Species Distributions in a Changing Ocean: from Individuals to Communities

Dissertation Changing ocean conditions and biotic dependencies will influence commercially important species distributions in this interconnected and rapidly changing world. In this dissertation, I employ random forests, GAMs, and a generalized joint attribute modeling technique to study the impacts...

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Bibliographic Details
Main Author: Roberts, Sarah
Other Authors: Halpin, Patrick N
Format: Doctoral or Postdoctoral Thesis
Language:unknown
Published: 2021
Subjects:
Online Access:https://hdl.handle.net/10161/24394
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spelling ftdukeunivdsp:oai:localhost:10161/24394 2023-11-12T04:22:19+01:00 Species Distributions in a Changing Ocean: from Individuals to Communities Roberts, Sarah Halpin, Patrick N 2021 application/pdf https://hdl.handle.net/10161/24394 unknown https://hdl.handle.net/10161/24394 Ecology Climate change Environmental science Fisheries Marine Ecology Species Distribution Models Dissertation 2021 ftdukeunivdsp 2023-10-17T09:45:40Z Dissertation Changing ocean conditions and biotic dependencies will influence commercially important species distributions in this interconnected and rapidly changing world. In this dissertation, I employ random forests, GAMs, and a generalized joint attribute modeling technique to study the impacts of climate, substrate, and fishing pressure on nearshore and pelagic species distributions and abundances in the North Atlantic. Through these approaches, I provide insights on which species have shifted environmental associations over time to more accurately model potential distribution shifts going forward. By comparing pelagic and nearshore species, I enlighten future modeling and management to the fact that not all species will behave the same in the face of a changing climate. By including fishing pressure in my models, I provide a better understanding of the relative effects of fishing pressure compared to climate on species distributions and abundances resulting in a more realistic and comprehensive understanding of the causes of shifting distributions. I utilize a joint modeling approach to help better inform the interspecific interactions that shape a species’ distribution. Finally, by modeling fishing gear as a species, I attempt to get us one step closer to an ecosystem approach to fisheries management. Doctoral or Postdoctoral Thesis North Atlantic Duke University Libraries: DukeSpace
institution Open Polar
collection Duke University Libraries: DukeSpace
op_collection_id ftdukeunivdsp
language unknown
topic Ecology
Climate change
Environmental science
Fisheries
Marine Ecology
Species Distribution Models
spellingShingle Ecology
Climate change
Environmental science
Fisheries
Marine Ecology
Species Distribution Models
Roberts, Sarah
Species Distributions in a Changing Ocean: from Individuals to Communities
topic_facet Ecology
Climate change
Environmental science
Fisheries
Marine Ecology
Species Distribution Models
description Dissertation Changing ocean conditions and biotic dependencies will influence commercially important species distributions in this interconnected and rapidly changing world. In this dissertation, I employ random forests, GAMs, and a generalized joint attribute modeling technique to study the impacts of climate, substrate, and fishing pressure on nearshore and pelagic species distributions and abundances in the North Atlantic. Through these approaches, I provide insights on which species have shifted environmental associations over time to more accurately model potential distribution shifts going forward. By comparing pelagic and nearshore species, I enlighten future modeling and management to the fact that not all species will behave the same in the face of a changing climate. By including fishing pressure in my models, I provide a better understanding of the relative effects of fishing pressure compared to climate on species distributions and abundances resulting in a more realistic and comprehensive understanding of the causes of shifting distributions. I utilize a joint modeling approach to help better inform the interspecific interactions that shape a species’ distribution. Finally, by modeling fishing gear as a species, I attempt to get us one step closer to an ecosystem approach to fisheries management.
author2 Halpin, Patrick N
format Doctoral or Postdoctoral Thesis
author Roberts, Sarah
author_facet Roberts, Sarah
author_sort Roberts, Sarah
title Species Distributions in a Changing Ocean: from Individuals to Communities
title_short Species Distributions in a Changing Ocean: from Individuals to Communities
title_full Species Distributions in a Changing Ocean: from Individuals to Communities
title_fullStr Species Distributions in a Changing Ocean: from Individuals to Communities
title_full_unstemmed Species Distributions in a Changing Ocean: from Individuals to Communities
title_sort species distributions in a changing ocean: from individuals to communities
publishDate 2021
url https://hdl.handle.net/10161/24394
genre North Atlantic
genre_facet North Atlantic
op_relation https://hdl.handle.net/10161/24394
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