Uncrewed surface vehicle (USV) survey of walleye pollock, Gadus chalcogrammus, in response to the cancellation of ship-based surveys

Abstract In 2020, the developing COVID-19 pandemic disrupted fisheries surveys to an unprecedented extent. Many surveys were cancelled, including those for walleye pollock (Gadus chalcogrammus) in the eastern Bering Sea (EBS), the largest fishery in the United States. To partially mitigate the loss...

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Published inICES journal of marine science Vol. 78; no. 8; pp. 2797 - 2808
Main Authors De Robertis, Alex, Levine, Mike, Lauffenburger, Nathan, Honkalehto, Taina, Ianelli, James, Monnahan, Cole C, Towler, Rick, Jones, Darin, Stienessen, Sarah, McKelvey, Denise
Format Journal Article
LanguageEnglish
Published Oxford University Press 01.11.2021
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Abstract Abstract In 2020, the developing COVID-19 pandemic disrupted fisheries surveys to an unprecedented extent. Many surveys were cancelled, including those for walleye pollock (Gadus chalcogrammus) in the eastern Bering Sea (EBS), the largest fishery in the United States. To partially mitigate the loss of survey information, we deployed three uncrewed surface vehicles (USVs) equipped with echosounders to extend the ship-based acoustic-trawl time series of pollock abundance. Trawling was not possible from USVs, so an empirical relationship between pollock backscatter and biomass established from previous surveys was developed to convert USV backscatter observations into pollock abundance. The EBS is well suited for this approach since pollock dominate midwater fishes in the survey area. Acoustic data from the USVs were combined with historical surveys to provide a consistent fishery-independent index in 2020. This application demonstrates the unique capabilities of USVs and how they could be rapidly deployed to collect information on pollock abundance and distribution when a ship-based survey was not feasible. We note the limitations of this approach (e.g. higher uncertainty relative to previous ship-based surveys), but found the USV survey to be useful in informing the stock assessment in a situation where ship-based surveys were not possible.
AbstractList In 2020, the developing COVID-19 pandemic disrupted fisheries surveys to an unprecedented extent. Many surveys were cancelled, including those for walleye pollock ( Gadus chalcogrammus ) in the eastern Bering Sea (EBS), the largest fishery in the United States. To partially mitigate the loss of survey information, we deployed three uncrewed surface vehicles (USVs) equipped with echosounders to extend the ship-based acoustic-trawl time series of pollock abundance. Trawling was not possible from USVs, so an empirical relationship between pollock backscatter and biomass established from previous surveys was developed to convert USV backscatter observations into pollock abundance. The EBS is well suited for this approach since pollock dominate midwater fishes in the survey area. Acoustic data from the USVs were combined with historical surveys to provide a consistent fishery-independent index in 2020. This application demonstrates the unique capabilities of USVs and how they could be rapidly deployed to collect information on pollock abundance and distribution when a ship-based survey was not feasible. We note the limitations of this approach (e.g. higher uncertainty relative to previous ship-based surveys), but found the USV survey to be useful in informing the stock assessment in a situation where ship-based surveys were not possible.
Abstract In 2020, the developing COVID-19 pandemic disrupted fisheries surveys to an unprecedented extent. Many surveys were cancelled, including those for walleye pollock (Gadus chalcogrammus) in the eastern Bering Sea (EBS), the largest fishery in the United States. To partially mitigate the loss of survey information, we deployed three uncrewed surface vehicles (USVs) equipped with echosounders to extend the ship-based acoustic-trawl time series of pollock abundance. Trawling was not possible from USVs, so an empirical relationship between pollock backscatter and biomass established from previous surveys was developed to convert USV backscatter observations into pollock abundance. The EBS is well suited for this approach since pollock dominate midwater fishes in the survey area. Acoustic data from the USVs were combined with historical surveys to provide a consistent fishery-independent index in 2020. This application demonstrates the unique capabilities of USVs and how they could be rapidly deployed to collect information on pollock abundance and distribution when a ship-based survey was not feasible. We note the limitations of this approach (e.g. higher uncertainty relative to previous ship-based surveys), but found the USV survey to be useful in informing the stock assessment in a situation where ship-based surveys were not possible.
