DataSheet_1_Evaluating potential changes to the US Chukchi Sea bottom trawl survey design via simulation testing.docx

The US Chukchi Sea consists of the waters off the northwest of Alaska and is a naturally dynamic ice-driven ecosystem. The impacts from climate change are affecting the Arctic marine ecosystem as well as the coastal communities that rely on healthy marine ecosystems. In anticipation of increased eco...

Full description

Bibliographic Details
Main Authors: Zack S. Oyafuso, Lewis A. K. Barnett, Margaret C. Siple, Daniel W. Cooper, Stan Kotwicki
Format: Dataset
Language:unknown
Published: 2023
Subjects:
Online Access:https://doi.org/10.3389/fmars.2023.1214526.s001
https://figshare.com/articles/dataset/DataSheet_1_Evaluating_potential_changes_to_the_US_Chukchi_Sea_bottom_trawl_survey_design_via_simulation_testing_docx/23299244
id ftfrontimediafig:oai:figshare.com:article/23299244
record_format openpolar
spelling ftfrontimediafig:oai:figshare.com:article/23299244 2023-06-18T03:39:42+02:00 DataSheet_1_Evaluating potential changes to the US Chukchi Sea bottom trawl survey design via simulation testing.docx Zack S. Oyafuso Lewis A. K. Barnett Margaret C. Siple Daniel W. Cooper Stan Kotwicki 2023-06-06T04:05:38Z https://doi.org/10.3389/fmars.2023.1214526.s001 https://figshare.com/articles/dataset/DataSheet_1_Evaluating_potential_changes_to_the_US_Chukchi_Sea_bottom_trawl_survey_design_via_simulation_testing_docx/23299244 unknown doi:10.3389/fmars.2023.1214526.s001 https://figshare.com/articles/dataset/DataSheet_1_Evaluating_potential_changes_to_the_US_Chukchi_Sea_bottom_trawl_survey_design_via_simulation_testing_docx/23299244 CC BY 4.0 Oceanography Marine Biology Marine Geoscience Biological Oceanography Chemical Oceanography Physical Oceanography Marine Engineering bottom trawl surveys sampling design groundfish Chukchi Sea simulation testing Dataset 2023 ftfrontimediafig https://doi.org/10.3389/fmars.2023.1214526.s001 2023-06-07T23:12:13Z The US Chukchi Sea consists of the waters off the northwest of Alaska and is a naturally dynamic ice-driven ecosystem. The impacts from climate change are affecting the Arctic marine ecosystem as well as the coastal communities that rely on healthy marine ecosystems. In anticipation of increased ecosystem monitoring in the area, there is an opportunity to evaluate improved sampling designs for future ecological monitoring of the Chukchi Sea, an area that is sampled less comprehensively compared to other regions in Alaska. This analysis focused on standardized NOAA-NMFS-AFSC bottom trawl surveys (otter and beam trawls) and three types of survey designs: simple random, stratified random, and systematic. First, spatiotemporal distributions for 18 representative demersal fish and invertebrate taxa were fitted using standardized catch and effort data. We then simulated spatiotemporal taxon densities to replicate the three survey design types to evaluate design-based estimates of abundance and precision across a range of sampling effort. Modest increases in precision were gained from stratifying the design when compared to a simple random design with either similar or lower uncertainty and bias of the precision estimates. There were often strong tradeoffs between the precision and bias of the systematic estimates of abundance (and associated variance) across species and gear type. The stratified random design provided the most consistent, reliable, and precise estimates of abundance indices and is likely to be the most robust to changes in the survey design. This analysis provides a template for changing bottom trawl survey designs in the Chukchi Sea and potentially other survey regions in Alaska going forward and will be important when integrating new survey objectives that are more ecosystem-focused. Dataset Arctic Chukchi Chukchi Sea Climate change Alaska Frontiers: Figshare Arctic Chukchi Sea
institution Open Polar
collection Frontiers: Figshare
op_collection_id ftfrontimediafig
language unknown
topic Oceanography
Marine Biology
Marine Geoscience
Biological Oceanography
Chemical Oceanography
Physical Oceanography
Marine Engineering
bottom trawl surveys
sampling design
groundfish
Chukchi Sea
simulation testing
