Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics

Acoustic surveys for biomass estimation require accurate identification of echoes from the target species. In one objective technique for identifying Antarctic krill, the difference between mean volume-backscattering strength at two frequencies is used, but can misclassify small krill and other plan...

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Bibliographic Details
Published in:ICES Journal of Marine Science
Main Authors: Woodd-Walker, Rachel S., Watkins, Jonathan L., Brierley, Andrew S.
Format: Article in Journal/Newspaper
Language:unknown
Published: Academic Press LTD 2003
Subjects:
Online Access:http://nora.nerc.ac.uk/id/eprint/13078/
http://icesjms.oxfordjournals.org/content/60/3/641.full
id ftnerc:oai:nora.nerc.ac.uk:13078
record_format openpolar
spelling ftnerc:oai:nora.nerc.ac.uk:13078 2023-05-15T13:45:11+02:00 Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics Woodd-Walker, Rachel S. Watkins, Jonathan L. Brierley, Andrew S. 2003 http://nora.nerc.ac.uk/id/eprint/13078/ http://icesjms.oxfordjournals.org/content/60/3/641.full unknown Academic Press LTD Woodd-Walker, Rachel S.; Watkins, Jonathan L.; Brierley, Andrew S. 2003 Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics. ICES Journal of Marine Science, 60 (3). 641-649. https://doi.org/10.1016/S1054-3139(03)00062-6 <https://doi.org/10.1016/S1054-3139(03)00062-6> Marine Sciences Zoology Ecology and Environment Publication - Article PeerReviewed 2003 ftnerc https://doi.org/10.1016/S1054-3139(03)00062-6 2023-02-04T19:28:22Z Acoustic surveys for biomass estimation require accurate identification of echoes from the target species. In one objective technique for identifying Antarctic krill, the difference between mean volume-backscattering strength at two frequencies is used, but can misclassify small krill and other plankton. Here, we investigate ways to improve target identification by including characteristics of backscattering energy and morphology of aggregations. To do this, multi-frequency acoustic data were collected concurrently with target fishing of Antarctic krill and other euphausiid and salp aggregations. Parameter sets for these known aggregations were collated and used to develop empirical classifications. Both linear discriminant-function analysis (DFA) and the artificial neural network technique were employed. In both cases, acoustic-backscattering energy parameters were most important for discriminating between Antarctic krill and other zooplankton. However, swarm morphology and other parameters improved the discrimination, particularly between krill and salps. Our study suggests that for krill-biomass estimates, a simple DFA based on acoustic-energy parameters is a substantial improvement over current dB-difference acoustic methods; but studies requiring the discrimination of zooplankton other than krill must still be supported by target fishing. Article in Journal/Newspaper Antarc* Antarctic Antarctic Krill Southern Ocean Natural Environment Research Council: NERC Open Research Archive Antarctic Southern Ocean ICES Journal of Marine Science 60 3 641 649
institution Open Polar
collection Natural Environment Research Council: NERC Open Research Archive
op_collection_id ftnerc
language unknown
topic Marine Sciences
Zoology
Ecology and Environment
spellingShingle Marine Sciences
Zoology
Ecology and Environment
Woodd-Walker, Rachel S.
Watkins, Jonathan L.
Brierley, Andrew S.
Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics
topic_facet Marine Sciences
Zoology
Ecology and Environment
description Acoustic surveys for biomass estimation require accurate identification of echoes from the target species. In one objective technique for identifying Antarctic krill, the difference between mean volume-backscattering strength at two frequencies is used, but can misclassify small krill and other plankton. Here, we investigate ways to improve target identification by including characteristics of backscattering energy and morphology of aggregations. To do this, multi-frequency acoustic data were collected concurrently with target fishing of Antarctic krill and other euphausiid and salp aggregations. Parameter sets for these known aggregations were collated and used to develop empirical classifications. Both linear discriminant-function analysis (DFA) and the artificial neural network technique were employed. In both cases, acoustic-backscattering energy parameters were most important for discriminating between Antarctic krill and other zooplankton. However, swarm morphology and other parameters improved the discrimination, particularly between krill and salps. Our study suggests that for krill-biomass estimates, a simple DFA based on acoustic-energy parameters is a substantial improvement over current dB-difference acoustic methods; but studies requiring the discrimination of zooplankton other than krill must still be supported by target fishing.
format Article in Journal/Newspaper
author Woodd-Walker, Rachel S.
Watkins, Jonathan L.
Brierley, Andrew S.
author_facet Woodd-Walker, Rachel S.
Watkins, Jonathan L.
Brierley, Andrew S.
author_sort Woodd-Walker, Rachel S.
title Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics
title_short Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics
title_full Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics
title_fullStr Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics
title_full_unstemmed Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics
title_sort identification of southern ocean acoustic targets using aggregation backscatter and shape characteristics
publisher Academic Press LTD
publishDate 2003
url http://nora.nerc.ac.uk/id/eprint/13078/
http://icesjms.oxfordjournals.org/content/60/3/641.full
geographic Antarctic
Southern Ocean
geographic_facet Antarctic
Southern Ocean
genre Antarc*
Antarctic
Antarctic Krill
Southern Ocean
genre_facet Antarc*
Antarctic
Antarctic Krill
Southern Ocean
op_relation Woodd-Walker, Rachel S.; Watkins, Jonathan L.; Brierley, Andrew S. 2003 Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics. ICES Journal of Marine Science, 60 (3). 641-649. https://doi.org/10.1016/S1054-3139(03)00062-6 <https://doi.org/10.1016/S1054-3139(03)00062-6>
op_doi https://doi.org/10.1016/S1054-3139(03)00062-6
container_title ICES Journal of Marine Science
container_volume 60
container_issue 3
container_start_page 641
op_container_end_page 649
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