over a mountain barrier,
resulting in adiabiatic cooling,
condensation and precipitation on the
upwind side of the barrier. The leeward
side experiences a rain shadow. This
is in large part why the west slope of the
Front Range of Colorado receives
more precipitation than the plains to the
east. However, the plains can receive
considerable precipitation from “upslope”
storms when a low pressure system lies to
the south. These are most common
in winter.
Some notable temperature changes
linked to chinooks:
Loma, MT: -56oF to 49oF in 24 hours
Spearfish SD: -4oF to 45oF in 2 minutes!
Precipitation recycling
What fraction of precipitation that falls within a watershed is due to
water that evapotranspires from that watershed and then falls back
within the watershed?
F+
F+ PL/P = 1/(1+ 2.F+/ET.A)
P = Total precipitation
PL = Precipitation of local origin
E T = Evapotranspiration
A = Area of watershed
F+ = Vertically integrated vapor flux directed into the
watershed (advective moisture term)
E
T
From the formulation of
Brubaker et al. (2003):
To get a high recycling ratio (P/PL)
you want a large evaporation rate
and a small advective moisture term.
The ratio is very scale dependant.
At the global scale, ALL precipitation
is recycled!
P
Dingman 2002 Figure 2-3
Precipitation recycling (cont.)
A few estimates for the annual
ratio from Brubaker et al (1993)
Amazon 25%
Eurasia 10%
Sahel 35%
Mississippi Basin 24%
Key points:
For most regions, the bulk of precipitation is
“imported” in that the water vapor associated
with the precipitation comes from outside of
the region. However, recycling is important
for some areas, such as the Amazon and the
Sahel of Africa. The concern is that
deforestation in the Amazon will significantly
affect the hydrologic cycle there.
www.treehugger.com http://www.experimentearth.com/amazonrainforest.html
Precipitation gauges
http://www.weatherworks.com.au/?p=3082
http://www.hubbardbrook.org/w6_tour/rain-
gauge-stop/precipitation.htm
http://www.novalynx.com/260-2501.html
There are many types of
gauges, which vary in their
catch efficiency. Shielded
gauges, like the one above,
tend to perform better than
unshielded gauges. The liquid
water equivalent of snowfall
is especially hard to measure.
Wyoming snow gauge
Wyoming snow gauges are designed to provide accurate measurements
of snowfall water equivalent. The one pictured above is located on the
drainage divide of Imnaviat Creek, near Toolik Lake, on the North
Slope of Alaska. Photo by M. Serreze.
Typical SNOTEL sites (summer)
SNOTEL (SNOwpack TELemetry) is an automated system to measure snowpack water
equivalent. There are over 600 SNOTEL sites across the western U.S. Snow pillows
measure the weight of the overlying snowpack. SNOTEL sites complement snowcourses,
where snow water equivalent is measured manually.
Areal or gridded estimates of precipitation
A problem often faced in hydrology is using point
measurements of precipitation to come up with a
regional average (such as for a watershed) or gridded
field of precipitation. This generally requires
interpolation. While there are many types of
interpolation, ranging from a simple average of all
stations within a given region to inverse distance
weighting to optimal interpolation, they pretty much all
boil down to the following:
Pinterp= Σ (Pi .wi)/Σ wi
Where Pinterp is the regional or grid point value we wish
to interpolate to, Pi are measurements at each
precipitation gauge (as in the watershed shown at
right) and wi are the interpolation weights. Simply
phrased, the interpolated value is the sum of the station
values times the weights divided by the sum of the
weights. The key is how one determines the weights.
A practical note: If there is a
dense station network, all
interpolation techniques work well.
If the network is sparse, none of
them work well.
Dingman Figure 4-20
Station Density: Contiguous U.S
The station density from the U.S. cooperative network looks rather
dense, but at the scale of medium of small watersheds is can be
quite sparse. The country with the densest station network is Israel,
followed by the UK.
The figure at left shows
monitoring stations north
of 40oN with at least ten
years of record for the
period 1960-1989. Note
the very sparse network
in high northern latitudes.
The situation over the
Antarctic continent is
pathetic. Coverage is
also very sparse over
large areas of the world’s
ocean.
The Arctic: A very sparse network 3
From Serreze and Barry, 2005
Getting the weights: Examples
Dingman 2002 Figure 4-27
Dingman 2002 Figure 4-28
One can develop a function based on the
distance decay of the correlation in precipitation.
(see the left hand figure). While attractive, the
problem is that the correlation length scale of
precipitation tends to be short, especially in
mountainous terrain. One can also make use of
relationships between precipitation and elevation
(hypsometric method). A problem is that in
mountainous terrain, relationships between
precipitation and elevation can be complex.
An alternative: The aerological approach
∂W/∂t = ET - P - •Q
∂W/∂t
ET P
•Q
∂W/∂t = time change in
precipitable water
(column water vapor)
ET = Evapotranspiration
P = Precipitation
•Q = Vertically-integrated vapor
flux divergence
Rearrange:
P- ET = - •Q - ∂W/∂t
Key: While P and ET may be hard to measure over large areas, we can get
the net precipitation (P-ET) using atmospheric winds and humidities.
Aerological estimates of mean annual precipitation minus evapotranspiration (P-ET) based on NCEP/NCAR data for the period 1970-1999 (mm) for the region north of 60oN. Contours are at every 100 mm up to 500 m (negative values dashed) and at every 200 mm for amounts of 600 mm and higher [from Serreze and Barry, 2005]. Annual P-ET is positive everywhere except locally in the Norwegian Sea and southern Barents Sea where evaporation rates are high from autumn through spring (because of cold, dry air blowing over a fairly warm open ocean).
Annual P-ET from the aerological approach