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

Abstract 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 o...

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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:English
Published: Oxford University Press (OUP) 2003
Subjects:
Online Access:http://dx.doi.org/10.1016/s1054-3139(03)00062-6
http://academic.oup.com/icesjms/article-pdf/60/3/641/29119461/60-3-641.pdf
id croxfordunivpr:10.1016/s1054-3139(03)00062-6
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spelling croxfordunivpr:10.1016/s1054-3139(03)00062-6 2023-12-31T10:01:08+01:00 Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics Woodd-Walker, Rachel S Watkins, Jonathan L Brierley, Andrew S 2003 http://dx.doi.org/10.1016/s1054-3139(03)00062-6 http://academic.oup.com/icesjms/article-pdf/60/3/641/29119461/60-3-641.pdf en eng Oxford University Press (OUP) ICES Journal of Marine Science volume 60, issue 3, page 641-649 ISSN 1095-9289 1054-3139 Ecology Aquatic Science Ecology, Evolution, Behavior and Systematics Oceanography journal-article 2003 croxfordunivpr https://doi.org/10.1016/s1054-3139(03)00062-6 2023-12-06T08:41:21Z Abstract 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 Oxford University Press (via Crossref) ICES Journal of Marine Science 60 3 641 649
institution Open Polar
collection Oxford University Press (via Crossref)
op_collection_id croxfordunivpr
language English
topic Ecology
Aquatic Science
Ecology, Evolution, Behavior and Systematics
Oceanography
spellingShingle Ecology
Aquatic Science
Ecology, Evolution, Behavior and Systematics
Oceanography
Woodd-Walker, Rachel S
Watkins, Jonathan L
Brierley, Andrew S
Identification of Southern Ocean acoustic targets using aggregation backscatter and shape characteristics
topic_facet Ecology
Aquatic Science
Ecology, Evolution, Behavior and Systematics
Oceanography
description Abstract 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 Oxford University Press (OUP)
publishDate 2003
url http://dx.doi.org/10.1016/s1054-3139(03)00062-6
http://academic.oup.com/icesjms/article-pdf/60/3/641/29119461/60-3-641.pdf
genre Antarc*
Antarctic
Antarctic Krill
Southern Ocean
genre_facet Antarc*
Antarctic
Antarctic Krill
Southern Ocean
op_source ICES Journal of Marine Science
volume 60, issue 3, page 641-649
ISSN 1095-9289 1054-3139
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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