Spatial Assessment of Antarctic Krill (Euphausia superba) in the Palmer Long-Term Ecological Research (LTER) Study Site using Acoustic Doppler Current Profiler (ADCP) Technology
Abstract
Antarctic krill (Euphausia superba) play an integral role in the ecological community
of the Southern Ocean. Information to monitor biomass and distribution is extremely
important to scientists and managers, particularly due to recent warming trends along
the Western Antarctic Peninsula. Active acoustic systems provide a robust, reliable
method for measuring krill biomass and distribution. The intent of this project was
to develop tools and methodologies in MatLab and ArcGIS to assess variations in krill
patch size, latitudinal and longitudinal distribution, as well as depth dependent
patterns. Pre-processed acoustic Doppler current profiler (ADCP) backscatter data,
from one-month cruises over 5 years, were used as a template to produce maps, tables,
and graphs. The standardized output products allow for qualitative comparisons across
multiple years within the Palmer Long Term Ecological Research (LTER) study site.
Eventually, whale satellite-tag data can be cross-referenced to determine if the spatial
scale of whale feeding behavior coincides with the krill patch size or location; which
is critical to interpreting changes within the ecosystem and the foraging dynamics
of predators.
The initial section of the report presents an overview of Antarctic krill behavior
and life history, regional warming implications, and the history of the LTER and acoustic
biomass surveys. Technical information is presented concerning the operation of an
ADCP and data processing; ADCP data require correction and calibration for use in
biomass backscatter measurement. A literature review of previous studies provides
context of current knowledge within the field, and highlights shortcomings that this
project will address.
Next, the study site and data collection methods are discussed, including the acquisition,
processing, and storage of acoustic data. Two datasets used as templates in script
development, from Meng Zhou and the Common Ocean Data Access System (CODAS), are described
in Data Analysis. The ArcGIS Data Import, ADCP Average and Integration, and User Selection
models provide methods to manipulate data on a variety of spatial scales. These tools
allow the user to select an area of interest and determine the resolution of the resultant
acoustic backscatter data based on the needs of the study. Output tables are then
used to create maps and plots of biomass for further analysis in ArcMap and MatLab.
The third section discusses qualitative results from five LTER cruises. Histograms
of depth-integrated, latitude and longitude, and depth-separated backscatter data
provided the basis for comparative analysis within a single year. Large aggregations
are found inshore and within protected bays of the local islands surrounding the Western
Antarctic Peninsula. As ship transects move offshore and south, size and intensity
of acoustic return decreases. Additionally, depth correlated patterns show high backscattering
values near the surface, with a slight drop off, and potentially bimodal signal as
the signal moves deeper through the water column.
Finally, a discussion of the results shows that there is indeed variation in patch
size, distribution, and depth dependent patterns across each year based on the ADCP
data processed to this point. The backscatter data based at this point on uncorrected,
uncalibrated acoustic returns agrees with previous studies, which described retentive
patterns that keep krill entrained in local bays during the austral summer. This is
in contrast to the eastern Antarctic, in which krill move offshore as summer approaches.
Location and depth patterns were not as apparent due to limitations within the dataset
that did not allow for precise relative estimates of biomass. These patterns can be
illuminated through further investigation into the CODAS data, or the acquisition
of post-processed data. Furthermore, by obtaining actual biomass estimates, we can
determine if patch size or location is an indicator of whale feeding preference. The
tools developed provided an introductory investigation into krill spatiotemporal availability,
but also recognized the need for more directed research into the implications of these
changes on the ecosystem.
Type
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https://hdl.handle.net/10161/14070Citation
Alcaraz, Nicholas (2017). Spatial Assessment of Antarctic Krill (Euphausia superba) in the Palmer Long-Term
Ecological Research (LTER) Study Site using Acoustic Doppler Current Profiler (ADCP)
Technology. Master's project, Duke University. Retrieved from https://hdl.handle.net/10161/14070.Collections
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Rights for Collection: Nicholas School of the Environment