Notes on the diagnostics.
a) Data source.
All the images shown
on these webpages have been generated from the National Centers for
Environmental Prediction (NCEP) Global Forecast Systems (GFS) model.
A thorough description of this model can be found here. We use analysis
and forecast products with a resolution of 0.5x0.5 degrees every six hours.
At present, the data we use has a forecast period of 84 hours (3.5 days).
b) Technical detail about these plots.
Our plots
are generated every six hours at 00UTC, 06UTC, 12UTC and 18UTC (most plots
are available approximately 15-20mins after these times) and while this process
occurs some images/sequences may be slightly odd or just missing - just
have a coffee and check again! The plots are delayed by approximately
12 hours due to time required for NCEP to assimilate the data and run the
forecasts, transmitting the forecasts and local processing of the data.
We use Unidata's GEMPAK package to make all our plots (more information
about GEMPAK is available here).
We make use of code written by Dave Vollaro (SUNY Albany) to compute
Potential Vorticity from the pressure level GFS data (analysis times
only - see note in section c(ii)) and code written by Anantha Aiyyer (SUNY
Albany) to calculate streamfunction. The objective trough/jet plotting
code was written by Gareth Berry (SUNY Albany) after development in collaboration
with Tim Hewson (UK Met Office) and Chris Thorncroft (SUNY Albany).
c) Description of the products.
Note: the four 'core diagnostics' are comprised of 315K Potential
Vorticity (section c(ii)), 925hPa Potential Temperature
and relative vorticity (section c(iii)), 925hPa equivalent potential
temperature and 400hPa vertical velocity (section c(iv)) and CAPE and
CIN (section (c(v)). In all these plots our objective trough/jet identification
is used, the location of troughs marked by a thick solid black line and the
jet axes are marked with a dashed purple line.
(i) Trough/Jet identification.
The trough/jet diagnostics
are what we believe to be the main 'value added' product available on
these pages. We use a completely objective method to identify African
Easterly Waves (AEWs) and jet axes based on the 700hPa vector wind field. Essentially, trough lines are defined as the point at which the
advection of the curvature vorticity is equal to zero, in regions where the
curvature
vorticity is positive. Similarly, jet axes are defined as the point at
which the shear vorticity is equal to zero, with masks
added to isolate wind speed maxima. Further masks are added to show trough
lines and jet axis in certain flow regimes that are specific to our interest.
We only plot trough axes in regions where there is easterly flow, to differentiate
between AEWs and e.g. mid-latitude troughs. We only show jet axes in region
where the magnitude of the wind is in excess of 8m/s to remove
regions of weak flow. A paper documenting these diagnostics and their application
to the AEWs of July, August and September 2004 (authored by Gareth Berry,
Chris Thorncroft and Tim Hewson) has been accepted to MWR (subject to minor
revisions) and an early copy of it is available here. A more rigorous description
of these diagnostics (including the relevant equations and nice examples)
can be found here.
These diagnostics are overlaid on all our horizontal maps.
(ii) 315K Potential Vorticity.
PV is shown with the trough lines in
order to illustrate the multi-scale aspects of AEWs, as discussed in
our recent case study paper (Berry and Thorncroft (2005), MWR), which
can be accessed here.
The trough lines tend to emphasize the wave-like nature of AEWs that
is often discussed in the literature and it may be possible to interpret
the horizontal tilts of the trough lines relative to the jet axes as
evidence of barotropic growth. The PV field may help to re-enforce the
notion of dynamical waves (via a wave-like perturbation of the zonally
orientated PV strip near 10N), but more commonly show the intense diabatically
generated PV maxima that are embedded within the AEW (and via the invertability
principle may make up a substantial contribution to the AEW flow anomaly),
that from our experience appear to be directly associated with tropical
cyclogenesis in the ocean basins. The 700hPa wind vectors are shown in blue
to aid interpretation of the objective troughs.
On a technical note, we use the 315K
theta surface because it is located near 700hPa in the vicinity of 10-15N
(the AEW 'action' zone). This material surface bows down over the Sahara
desert, and reaches as low as 925hPa near 25N in the height of the summer
(see our 925hPa theta plots for confirmation). An important point to note
when examining the analyses and forecast is that the methods used to compute
PV for the forecast and analysis times are slightly different. Although there
may be some small discrepancies in the amplitude of an individual PV maxima,
the main difference is that for the forecast periods we see very strong
and widespread PV maxima that form over the desert regions during night
hours (due to strong low-level radiation cooling that produces large static
stability values near the Earth's surface). However, these problems occur
away from the main areas of interest, so we don't believe it to limit the
use of our plots.
(iii) 925hPa Potential temperature and relative
vorticity.
