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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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 |
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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 |
_version_ |
1768384452009918464 |