spellingShingle Oceanography
Marine Biology
Marine Geoscience
Biological Oceanography
Chemical Oceanography
Physical Oceanography
Marine Engineering
bottom trawl surveys
sampling design
groundfish
Chukchi Sea
simulation testing
Zack S. Oyafuso
Lewis A. K. Barnett
Margaret C. Siple
Daniel W. Cooper
Stan Kotwicki
DataSheet_1_Evaluating potential changes to the US Chukchi Sea bottom trawl survey design via simulation testing.docx
topic_facet Oceanography
Marine Biology
Marine Geoscience
Biological Oceanography
Chemical Oceanography
Physical Oceanography
Marine Engineering
bottom trawl surveys
sampling design
groundfish
Chukchi Sea
simulation testing
description The US Chukchi Sea consists of the waters off the northwest of Alaska and is a naturally dynamic ice-driven ecosystem. The impacts from climate change are affecting the Arctic marine ecosystem as well as the coastal communities that rely on healthy marine ecosystems. In anticipation of increased ecosystem monitoring in the area, there is an opportunity to evaluate improved sampling designs for future ecological monitoring of the Chukchi Sea, an area that is sampled less comprehensively compared to other regions in Alaska. This analysis focused on standardized NOAA-NMFS-AFSC bottom trawl surveys (otter and beam trawls) and three types of survey designs: simple random, stratified random, and systematic. First, spatiotemporal distributions for 18 representative demersal fish and invertebrate taxa were fitted using standardized catch and effort data. We then simulated spatiotemporal taxon densities to replicate the three survey design types to evaluate design-based estimates of abundance and precision across a range of sampling effort. Modest increases in precision were gained from stratifying the design when compared to a simple random design with either similar or lower uncertainty and bias of the precision estimates. There were often strong tradeoffs between the precision and bias of the systematic estimates of abundance (and associated variance) across species and gear type. The stratified random design provided the most consistent, reliable, and precise estimates of abundance indices and is likely to be the most robust to changes in the survey design. This analysis provides a template for changing bottom trawl survey designs in the Chukchi Sea and potentially other survey regions in Alaska going forward and will be important when integrating new survey objectives that are more ecosystem-focused.
format Dataset
author Zack S. Oyafuso
Lewis A. K. Barnett
Margaret C. Siple
Daniel W. Cooper
Stan Kotwicki
author_facet Zack S. Oyafuso
Lewis A. K. Barnett
Margaret C. Siple
Daniel W. Cooper
Stan Kotwicki
author_sort Zack S. Oyafuso
title DataSheet_1_Evaluating potential changes to the US Chukchi Sea bottom trawl survey design via simulation testing.docx
title_short DataSheet_1_Evaluating potential changes to the US Chukchi Sea bottom trawl survey design via simulation testing.docx
title_full DataSheet_1_Evaluating potential changes to the US Chukchi Sea bottom trawl survey design via simulation testing.docx
title_fullStr DataSheet_1_Evaluating potential changes to the US Chukchi Sea bottom trawl survey design via simulation testing.docx
title_full_unstemmed DataSheet_1_Evaluating potential changes to the US Chukchi Sea bottom trawl survey design via simulation testing.docx
title_sort datasheet_1_evaluating potential changes to the us chukchi sea bottom trawl survey design via simulation testing.docx
publishDate 2023
url https://doi.org/10.3389/fmars.2023.1214526.s001
https://figshare.com/articles/dataset/DataSheet_1_Evaluating_potential_changes_to_the_US_Chukchi_Sea_bottom_trawl_survey_design_via_simulation_testing_docx/23299244
geographic Arctic
Chukchi Sea
geographic_facet Arctic
Chukchi Sea
genre Arctic
Chukchi
Chukchi Sea
Climate change
Alaska
genre_facet Arctic
Chukchi
Chukchi Sea
Climate change
Alaska
op_relation doi:10.3389/fmars.2023.1214526.s001
https://figshare.com/articles/dataset/DataSheet_1_Evaluating_potential_changes_to_the_US_Chukchi_Sea_bottom_trawl_survey_design_via_simulation_testing_docx/23299244
op_rights CC BY 4.0
op_doi https://doi.org/10.3389/fmars.2023.1214526.s001
_version_ 1769004412094644224