Development of Modeling Frameworks for Assessing Impacts of Habitat and Stock Structure on Fish Population Dynamics

Habitat plays a critical role in regulating spatial distribution of fish population. Many fish populations have been considered as metapopulations inhabiting spatially heterogeneously with complex hierarchical structures (i.e., subpopulations, spawning components and schools of individual fish). Unf...

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Main Author: Guan, Lisha
Format: Text
Language:unknown
Published: DigitalCommons@UMaine 2016
Subjects:
Online Access:https://digitalcommons.library.umaine.edu/etd/2563
https://digitalcommons.library.umaine.edu/context/etd/article/3604/viewcontent/Revised_FINAL_THESIS_LGuan.pdf
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spelling ftmaineuniv:oai:digitalcommons.library.umaine.edu:etd-3604 2023-06-11T04:10:11+02:00 Development of Modeling Frameworks for Assessing Impacts of Habitat and Stock Structure on Fish Population Dynamics Guan, Lisha 2016-12-01T08:00:00Z application/pdf https://digitalcommons.library.umaine.edu/etd/2563 https://digitalcommons.library.umaine.edu/context/etd/article/3604/viewcontent/Revised_FINAL_THESIS_LGuan.pdf unknown DigitalCommons@UMaine https://digitalcommons.library.umaine.edu/etd/2563 https://digitalcommons.library.umaine.edu/context/etd/article/3604/viewcontent/Revised_FINAL_THESIS_LGuan.pdf Electronic Theses and Dissertations Habitat Suitability Index model habitat quality spatial structure Geostatistical Generalized Linear Mixed model spatial dynamics metapopulation dynamics connectivity fine-scale connectivity Marine Biology text 2016 ftmaineuniv 2023-05-04T18:02:37Z Habitat plays a critical role in regulating spatial distribution of fish population. Many fish populations have been considered as metapopulations inhabiting spatially heterogeneously with complex hierarchical structures (i.e., subpopulations, spawning components and schools of individual fish). Unfortunately, population structure and spatial variation in habitat quality have often been ignored in fisheries stock assessment and management, which might result in biased assessment estimates and a high probability of local depletion. This study developed modeling framework to assess impacts of habitat and stock structure on fish population dynamics, using Atlantic cod (Gadus morhua) in the Gulf of Maine (GOM) as a case study. Data used included calibrated abundance indices and related spatial information from the Northeast Fisheries Science Center spring and fall bottom trawl surveys over the period of 1982 - 2013 and key physical environmental variables including depth, bottom temperature, bottom salinity and sediment types. In Chapter 2, season-specific Habitat Suitability Index (HSI) models were developed to quantify spatio-temporal variation in the habitat suitability of GOM cod and evaluate the potential influence of such variation on the stock recruitment and spatial dynamics. Significant declines were found in the average HSI across the study area in the springs of early 2000s and 2010s. These low average HSI values coincide with reduced age-1 recruitment of GOM cod stock after the mid-1990s. Moreover, the western coastal areas of the GOM generally exhibited higher average HSI values than the eastern coastal areas, whereas the offshore areas always had the lowest average HSI. Relatively higher cod survey catch rates in the western GOM may imply positive influences of environmental controls on the distribution of GOM cod. In chapter 3, season-specific distribution of GOM cod was hindcasted by year to quantify temporal variations in the spatial dynamics of the stock, using a geostatistical delta-generalized ... Text atlantic cod Gadus morhua The University of Maine: DigitalCommons@UMaine
institution Open Polar
collection The University of Maine: DigitalCommons@UMaine
op_collection_id ftmaineuniv
language unknown
topic Habitat Suitability Index model
habitat quality
spatial structure
Geostatistical Generalized Linear Mixed model
spatial dynamics
metapopulation dynamics
connectivity
fine-scale connectivity
Marine Biology
spellingShingle Habitat Suitability Index model
habitat quality
spatial structure
Geostatistical Generalized Linear Mixed model
spatial dynamics
metapopulation dynamics
connectivity
fine-scale connectivity
Marine Biology
Guan, Lisha
Development of Modeling Frameworks for Assessing Impacts of Habitat and Stock Structure on Fish Population Dynamics
topic_facet Habitat Suitability Index model
habitat quality
spatial structure
Geostatistical Generalized Linear Mixed model
spatial dynamics
metapopulation dynamics
connectivity
fine-scale connectivity
Marine Biology
description Habitat plays a critical role in regulating spatial distribution of fish population. Many fish populations have been considered as metapopulations inhabiting spatially heterogeneously with complex hierarchical structures (i.e., subpopulations, spawning components and schools of individual fish). Unfortunately, population structure and spatial variation in habitat quality have often been ignored in fisheries stock assessment and management, which might result in biased assessment estimates and a high probability of local depletion. This study developed modeling framework to assess impacts of habitat and stock structure on fish population dynamics, using Atlantic cod (Gadus morhua) in the Gulf of Maine (GOM) as a case study. Data used included calibrated abundance indices and related spatial information from the Northeast Fisheries Science Center spring and fall bottom trawl surveys over the period of 1982 - 2013 and key physical environmental variables including depth, bottom temperature, bottom salinity and sediment types. In Chapter 2, season-specific Habitat Suitability Index (HSI) models were developed to quantify spatio-temporal variation in the habitat suitability of GOM cod and evaluate the potential influence of such variation on the stock recruitment and spatial dynamics. Significant declines were found in the average HSI across the study area in the springs of early 2000s and 2010s. These low average HSI values coincide with reduced age-1 recruitment of GOM cod stock after the mid-1990s. Moreover, the western coastal areas of the GOM generally exhibited higher average HSI values than the eastern coastal areas, whereas the offshore areas always had the lowest average HSI. Relatively higher cod survey catch rates in the western GOM may imply positive influences of environmental controls on the distribution of GOM cod. In chapter 3, season-specific distribution of GOM cod was hindcasted by year to quantify temporal variations in the spatial dynamics of the stock, using a geostatistical delta-generalized ...
format Text
author Guan, Lisha
author_facet Guan, Lisha
author_sort Guan, Lisha
title Development of Modeling Frameworks for Assessing Impacts of Habitat and Stock Structure on Fish Population Dynamics
title_short Development of Modeling Frameworks for Assessing Impacts of Habitat and Stock Structure on Fish Population Dynamics
title_full Development of Modeling Frameworks for Assessing Impacts of Habitat and Stock Structure on Fish Population Dynamics
title_fullStr Development of Modeling Frameworks for Assessing Impacts of Habitat and Stock Structure on Fish Population Dynamics
title_full_unstemmed Development of Modeling Frameworks for Assessing Impacts of Habitat and Stock Structure on Fish Population Dynamics
title_sort development of modeling frameworks for assessing impacts of habitat and stock structure on fish population dynamics
publisher DigitalCommons@UMaine
publishDate 2016
url https://digitalcommons.library.umaine.edu/etd/2563
https://digitalcommons.library.umaine.edu/context/etd/article/3604/viewcontent/Revised_FINAL_THESIS_LGuan.pdf
genre atlantic cod
Gadus morhua
genre_facet atlantic cod
Gadus morhua
op_source Electronic Theses and Dissertations
op_relation https://digitalcommons.library.umaine.edu/etd/2563
https://digitalcommons.library.umaine.edu/context/etd/article/3604/viewcontent/Revised_FINAL_THESIS_LGuan.pdf
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