Development and application of an empirical multifrequency method for backscatter classification

We evaluated the feasibility of identifying major acoustic scatters in North Pacific ecosystems based on empirical measurements of relative frequency response. Acoustic measurements in areas where trawl catches were dominated by single taxa indicated that it might be possible to discern among key gr...

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Published in:Canadian Journal of Fisheries and Aquatic Sciences
Main Authors: De Robertis, Alex, McKelvey, Denise R., Ressler, Patrick H.
Other Authors: Jech, Josef Michael
Format: Article in Journal/Newspaper
Language:English
Published: Canadian Science Publishing 2010
Subjects:
Online Access:http://dx.doi.org/10.1139/f10-075
http://www.nrcresearchpress.com/doi/full-xml/10.1139/F10-075
http://www.nrcresearchpress.com/doi/pdf/10.1139/F10-075
id crcansciencepubl:10.1139/f10-075
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spelling crcansciencepubl:10.1139/f10-075 2024-05-19T07:38:22+00:00 Development and application of an empirical multifrequency method for backscatter classification De Robertis, Alex McKelvey, Denise R. Ressler, Patrick H. Jech, Josef Michael 2010 http://dx.doi.org/10.1139/f10-075 http://www.nrcresearchpress.com/doi/full-xml/10.1139/F10-075 http://www.nrcresearchpress.com/doi/pdf/10.1139/F10-075 en eng Canadian Science Publishing http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining Canadian Journal of Fisheries and Aquatic Sciences volume 67, issue 9, page 1459-1474 ISSN 0706-652X 1205-7533 journal-article 2010 crcansciencepubl https://doi.org/10.1139/f10-075 2024-05-02T06:51:25Z We evaluated the feasibility of identifying major acoustic scatters in North Pacific ecosystems based on empirical measurements of relative frequency response. Acoustic measurements in areas where trawl catches were dominated by single taxa indicated that it might be possible to discern among key groups of scatterers such as fish with gas-filled swimbladders, euphausiids, myctophids, and jellyfish. To establish if walleye pollock ( Theragra chalcogramma ), a key species in the ecosystem, can be separated reliably from other groups under prevailing conditions, we developed a method based on the normal deviate (or Z score) to identify backscatter consistent with the pollock relative frequency response. We evaluated the performance of the method by comparing it with the traditional method of species identification (i.e., directed trawl catches and subjective interpretation of echograms) during five large-scale acoustic surveys of the eastern Bering Sea. Pollock abundance estimates employing the multifrequency method were highly correlated with those using the traditional method, which indicates that the multifrequency method performs well in this situation. In this environment, multifrequency methods will allow more inferences to be drawn when direct sampling of organisms is limited and will also complement existing abundance surveys by improving species classification and providing information about key nontarget species. Article in Journal/Newspaper Bering Sea Theragra chalcogramma Canadian Science Publishing Canadian Journal of Fisheries and Aquatic Sciences 67 9 1459 1474
institution Open Polar
collection Canadian Science Publishing
op_collection_id crcansciencepubl
language English
description We evaluated the feasibility of identifying major acoustic scatters in North Pacific ecosystems based on empirical measurements of relative frequency response. Acoustic measurements in areas where trawl catches were dominated by single taxa indicated that it might be possible to discern among key groups of scatterers such as fish with gas-filled swimbladders, euphausiids, myctophids, and jellyfish. To establish if walleye pollock ( Theragra chalcogramma ), a key species in the ecosystem, can be separated reliably from other groups under prevailing conditions, we developed a method based on the normal deviate (or Z score) to identify backscatter consistent with the pollock relative frequency response. We evaluated the performance of the method by comparing it with the traditional method of species identification (i.e., directed trawl catches and subjective interpretation of echograms) during five large-scale acoustic surveys of the eastern Bering Sea. Pollock abundance estimates employing the multifrequency method were highly correlated with those using the traditional method, which indicates that the multifrequency method performs well in this situation. In this environment, multifrequency methods will allow more inferences to be drawn when direct sampling of organisms is limited and will also complement existing abundance surveys by improving species classification and providing information about key nontarget species.
author2 Jech, Josef Michael
format Article in Journal/Newspaper
author De Robertis, Alex
McKelvey, Denise R.
Ressler, Patrick H.
spellingShingle De Robertis, Alex
McKelvey, Denise R.
Ressler, Patrick H.
Development and application of an empirical multifrequency method for backscatter classification
author_facet De Robertis, Alex
McKelvey, Denise R.
Ressler, Patrick H.
author_sort De Robertis, Alex
title Development and application of an empirical multifrequency method for backscatter classification
title_short Development and application of an empirical multifrequency method for backscatter classification
title_full Development and application of an empirical multifrequency method for backscatter classification
title_fullStr Development and application of an empirical multifrequency method for backscatter classification
title_full_unstemmed Development and application of an empirical multifrequency method for backscatter classification
title_sort development and application of an empirical multifrequency method for backscatter classification
publisher Canadian Science Publishing
publishDate 2010
url http://dx.doi.org/10.1139/f10-075
http://www.nrcresearchpress.com/doi/full-xml/10.1139/F10-075
http://www.nrcresearchpress.com/doi/pdf/10.1139/F10-075
genre Bering Sea
Theragra chalcogramma
genre_facet Bering Sea
Theragra chalcogramma
op_source Canadian Journal of Fisheries and Aquatic Sciences
volume 67, issue 9, page 1459-1474
ISSN 0706-652X 1205-7533
op_rights http://www.nrcresearchpress.com/page/about/CorporateTextAndDataMining
op_doi https://doi.org/10.1139/f10-075
container_title Canadian Journal of Fisheries and Aquatic Sciences
container_volume 67
container_issue 9
container_start_page 1459
op_container_end_page 1474
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