A statistical assessment of the density of Antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel

With the development of acoustic data processing technology, it is possible to make full use of the “chaotic” acoustic data obtained by fishing vessels. The purpose of this study is to explore a feasible statistical approach to assess the Antarctic krill density rationally and scientifically based o...

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Published in:Frontiers in Marine Science
Main Authors: Zhao, Yunxia, Wang, Xinliang, Zhao, Xianyong, Ying, Yiping
Other Authors: National Natural Science Foundation of China
Format: Article in Journal/Newspaper
Language:unknown
Published: Frontiers Media SA 2022
Subjects:
Online Access:http://dx.doi.org/10.3389/fmars.2022.934504
https://www.frontiersin.org/articles/10.3389/fmars.2022.934504/full
id crfrontiers:10.3389/fmars.2022.934504
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spelling crfrontiers:10.3389/fmars.2022.934504 2024-10-06T13:43:41+00:00 A statistical assessment of the density of Antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel Zhao, Yunxia Wang, Xinliang Zhao, Xianyong Ying, Yiping National Natural Science Foundation of China 2022 http://dx.doi.org/10.3389/fmars.2022.934504 https://www.frontiersin.org/articles/10.3389/fmars.2022.934504/full unknown Frontiers Media SA https://creativecommons.org/licenses/by/4.0/ Frontiers in Marine Science volume 9 ISSN 2296-7745 journal-article 2022 crfrontiers https://doi.org/10.3389/fmars.2022.934504 2024-09-10T04:05:57Z With the development of acoustic data processing technology, it is possible to make full use of the “chaotic” acoustic data obtained by fishing vessels. The purpose of this study is to explore a feasible statistical approach to assess the Antarctic krill density rationally and scientifically based on the acoustic data collected during routine fishing operations. The acoustic data used in this work were collected from the surveys conducted by the Chinese krill fishing vessel F/V Fu Rong Hai since the 2015/16 fishing season in the Bransfield Strait. We first processed acoustic data into small units of 0.1 nm, then selected the location of the central fishing ground for grid processing. Because of many zero and low values, we established a Regional Gridding and Extended Delta-distribution (RGED) model to evaluate the acoustic density of the krill. We defined the selection coefficient of grid size by using the coefficient of variation (CV) of the mean density and the weight of the effective covered area of the grids. Through the comparison of selection indexes, cells of 5′S × 10′W were selected as a computational grid and applied to the hotspot in the Bransfield Strait. Acoustic data reveal the distribution of krill density to be spatially heterogeneous. The CV of the mean density for 4 months converges at ~15% for cells of 5′S × 10′W. Simulations estimate krill resource densities in February to be ~1990 m 2 nm −2 and to increase to ~8760 m 2 nm −2 in May (4.4 times higher). We deem the RGED model to be useful to explore dynamic changes in krill resources in the hotspot. It is not only of great significance for guiding krill fishery, but it also provides krill density data for studying the formation mechanism of the resource hotspots. Article in Journal/Newspaper Antarc* Antarctic Antarctic Krill Bransfield Strait Frontiers (Publisher) Antarctic The Antarctic Bransfield Strait Fishing Ground ENVELOPE(-55.848,-55.848,49.550,49.550) Frontiers in Marine Science 9
institution Open Polar
collection Frontiers (Publisher)
op_collection_id crfrontiers
language unknown
description With the development of acoustic data processing technology, it is possible to make full use of the “chaotic” acoustic data obtained by fishing vessels. The purpose of this study is to explore a feasible statistical approach to assess the Antarctic krill density rationally and scientifically based on the acoustic data collected during routine fishing operations. The acoustic data used in this work were collected from the surveys conducted by the Chinese krill fishing vessel F/V Fu Rong Hai since the 2015/16 fishing season in the Bransfield Strait. We first processed acoustic data into small units of 0.1 nm, then selected the location of the central fishing ground for grid processing. Because of many zero and low values, we established a Regional Gridding and Extended Delta-distribution (RGED) model to evaluate the acoustic density of the krill. We defined the selection coefficient of grid size by using the coefficient of variation (CV) of the mean density and the weight of the effective covered area of the grids. Through the comparison of selection indexes, cells of 5′S × 10′W were selected as a computational grid and applied to the hotspot in the Bransfield Strait. Acoustic data reveal the distribution of krill density to be spatially heterogeneous. The CV of the mean density for 4 months converges at ~15% for cells of 5′S × 10′W. Simulations estimate krill resource densities in February to be ~1990 m 2 nm −2 and to increase to ~8760 m 2 nm −2 in May (4.4 times higher). We deem the RGED model to be useful to explore dynamic changes in krill resources in the hotspot. It is not only of great significance for guiding krill fishery, but it also provides krill density data for studying the formation mechanism of the resource hotspots.
author2 National Natural Science Foundation of China
format Article in Journal/Newspaper
author Zhao, Yunxia
Wang, Xinliang
Zhao, Xianyong
Ying, Yiping
spellingShingle Zhao, Yunxia
Wang, Xinliang
Zhao, Xianyong
Ying, Yiping
A statistical assessment of the density of Antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel
author_facet Zhao, Yunxia
Wang, Xinliang
Zhao, Xianyong
Ying, Yiping
author_sort Zhao, Yunxia
title A statistical assessment of the density of Antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel
title_short A statistical assessment of the density of Antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel
title_full A statistical assessment of the density of Antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel
title_fullStr A statistical assessment of the density of Antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel
title_full_unstemmed A statistical assessment of the density of Antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel
title_sort statistical assessment of the density of antarctic krill based on “chaotic” acoustic data collected by a commercial fishing vessel
publisher Frontiers Media SA
publishDate 2022
url http://dx.doi.org/10.3389/fmars.2022.934504
https://www.frontiersin.org/articles/10.3389/fmars.2022.934504/full
long_lat ENVELOPE(-55.848,-55.848,49.550,49.550)
geographic Antarctic
The Antarctic
Bransfield Strait
Fishing Ground
geographic_facet Antarctic
The Antarctic
Bransfield Strait
Fishing Ground
genre Antarc*
Antarctic
Antarctic Krill
Bransfield Strait
genre_facet Antarc*
Antarctic
Antarctic Krill
Bransfield Strait
op_source Frontiers in Marine Science
volume 9
ISSN 2296-7745
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3389/fmars.2022.934504
container_title Frontiers in Marine Science
container_volume 9
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