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...
Published in: | Frontiers in Marine Science |
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Online Access: | http://dx.doi.org/10.3389/fmars.2022.934504 https://www.frontiersin.org/articles/10.3389/fmars.2022.934504/full |
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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 |
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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 |
_version_ |
1812182231011033088 |