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Table of Contents
- 1. Research Setting
- 2. Primary Research Question
- 3. Investigation Plan
- 4. Data Access and Visualization Methods
- 5. Preliminary Analysis
- 6. Refinement of Analysis
- 7. Statement of Results
- 8. Discussion of Results
- 9. Statement of Conclusions
- 10. Questions for Further Investigation
1. Research Setting
The setting for this research project is the Gulf of Panama,
located south of the eastern end of the isthmus of Panama. The Gulf of
Panama is directly south of the Panama Canal. The western land
boundary of the Gulf is the Azuero Peninsula, and the eastern land
boundary is the northern coast of Colombia in South America.
The Gulf of Panama has a well-defined seasonal primary
productivity cycle. This cycle is caused by the occurrence of high
pressure systems in the Gulf of Mexico and Caribbean Sea that occur
during the Northern Hemisphere winter. When these high pressure
systems enter the Caribbean Sea north of Panama, they create a marked
difference in atmospheric pressure between the northern side of
isthmus of Central America and the southern side. The high mountains
of the Central American cordillera prevent the pressure from
"equalizing" over a broad area. As a result, very strong winds occur
in the only three gaps in the cordillera: in southern Mexico, in
central Nicaragua, and the Panama Canal. These winds, funneled through
the gaps, extend for a large distance over the adjacent ocean waters.
The winds are so strong that they mix water lying deeper in the
oceanic water column with surface waters. The deeper ocean waters have
significantly higher nutrient concentrations than the surface waters,
so that when the deeper waters are mixed to the surface, phytoplankton
utilize the nutrients for markedly increased photosynthetic
productivity.
It is easy to perceive the seasonal productivity cycle for this
region in chlorophyll concentration data from instruments such as
SeaWiFS and MODIS. (In fact, in the Coastal Zone Color Scanner mission
data composite on the left side of the LOCUS banner image at the top
of this page, this area of productivity can be seen just above the
letters "ory" in "Laboratory".) A complicating factor, however,
is the presence of heavy cloud cover over the Gulf of Panama during
late spring and nearly all of summer (in the Northern Hemisphere),
which may introduce uncertainty into the chlorophyll concentration
data for those seasons compared to the less cloudy winters.
The images below, created using the data analysis tool
GIOVANNI, illustrate the seasonal cycle in the Gulf of Panama during
the years 2000-2001. For convenience, the seasons are: winter,
December 2000 through February 2001; spring, March 2001 through May
2001; summer, June 2001 through August 2001; and autumn, September
2001 through November 2001. In particular, note the amount of missing
data due to cloud cover in the summer image.

2. Primary Research Question
This research project is concerned with the possible influence
of the El Niño climate phenomenon on the seasonal productivity
cycle in the Gulf of Panama. Data from SeaWiFS covers two El Niño/La
Niña events: the strong El Niño event in the years 1997-1998
(with a strong La Niña following it), and the weaker event
occurring in 2002-2003. So our primary research question is
formulated:
Can an influence of El Niño/La Niña in
the Pacific Ocean be perceived in SeaWiFS chlorophyll concentration
data for the Gulf of Panama, and if so, how strong is this
influence?
3. Investigation Plan
For this investigation, we plan to utilize the SeaWiFS 9
kilometer resolution global data that are available for analysis using
GIOVANNI. Use of these data provide the opportunity to examine
patterns of chlorophyll concentration, which is an indicator of
phytoplankton productivity, over several years. Our study area will be
the Gulf of Panama, which lies south of the eastern part of the
isthmus of Panama.
We will examine the patterns of productivity for each year,
with particular attention regarding the patterns of productivity in
1997-1998, when a strong El Niño/La Niña event occurred,
and 2001-2002, when a much weaker El Niño/La Niña event
occurred.
4. Data Access and Visualization Methods
The SeaWiFS 9 km chlorophyll data are processed into monthly
files containing the average chlorophyll concentration for each 9 x 9
km "square" area over the world's oceans. GIOVANNI accesses these
files and provides the capability of selecting areas of interest for
examination. GIOVANNI can be used to create a map of the chlorophyll
concentrations for the area averaged over selected time intervals,
concentration vs. time plots for chlorophyll concentration (averaged
over the entire selected area), month-by-month animations of data for
the selected area, or Hovmoller plots for the area.
Hovmoller plots can be particularly useful data visualizations
to detect variations over time and space. Hovmoller plots display data
in a time vs. longitude or time vs. latitude format. Thus, for the
same area, a comparison of the spatial variability over time is easy
to comprehend.
[Hovmoller plots are named after a Swedish scientist and
meteorologist, Ernest Hovmoller, who first demonstrated their
usefulness in this type of analysis in a paper published in 1949.
Because these data presentations have become so ubiquitous in data
analysis, particularly for earth science, Ernest Hovmoller has
achieved a remarkable level of scientific fame: it is easy to find
references to Hovmoller plots or Hovmoller analysis, but it is quite
difficult to find references to Ernest Hovmoller!]
5. Preliminary Analysis
We initially chose the area bounded by these coordinates:
northern latitude 10 degrees North, southern latitude 2 degrees North,
western longitude 83 degrees West, eastern longitude 78 degrees West.
The first plot simply displays the average chlorophyll concentration
for the entire period of time, September 1997 to December 2003.