Author Ianelli, James
Towler, Rick
De Robertis, Alex
Honkalehto, Taina
Levine, Mike
McKelvey, Denise
Lauffenburger, Nathan
Monnahan, Cole C
Jones, Darin
Stienessen, Sarah
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Cites_doi 10.3389/fmars.2019.00448
10.1016/j.mio.2016.09.002
10.2989/1814232X.2016.1251971
10.1111/faf.12104
10.1093/icesjms/fsz124
10.3389/fmars.2019.00373
10.1093/icesjms/fsl045
10.1093/icesjms/fsp025
10.1006/jmsc.1996.0031
10.1002/edn3.73
10.3390/geosciences8050184
10.1016/S0165-7836(01)00360-5
10.1007/s00300-011-1019-9
10.1002/lno.11671
10.5670/oceanog.2017.230
10.1006/jmsc.1996.0087
10.1139/f2012-013
10.5670/oceanog.2014.82
10.1016/S0165-7836(00)00168-5
10.1093/icesjms/fsx204
10.1093/icesjms/fsn066
10.1007/s00300-018-2431-1
10.1093/icesjms/fsz235
10.1016/j.marpolbul.2019.01.009
10.1006/jmsc.1996.0059
10.1121/1.385943
10.1139/f2011-050
10.1016/j.fishres.2014.01.002
10.23919/OCEANS40490.2019.8962778
10.1139/cjfas-2015-0481
10.1016/S1054-3139(03)00038-9
10.1093/icesjms/fsaa052
10.1139/F10-075
10.3354/meps11257
10.1023/A:1008838220001
10.1121/1.388107
10.1093/icesjms/fsw091
10.1093/icesjms/fss155
10.3389/fmars.2021.604043
10.1126/science.1111322
10.1093/icesjms/fsaa120
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Issue 8
Keywords walleye pollock
USV
Uncrewed surface vehicle
acoustic survey
echo survey
Language English
License This work is written by (a) US Government employee(s) and is in the public domain in the US.
This article is made available via the PMC Open Access Subset for unrestricted re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the COVID-19 pandemic or until permissions are revoked in writing. Upon expiration of these permissions, PMC is granted a perpetual license to make this article available via PMC and Europe PMC, consistent with existing copyright protections.
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References Novarini (2021103111420373400_bib34) 1982; 72
Williamson (2021103111420373400_bib50) 1996; 53
Hilborn (2021103111420373400_bib17) 2003
Simmonds (2021103111420373400_bib42) 2005
De Robertis (2021103111420373400_bib8) 2013; 70
McKelvey (2021103111420373400_bib30) 2018
Walline (2021103111420373400_bib49) 2007; 64
De Robertis (2021103111420373400_bib10) 2010; 67
Levine (2021103111420373400_bib27) 2021; 66
De Robertis (2021103111420373400_bib9) 2019; 76
McClatchie (2021103111420373400_bib29) 2000; 47
Ona (2021103111420373400_bib35) 1996; 53
Vabø (2021103111420373400_bib47) 2002; 58
Perry (2021103111420373400_bib36) 2005; 308
Reiss (2021103111420373400_bib39) 2021; 8
Korneliussen (2021103111420373400_bib25) 2018
McCarthy (2021103111420373400_bib28) 2020
Greene (2021103111420373400_bib16) 2014; 27
Berger (2021103111420373400_bib3) 2020; 2
Stanton (2021103111420373400_bib43) 2012; 69
Knudsen (2021103111420373400_bib23) 2009; 66
Ianelli (2021103111420373400_bib20) 2020
Yamahara (2021103111420373400_bib51) 2019; 6
Dalen (2021103111420373400_bib6) 1981; 69
Chu (2021103111420373400_bib5) 2019
Renfree (2021103111420373400_bib40) 2019
Bassett (2021103111420373400_bib1) 2018; 75
Eisner (2021103111420373400_bib12) 2020
Holmin (2021103111420373400_bib18) 2020; 77
Fernandes (2021103111420373400_bib13) 2016; 73
Karp (2021103111420373400_bib22) 1994; 56
ICES (2021103111420373400_bib21) 2020; 2
Punt (2021103111420373400_bib38) 2016; 17
Fernandes (2021103111420373400_bib14) 2003; 60
Traynor (2021103111420373400_bib46) 1996; 53
Zimmermann (2021103111420373400_bib52) 2018; 8
Honkalehto (2021103111420373400_bib19) 2011; 68
Meinig (2021103111420373400_bib31) 2019; 6
Stevenson (2021103111420373400_bib44) 2019; 42
Korneliussen (2021103111420373400_bib24) 2016; 17
Demer (2021103111420373400_bib7) 2008; 65
Benoit-Bird (2021103111420373400_bib2) 2018; 16
Mordy (2021103111420373400_bib33) 2017; 30
De Robertis (2021103111420373400_bib11) 2014; 153
Swart (2021103111420373400_bib45) 2016; 38