These fields are shown primarily in
order to allow the tracking of westward moving vorticity centres that
we expect to be moving along the low-level baroclinic zone as part of
an AEW (see our recent paper here
for an example of such a feature). We suggest these features are indicative
of baroclinic energy exchanges associated with AEWs. The latitudinal
location of the baroclinic zone will also give some indication of the
progress of the West African monsoon.
(iv) 925hPa Equivalent potential temperature
and 400hPa vertical velocity.
These fields are part of our selection
intended to look for a relationship between AEWs and convection. We expect
that if a vorticity centre is propagating along the low-level baroclinic
zone (as part of AEW) it will effect the theta-e distribution at low-level
and may impact convection (also discussed in our paper). The 400hPa vertical velocity field
(with only values less than -8 pa/s (i.e. Ascent) contoured) indicates
the location of strong active convection.
(v) CAPE and
CIN.
Convective Available Potential Energy
and Convective INhibition. Standard thermodynamic measures that tell
us about the amount of energy released/required when an air parcel is displaced
vertically. Here we use it as a measure of the probability of deep convection.
(vi) Convective
Diagnostics.
These diagnostics are generated in an
attempt to determine where regions that favour long-lived deep convection
are located. We know from past studies that we tend to see such
systems in regions with pronounced low-level wind shear (top left panel),
instability (indicated by the k-index (coloured) in the top left panel)
and dynamical forcing (we have chosen 925hPa moisture flux convergence).
Three model soundings are shown (10N 10E, 10N 0W and 10N 10E) in order to
look for mid-level dry layers (which generates downdrafts and promotes
cold pool propagation in a sheared environment) and to examine the vertical
shear profile throughout the depth of the troposphere.
(vii) Cross-sections.
Three cross-sections at 10W 0W and 10E
are shown. The top figures show mixing ratio to show the structure of the
monsoon layer and zonal wind in superimposed to show the location and intensity
of the African easterly jet (AEJ) and the tropical easterly jet (TEJ),
two significant features of the summertime atmospheric circulation in this
region. For ease of viewing, the wind values are multiplied by minus one
so that easterlies are contoured with a solid line. The lower figures show
PV (coloured) so that we may get some insight into the vertical structure
of the PV maxima that are embedded in the AEWs. Potential temperature contours
are also shown to illustrate the structure of the low-level baroclinic zone
and the Saharan heat low.
(viii) Atlantic
Plots.
The Atlantic plots are a continuation
of the 315K PV plots that are shown for North Africa (see the description
of those above), although without a background satellite image. They
are generated in the hope of allowing us to determine the ultimate fate
of AEWs. From experience we have noted that the vast majority of AEWs can
be followed as either a distinct PV anomaly or trough line (sometimes both
if the AEW is vigorous) into at least the Caribbean (i.e. 60W) or the mid-latitudes.
We have noted that on many occasions, our trough diagnostics have strong
resemblances to the Tropical Prediction Center (TPC) hand analyzed surface
map for the Atlantic ocean and Caribbean sea. To see this, compare our latest analysis
with the appropriate analysis time (wide area: 00UTC 06UTC 12UTC 18UTC, SW Atlantic:
00UTC 06UTC 12UTC 18UTC) from the TPC.
(ix) Atlantic
Plots Part 2.
Similar to the diagnostic described
above, these are a continuation of the 315K PV plots that are shown for
North Africa. Instead of a basin wide view, these show a more zoomed in area,
centred on the Carribean and Gulf of Mexico. The diagnostics are overlaid
on GOES IR imagery, which we recieve via CIMSS, University of Wisconsin.
(x) SAL Products.
In the top image,
our trough/jet diagnostics are overlaid on the CIMSS (University of
Wisconsin)/Hurricane Research Division (NOAA) Saharan Air Layer (SAL)
diagnostics. These diagnostics indicate the presence of dry, dust laden
Saharan Air in the lower troposphere (below 500hPa) over oceanic regions as
yellow/red shading. The presence of this airmass is thought to detrimental to
the formation of tropical cyclones. The image used is copyright of UW-CIMSS/NOAA
HRD and is used here with permission the original images, with full details on
how they are constructed are available from the UW-CIMSS
SAL webpages.
The lower panels
show diagnostics from the GFS model, which we hope further help to delineate
the SAL from other air masses and to demonstrate the value of the Satellite
derived product. The lower left panel shows relative humidity, averaged
between 850 and 500hPa, in order to show dry air over the continent and give
an appreciation of how close the GFS analysis is to Satellite observations.
The lower right shows potential vorticity averaged between 850 and 500hPa in
order to give an indication of the potential source of a particular air mass.
We expect that air from the Saharan boundary will have very low PV due to the
almost neutral stability as a result of dry convection - hence it may be
possible to differentiate the dry SAL from other dry air masses (e.g. dry
subtropical air) and its relationship with AEWs by using both the satellite
derived products with the GFS output.
Back
to plots main.