This figure isn't particularly informative. As we have already
seen the pattern of annual variability (the four images shown before),
we know that the zone of higher productivity is found in a fairly
narrow band and during the winter. The average plot above gives a
general idea of the area where productivity is increased, but it
provides no information about the variability of productivity over
time, or over the region of interest.
The next thing to do is to numerically examine the average
chlorophyll concentrations by month over the entire time period.

This figure is more interesting. It appears to confirm that
chlorophyll concentrations in the Gulf of Panama are much higher
during the winter months, which is what was expected. However, the
average high concentrations for 1997-1998 and for 2002-2003 are not
much different than the average high concentrations for other
years.
So now it's time to generate a Hovmoller plot of these data. In
this case, a latitude vs. time plot is chosen (it's also possible to
generate longitude vs. time plots). The reason for choosing latitude
vs. time rather than longitude vs. time is due to the fact that the
high productivity occurs in such a narrow north-to-south area. This
means that we would expect to see more spatial variability over
latitude as compared to longitude. Remember that in this figure, north
is to the right, south is to the left.

A quick examination of this Hovmoller plot looks promising. In
1997-1998, the highest chlorophyll concentrations didn't extend nearly
as far south as in other years (except for the productive area located
at about 2.8 degrees North). A comparison of 2001-2002 to the
productive winter seasons in other "normal" years suggests that the
concentrations were slightly lower during that period. So there may be
a detectable signal of El Niño/La Niña events in these
data.
However, there are a few problems that we need to examine
first.
6. Refinement of Analysis
The Hovmoller plot indicates that in 1999 and a few other
times, there are some missing data (the white patches). The white
patches north of 9 degrees North are actually in the Caribbean Sea, so
we don't have to consider them. Our first look at the data indicate
that summer is a particularly cloudy period; it was so cloudy this
particular spring and summer that no data were acquired for small
areas in a one or two month period. Is this a problem?
Probably not. When we look at the data for spring and summer
for all of the other years except 1998 (more on that later), the
concentration range appears similar. So even though some data are
missing, there isn't any reason to expect that it was significantly
different than when the data were available.
The other problem is that our study area of interest was too
large. A southern boundary of 2 degrees North includes a small portion
of the coast of Colombia, where chlorophyll concentrations appear
elevated (which is characteristic of chlorophyll concentration data in
general anywhere near the coast). This coastal region is the band of
productivity located at about 2.8 degrees North. So we need to move
our southern boundary northward to about 3.5 degrees North. Here is
the new Hovmoller plot:

This plot is much better. It is still distracting, however, to
include the coastal area between 8 and 9 degrees North, where there is
little apparent variability in productivity. So now let's restrict the
Hovmoller plot to between 7 degrees North and 3.5 degrees North.

Now we have a very good plot highlighting the most variable
region of the Gulf of Panama. It is clear in this plot that the
1997-1998 winter, during the strong El Niño, was much less
productive than the "normal" winter pattern. And it is also fairly
obvious that there is a La Niña signature of lower-than-normal
chlorophyll concentrations in the spring and summer of 1998, which is
also what we expected.
The milder El Niño/La Niña event in 2002-2003 is
not as clearly defined. It appears that the winter season had slightly
lower chlorophyll concentrations, particularly in the region between 5
and 6 degrees North. But between 3 and 4 degrees North, chlorophyll
concentrations appear higher than in any other year! Could both of
these observations be part of the El Niño/La Niña
event?
Possibly. But there is one other interesting aspect of this
event, which is well-illustrated by a time-plot for just the area
between 6 and 5.4 degrees North:

In this plot, the reduction in chlorophyll concentration that
occurred in 1997-1998 is very obvious, and the lower chlorophyll
concentrations in winter 2001-2002 are also apparent. There is also a
very interesting small peak in chlorophyll concentrations in the
autumn of 2001. It is also possible to see this in the Hovmoller
plots, but it is more obvious in this time plot. It is possible that
this "spike" is an early indicator of the mild El Niño about to
occur -- but it could also be something unusual that isn't related to
El Niño.
7. Statement of Results
Our analysis indicates that there was an approximately 50%
reduction in chlorophyll concentration during the winter period in the
Gulf of Panama during the 1997-1998 El Niño. This season was
followed by a noticeable La Niña period where chlorophyll
concentrations were lower than average. During the milder El
Niño/La Niña event of 2002-2003, winter chlorophyll
concentrations appear slightly reduced over the whole region, with
some subregions approaching a 50% reduction compared to normal years.
Low chlorophyll concentrations characteristic of La Niña appear
in summer and autumn 2002, and also in 2003. There is an anomalous
increase in chlorophyll concentration in late summer 2002 occurring
near to the Panamanian isthmus which may be an El Niño event
precursor.
8. Discussion of Results
So now we have a clear statement of what has been observed in
our data analysis. The next step is to examine explanations for these
observations. We will discuss two possible explanations, but
scientists should always consider a variety of explanations that could
account for their observations.
The reduction in chlorophyll concentration occurring during the
El Niño event could be caused by a change in the weather
patterns that cause the strong winds which in turn cause mixing and
nutrient availability in the Gulf of Panama. El Niño events are
known to produce more storms on the U.S. West Coast and more rain in
the U.S. Southwest, so this meteorological shift might also change the
timing and intensity of the high pressure systems that enter the
Caribbean Sea, which induce the strong winds through the passes in the
Central American mountains. If these winds were not as strong or as
persistent as in normal years, the mixing would be decreased, and this
would also decrease the concentration of nutrients, leading to a
reduction in phytoplankton productivity, which is visible as
chlorophyll concentration.
Another explanation, which based on the oceanographic
characteristics of El Niño events may be the most likely, is
the increase in the depth of the thermocline (the depth boundary
between cold subsurface water and warm surface water in the oceans).
El Niño events move a large amount of warm water from the
western Pacific Ocean to the eastern Pacific Ocean, which has the
effect of "deepening" the thermocline, and reducing the intensity of
upwelling over large areas of the Pacific. If the thermocline depth
was increased in the Gulf of Panama, even if the winds were just as
strong as in non-El Niño years, the effectiveness of the mixing
for bringing nutrients to the surface would be lessened. The cold
subsurface waters with higher nutrient concentrations would lie
deeper, requiring more wind energy to mix the water column and bring
them to the surface. Because the increased thermocline depth is the
primary cause of reduced productivity in the Pacific Ocean during an
El Niño event, it seems plausible that this is also the cause
of reduced productivity in the Gulf of Panama during an El Niño
event.
9. Statement of Conclusions
Now we provide a succinct statement of our conclusions.
- Chlorophyll concentrations were observed to be lower in
the Gulf of Panama during the winter productive season for El
Niño events occuring in 1997-1998 and 2002-2003.
- During the strong 1997-1998 El Niño, concentrations
were lower by approximately 50%. During the 2002-2003 El Niño,
concentrations were slightly reduced, and in subregions the reduction
in concentration approached 50%. However, in other subregions
concentrations were slightly higher for the 2002-2003 El
Niño.
- Slightly elevated chlorophyll concentrations in the Gulf of
Panama during summer and autumn 2001 may have been a precursory
indication of the El Niño event.
- The likeliest explanation of the reduced chlorophyll
concentrations is an increased depth of the thermocline, reducing
the effectiveness of wind mixing for bringing high nutrient
subsurface water to the surface. An alternative explanation is a
shift in the pattern and intensity of high pressure systems in the
Caribbean Sea that create high wind conditions in the passes of
the Central American cordillera, which induce wind mixing of the
waters in the Gulf of Panama.
10. Questions for Further Investigation
There is always more that can be done. While GIOVANNI provides
a rapid way to examine chlorophyll concentration data, it doesn't
allow more sophisticated numerical analyses. It would be quite
interesting to integrate the chlorophyll concentration data (i.e., to
sum up the chlorophyll concentrations over the area and over time) to
provide a better quantitative estimate of how much chlorophyll
concentrations were reduced in the Gulf of Panama during the El
Niño events. This would help to confirm that our visual
impression for the 2002-2003 event of slightly reduced productivity is
correct.
To determine if the cause of the reduced chlorophyll
concentrations is due to the increased depth of the thermocline or to
a change in the wind mixing intensity, it would be necessary to obtain
oceanographic data that measure the temperature of the water at
various depths. Either ships that investigated the region or moored
oceanographic buoys might provide these data. To examine the wind
patterns, meteorological data for the Gulf of Panama and the Panama
Canal (the pass that the winds blow through) could be examined for a
comparison of a normal winter to an El Niño winter. This
additional data would add confidence to our explanations of the
observations we have made.
Finally, it would also be interesting to see if there are any
data indicating a "spike" in chlorophyll concentrations before the
1997-1998 El Niño. SeaWiFS began collecting data in
mid-September 1997, so data from summer 1997 would be required.
Unfortunately, the Japanese satellite carrying the Ocean Color and
Temperature Scanner (OCTS) instrument, which also collected ocean
color data, failed in June 1997, so there is no satellite data for
this important period. There might be data from local research or
fishing vessels, however, that could provide information to fill
this difficult gap in satellite data coverage. Also, because the
chlorophyll concentration "spike" might also be visible in sea
surface temperature (SST) data, it might be possible to use this
type of data to figure out what was happening before September
1997.
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