Lauffenburger (2021103111420373400_bib26) 2017; 74
Millar (2021103111420373400_bib32) 1999; 9
Verfuss (2021103111420373400_bib48) 2019; 140
Brautaset (2021103111420373400_bib4) 2020; 77
Geoffroy (2021103111420373400_bib15) 2011; 34
Ressler (2021103111420373400_bib41) 2015; 527
Proud (2021103111420373400_bib37) 2020; 77
References_xml – volume: 6
  start-page: p 1
  year: 2019
  ident: 2021103111420373400_bib31
  article-title: Public–private partnerships to advance regional ocean-observing capabilities: a saildrone and NOAA-PMEL case study and future considerations to expand to global scale observing
  publication-title: Frontiers in Marine Science
  doi: 10.3389/fmars.2019.00448
  contributor:
    fullname: Meinig
– start-page: 570
  volume-title: Quantitative Fisheries Stock Assessment: Choice, Dynamics and Uncertainty
  year: 2003
  ident: 2021103111420373400_bib17
  contributor:
    fullname: Hilborn
– volume: 17
  start-page: 187
  year: 2016
  ident: 2021103111420373400_bib24
  article-title: Acoustic identification of marine species using a feature library
  publication-title: Methods in Oceanography
  doi: 10.1016/j.mio.2016.09.002
  contributor:
    fullname: Korneliussen
– volume: 38
  start-page: 525
  year: 2016
  ident: 2021103111420373400_bib45
  article-title: Ocean robotics in support of fisheries research and management
  publication-title: African Journal of Marine Science
  doi: 10.2989/1814232X.2016.1251971
  contributor:
    fullname: Swart
– volume: 17
  start-page: 303
  year: 2016
  ident: 2021103111420373400_bib38
  article-title: Management strategy evaluation: best practices
  publication-title: Fish and Fisheries
  doi: 10.1111/faf.12104
  contributor:
    fullname: Punt
– year: 2018
  ident: 2021103111420373400_bib25
  article-title: Acoustic target classification
  contributor:
    fullname: Korneliussen
– volume: 76
  start-page: 2459
  year: 2019
  ident: 2021103111420373400_bib9
  article-title: Long-term measurements of fish backscatter from Saildrone unmanned surface vehicles and comparison with observations from a noise-reduced research vessel
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsz124
  contributor:
    fullname: De Robertis
– volume: 6
  start-page: p 1
  year: 2019
  ident: 2021103111420373400_bib51
  article-title: In situ autonomous acquisition and preservation of marine environmental DNA using an autonomous underwater vehicle
  publication-title: Frontiers in Marine Science
  doi: 10.3389/fmars.2019.00373
  contributor:
    fullname: Yamahara
– volume: 64
  start-page: 559
  year: 2007
  ident: 2021103111420373400_bib49
  article-title: Geostatistical simulations of eastern Bering Sea walleye pollock spatial distributions, to estimate sampling precision
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsl045
  contributor:
    fullname: Walline
– volume: 66
  start-page: 1335
  year: 2009
  ident: 2021103111420373400_bib23
  article-title: Long-term evaluation of scientific-echosounder performance
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsp025
  contributor:
    fullname: Knudsen
– volume-title: Abundance and distribution of ge-0 walleye pollock in the eastern Bering Sea shelf during the Bering Arctic Subarctic Integrated Survey (BASIS) in 2014
  year: 2018
  ident: 2021103111420373400_bib30
  contributor:
    fullname: McKelvey
– volume: 53
  start-page: 253
  year: 1996
  ident: 2021103111420373400_bib46
  article-title: Target strength measurements of walleye pollock (Theragra chalcogramma) and Pacific whiting (Merluccius productus)
  publication-title: ICES Journal of Marine Science
  doi: 10.1006/jmsc.1996.0031
  contributor:
    fullname: Traynor
– volume: 2
  start-page: 477
  year: 2020
  ident: 2021103111420373400_bib3
  article-title: Groundtruthing of pelagic forage fish detected by hydroacoustics in a whale feeding area using environmental DNA
