Declining Calanus: What is driving Calanus finmarchicus abundance in the central North Sea? A new model based on Genetic Programming

Marine populations are controlled by a series of drivers which act independently or synergistically. These drivers can be in the form of bottom-up processes such as climate cycles and food availability or top-down drivers such as predation. There is much debate over drivers of ecosystems and populat...

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Bibliographic Details
Main Author: Papworth, Danny
Format: Thesis
Language:English
Published: 2013
Subjects:
Online Access:http://hdl.handle.net/10026.2/2359
id ftunivplympearl:oai:pearl.plymouth.ac.uk:10026.2/2359
record_format openpolar
spelling ftunivplympearl:oai:pearl.plymouth.ac.uk:10026.2/2359 2023-05-15T15:47:54+02:00 Declining Calanus: What is driving Calanus finmarchicus abundance in the central North Sea? A new model based on Genetic Programming Papworth, Danny 2013 http://hdl.handle.net/10026.2/2359 en eng http://hdl.handle.net/10026.2/2359 Population drivers Calanus finmarchicus Climate top-down Bottom-up Herring North Sea Genetic Programming Regime shift Thesis 2013 ftunivplympearl 2021-03-09T18:34:39Z Marine populations are controlled by a series of drivers which act independently or synergistically. These drivers can be in the form of bottom-up processes such as climate cycles and food availability or top-down drivers such as predation. There is much debate over drivers of ecosystems and populations, especially when trying to understand the causes of events termed regime shifts. Calanus finmarchicus is a key copepod species in temperate and polar ecosystems. With the use of a novel methodology, Genetic Programming (GP), a collection of 87 biological, hydrographical and climatic time series are used to identify the most relevant drivers of C. finmarchicus abundance. Regime shift detection methods were also compared with the results being used to further understand the drivers of C. finmarchicus. GP identified 14 variables as relevant whilst 7 variables were identified as highly-relevant. Relevant variables are variables which occur more than by chance, whilst highly-relevant variables are variables which only appear with other relevant variables in the approximating functions created by GP. GP also produced 12 models which can capture the dynamics of the C. finmarchicus population using only a small set of variables. The 7 highly-relevant variables encompassed only 4 potential drivers: SST, circulation, food and predation. No large scale climate patterns were deemed highly-relevant but AMO, SCA and NAO were selected as relevant variables. Cumulative Sums analysis was preferred over STARS as the variability of the results was far less. From the highly-relevant variables and the CuSUM results a new model of the drivers was created and a potential explanation as to why C. finmarchicus abundance has declined in the North Sea over the past four decades. By increasing our understanding of what drives important marine populations we can improve our management of ecosystems and resources. Thesis Calanus finmarchicus PEARL (Plymouth Electronic Archiv & ResearchLibrary, Plymouth University)
institution Open Polar
collection PEARL (Plymouth Electronic Archiv & ResearchLibrary, Plymouth University)
op_collection_id ftunivplympearl
language English
topic Population drivers
Calanus finmarchicus
Climate
top-down
Bottom-up
Herring
North Sea
Genetic Programming
Regime shift
spellingShingle Population drivers
Calanus finmarchicus
Climate
top-down
Bottom-up
Herring
North Sea
Genetic Programming
Regime shift
Papworth, Danny
Declining Calanus: What is driving Calanus finmarchicus abundance in the central North Sea? A new model based on Genetic Programming
topic_facet Population drivers
Calanus finmarchicus
Climate
top-down
Bottom-up
Herring
North Sea
Genetic Programming
Regime shift
description Marine populations are controlled by a series of drivers which act independently or synergistically. These drivers can be in the form of bottom-up processes such as climate cycles and food availability or top-down drivers such as predation. There is much debate over drivers of ecosystems and populations, especially when trying to understand the causes of events termed regime shifts. Calanus finmarchicus is a key copepod species in temperate and polar ecosystems. With the use of a novel methodology, Genetic Programming (GP), a collection of 87 biological, hydrographical and climatic time series are used to identify the most relevant drivers of C. finmarchicus abundance. Regime shift detection methods were also compared with the results being used to further understand the drivers of C. finmarchicus. GP identified 14 variables as relevant whilst 7 variables were identified as highly-relevant. Relevant variables are variables which occur more than by chance, whilst highly-relevant variables are variables which only appear with other relevant variables in the approximating functions created by GP. GP also produced 12 models which can capture the dynamics of the C. finmarchicus population using only a small set of variables. The 7 highly-relevant variables encompassed only 4 potential drivers: SST, circulation, food and predation. No large scale climate patterns were deemed highly-relevant but AMO, SCA and NAO were selected as relevant variables. Cumulative Sums analysis was preferred over STARS as the variability of the results was far less. From the highly-relevant variables and the CuSUM results a new model of the drivers was created and a potential explanation as to why C. finmarchicus abundance has declined in the North Sea over the past four decades. By increasing our understanding of what drives important marine populations we can improve our management of ecosystems and resources.
format Thesis
author Papworth, Danny
author_facet Papworth, Danny
author_sort Papworth, Danny
title Declining Calanus: What is driving Calanus finmarchicus abundance in the central North Sea? A new model based on Genetic Programming
title_short Declining Calanus: What is driving Calanus finmarchicus abundance in the central North Sea? A new model based on Genetic Programming
title_full Declining Calanus: What is driving Calanus finmarchicus abundance in the central North Sea? A new model based on Genetic Programming
title_fullStr Declining Calanus: What is driving Calanus finmarchicus abundance in the central North Sea? A new model based on Genetic Programming
title_full_unstemmed Declining Calanus: What is driving Calanus finmarchicus abundance in the central North Sea? A new model based on Genetic Programming
title_sort declining calanus: what is driving calanus finmarchicus abundance in the central north sea? a new model based on genetic programming
publishDate 2013
url http://hdl.handle.net/10026.2/2359
genre Calanus finmarchicus
genre_facet Calanus finmarchicus
op_relation http://hdl.handle.net/10026.2/2359
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