  publication-title: Environmental DNA
  doi: 10.1002/edn3.73
  contributor:
    fullname: Berger
– volume: 8
  start-page: 184
  year: 2018
  ident: 2021103111420373400_bib52
  article-title: Bathymetry and canyons of the eastern Bering Sea slope
  publication-title: Geosciences
  doi: 10.3390/geosciences8050184
  contributor:
    fullname: Zimmermann
– volume: 16
  start-page: 734
  year: 2018
  ident: 2021103111420373400_bib2
  article-title: Equipping an underwater glider with a new echosounder to explore ocean ecosystems
  publication-title: Limnology and Oceanography: Methods
  contributor:
    fullname: Benoit-Bird
– volume: 58
  start-page: 59
  year: 2002
  ident: 2021103111420373400_bib47
  article-title: The effect of vessel avoidance of wintering Norwegian spring spawning herring
  publication-title: Fisheries Research
  doi: 10.1016/S0165-7836(01)00360-5
  contributor:
    fullname: Vabø
– volume: 34
  start-page: 1959
  year: 2011
  ident: 2021103111420373400_bib15
  article-title: The aggregation of polar cod (Boreogadus saida) in the deep Atlantic layer of ice-covered Amundsen Gulf (Beaufort Sea) in winter
  publication-title: Polar Biology
  doi: 10.1007/s00300-011-1019-9
  contributor:
    fullname: Geoffroy
– year: 2019
  ident: 2021103111420373400_bib40
  article-title: Calibrations of wide-bandwidth transceivers (WBT Mini) with dual frequency transducers (ES38-18/200-18C) for saildrone surveys of the California Current ecosystem during summer 2018
  contributor:
    fullname: Renfree
– volume: 66
  start-page: 1139
  year: 2021
  ident: 2021103111420373400_bib27
  article-title: Autonomous vehicle surveys indicate that flow reversals retain juvenile fishes in a highly advective high latitude ecosystem
  publication-title: Limnology and Oceanography
  doi: 10.1002/lno.11671
  contributor:
    fullname: Levine
– volume: 30
  start-page: 113
  year: 2017
  ident: 2021103111420373400_bib33
  article-title: Saildrone surveys of oceanography, fish and marine mammals in the Bering Sea
  publication-title: Oceanography
  doi: 10.5670/oceanog.2017.230
  contributor:
    fullname: Mordy
– volume: 53
  start-page: 677
  year: 1996
  ident: 2021103111420373400_bib35
  article-title: Acoustic sampling and signal processing near the seabed: the deadzone revisited
  publication-title: ICES Journal of Marine Science
  doi: 10.1006/jmsc.1996.0087
  contributor:
    fullname: Ona
– volume: 69
  start-page: 854
  year: 2012
  ident: 2021103111420373400_bib43
  article-title: Resonance classification of mixed assemblages of fish with swimbladders using a modified commercial broadband acoustic echosounder at 1-6 kHz
  publication-title: Canadian Journal of Fisheries and Aquatic Sciences
  doi: 10.1139/f2012-013
  contributor:
    fullname: Stanton
– volume: 56
  start-page: 8
  year: 1994
  ident: 2021103111420373400_bib22
  article-title: Survey assessment of semi-pelagic gadoids: the example of walleye pollock, Theragra chalcogramma in the eastern Bering Sea
  publication-title: Marine Fisheries Review
  contributor:
    fullname: Karp
– volume: 27
  start-page: 168
  year: 2014
  ident: 2021103111420373400_bib16
  article-title: A wave glider approach to fisheries acoustics transforming how we monitor the nation's commercial fisheries in the 21st Century
  publication-title: Oceanography
  doi: 10.5670/oceanog.2014.82
  contributor:
    fullname: Greene
– volume: 47
  start-page: 173
  year: 2000
  ident: 2021103111420373400_bib29
  article-title: Ground truth and target identification for fisheries acoustics
  publication-title: Fisheries Research
  doi: 10.1016/S0165-7836(00)00168-5
  contributor:
    fullname: McClatchie
– start-page: 83
  volume-title: AFSC Processed Report
  year: 2020
  ident: 2021103111420373400_bib28
  article-title: Results of the acoustic-trawl survey of walleye pollock (Gadus chalcogrammus) on the U.S. Bering Sea Shelf in June - August 2018 (DY1807)
  contributor:
    fullname: McCarthy
– volume: 75
  start-page: 1131
  year: 2018
  ident: 2021103111420373400_bib1
  article-title: Broadband echosounder measurements of the frequency response of fishes and euphausiids in the Gulf of Alaska
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsx204
  contributor:
    fullname: Bassett
– volume: 65
  start-page: 1021
  year: 2008
  ident: 2021103111420373400_bib7
  article-title: Variations in echosounder-transducer performance with water temperature
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsn066
  contributor:
    fullname: Demer
– volume: 42
  start-page: 407
  year: 2019
  ident: 2021103111420373400_bib44
  article-title: Bottom trawl surveys in the northern Bering Sea indicate recent shifts in the distribution of marine species
  publication-title: Polar Biology
  doi: 10.1007/s00300-018-2431-1
  contributor:
    fullname: Stevenson
– volume: 77
  start-page: 1391
  year: 2020
  ident: 2021103111420373400_bib4
  article-title: Acoustic classification in multifrequency echosounder data using deep convolutional neural networks
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsz235
  contributor:
    fullname: Brautaset
– volume: 2
  start-page: 72
  year: 2020
  ident: 2021103111420373400_bib21
  article-title: ICES Workshop on unavoidable survey effort reduction (WKUSER)
  publication-title: ICES Scientific Reports
  contributor:
    fullname: ICES
– volume: 140
  start-page: 17
  year: 2019
  ident: 2021103111420373400_bib48
  article-title: A review of unmanned vehicles for the detection and monitoring of marine fauna
  publication-title: Marine Pollution Bulletin
  doi: 10.1016/j.marpolbul.2019.01.009
  contributor:
    fullname: Verfuss
– volume: 53
  start-page: 423
  year: 1996
  ident: 2021103111420373400_bib50
  article-title: Application of a one-dimensional geostatistical procedure to fisheries acoustic surveys of Alaskan pollock
  publication-title: ICES Journal of Marine Science
  doi: 10.1006/jmsc.1996.0059
  contributor:
    fullname: Williamson
– start-page: 173
  year: 2020
  ident: 2021103111420373400_bib20
  article-title: Assessment of the walleye pollock stock in the eastern Bering Sea. North Pacific Stock Assessment and Fishery Evaluation Report
  publication-title: Available at
  contributor:
    fullname: Ianelli
– volume: 69
  start-page: 1653
  year: 1981
  ident: 2021103111420373400_bib6
  article-title: The influence of wind-induced bubbles on echo integration surveys
  publication-title: The Journal of the Acoustical Society of America
  doi: 10.1121/1.385943
  contributor:
    fullname: Dalen
– volume: 68
  start-page: 1231
  year: 2011
  ident: 2021103111420373400_bib19
  article-title: Using acoustic data from fishing vessels to estimate walleye pollock abundance in the eastern Bering Sea
  publication-title: Canadian Journal of Fisheries and Aquatic Sciences
  doi: 10.1139/f2011-050
  contributor:
    fullname: Honkalehto
– volume: 153
  start-page: 18
  year: 2014
  ident: 2021103111420373400_bib11
  article-title: In situ target strength measurements of the scyphomedusa Chrysaora melanaster
  publication-title: Fisheries Research
  doi: 10.1016/j.fishres.2014.01.002
  contributor:
    fullname: De Robertis
– start-page: pp. 1
  volume-title: OCEANS 2019 MTS/IEEE SEATTLE
  year: 2019
  ident: 2021103111420373400_bib5
  article-title: 2018 Unmanned Surface Vehicle (Saildrone) acoustic survey off the west coasts of the United States and Canada
  doi: 10.23919/OCEANS40490.2019.8962778
  contributor:
    fullname: Chu
– volume: 74
  start-page: 256
  year: 2017
  ident: 2021103111420373400_bib26
  article-title: Combining bottom trawls and acoustics in a diverse semipelagic environment: what is the contribution of walleye pollock (Gadus chalcogrammus) to near-bottom acoustic backscatter?
  publication-title: Canadian Journal of Fisheries and Aquatic Sciences
  doi: 10.1139/cjfas-2015-0481
  contributor:
    fullname: Lauffenburger
– volume: 60
  start-page: 684
  year: 2003
  ident: 2021103111420373400_bib14
  article-title: Autonomous underwater vehicles: future platforms for fisheries acoustics
  publication-title: ICES Journal of Marine Science
  doi: 10.1016/S1054-3139(03)00038-9
  contributor:
    fullname: Fernandes
– volume: 77
  start-page: 1379
  year: 2020
  ident: 2021103111420373400_bib37
  article-title: Automated classification of schools of the silver cyprinid Rastrineobola argentea in Lake Victoria acoustic survey data using random forests
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsaa052
  contributor:
    fullname: Proud
– volume: 67
  start-page: 1459
  year: 2010
  ident: 2021103111420373400_bib10
  article-title: Development and application of an empirical multifrequency method for backscatter classification
  publication-title: Canadian Journal of Fisheries and Aquatic Sciences
  doi: 10.1139/F10-075
  contributor:
    fullname: De Robertis
– start-page: 104881
  volume-title: Deep Sea Research Part II: Topical Studies in Oceanography
  year: 2020
  ident: 2021103111420373400_bib12
  article-title: Environmental impacts on walleye pollock (Gadus chalcogrammus) distribution across the Bering Sea shelf
  contributor:
    fullname: Eisner
– volume: 527
  start-page: 13
  year: 2015
  ident: 2021103111420373400_bib41
  article-title: Acoustic surveys of euphausiids and models of baleen whale distribution in the Barents Sea
  publication-title: Marine Ecology Progress Series
  doi: 10.3354/meps11257
  contributor:
    fullname: Ressler
– volume: 9
  start-page: 89
  year: 1999
  ident: 2021103111420373400_bib32
  article-title: Estimating the size-selection curves of towed gears, traps, nets and hooks
  publication-title: Reviews in Fish Biology and Fisheries
  doi: 10.1023/A:1008838220001
  contributor:
    fullname: Millar
– volume: 72
  start-page: 510
  year: 1982
  ident: 2021103111420373400_bib34
  article-title: Effects of the sub-surface bubble layer on sound propagation
  publication-title: The Journal of the Acoustical Society of America
  doi: 10.1121/1.388107
  contributor:
    fullname: Novarini
– volume: 73
  start-page: 2009
  year: 2016
  ident: 2021103111420373400_bib13
  article-title: Additional evidence for fisheries acoustics: small cameras and angling gear provide tilt angle distributions and other relevant data for mackerel surveys
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsw091
  contributor:
    fullname: Fernandes
– start-page: 437
  year: 2005
  ident: 2021103111420373400_bib42
  publication-title: Fisheries Acoustics
  contributor:
    fullname: Simmonds
– volume: 70
  start-page: 34
  year: 2013
  ident: 2021103111420373400_bib8
  article-title: Fish avoidance of research vessels and the efficacy of noise-reduced vessels: a review
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fss155
  contributor:
    fullname: De Robertis
– volume: 8
  start-page: p 1
  year: 2021
  ident: 2021103111420373400_bib39
  article-title: Glider-Based estimates of meso-zooplankton biomass density: a fisheries case study on antarctic krill (Euphausia superba) around the northern antarctic peninsula
  publication-title: Frontiers in Marine Science
  doi: 10.3389/fmars.2021.604043
  contributor:
    fullname: Reiss
– volume: 308
  start-page: 1912
  year: 2005
  ident: 2021103111420373400_bib36
  article-title: Climate change and distribution shifts in marine fishes
  publication-title: Science
  doi: 10.1126/science.1111322
  contributor:
    fullname: Perry
– volume: 77
  start-page: 2590
  year: 2020
  ident: 2021103111420373400_bib18
  article-title: Evaluating acoustic-trawl survey strategies using an end-to-end ecosystem model
  publication-title: ICES Journal of Marine Science
  doi: 10.1093/icesjms/fsaa120
  contributor:
    fullname: Holmin
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Snippet Abstract In 2020, the developing COVID-19 pandemic disrupted fisheries surveys to an unprecedented extent. Many surveys were cancelled, including those for...
In 2020, the developing COVID-19 pandemic disrupted fisheries surveys to an unprecedented extent. Many surveys were cancelled, including those for walleye...
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Title Uncrewed surface vehicle (USV) survey of walleye pollock, Gadus chalcogrammus, in response to the cancellation of ship-based surveys
URI https://pubmed.ncbi.nlm.nih.gov/PMC8499815
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