Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach

Summary 1. Spatial management of marine ecosystems requires detailed knowledge of spatio‐temporal mechanisms linking physical and biological processes. Tidal currents, the main driver of ecosystem dynamics in temperate coastal ecosystems, influence predator foraging ecology by affecting prey distrib...

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Published in:Journal of Applied Ecology
Main Authors: Embling, Clare B., Illian, Janine, Armstrong, Eric, van der Kooij, Jeroen, Sharples, Jonathan, Camphuysen, Kees C.J., Scott, Beth E.
Format: Article in Journal/Newspaper
Language:unknown
Published: Wiley 2012
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Online Access:http://eprints.gla.ac.uk/199444/
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spelling ftuglasgow:oai:eprints.gla.ac.uk:199444 2023-05-15T15:44:59+02:00 Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach Embling, Clare B. Illian, Janine Armstrong, Eric van der Kooij, Jeroen Sharples, Jonathan Camphuysen, Kees C.J. Scott, Beth E. 2012-03-27 http://eprints.gla.ac.uk/199444/ unknown Wiley Embling, C. B., Illian, J. <http://eprints.gla.ac.uk/view/author/51577.html> , Armstrong, E., van der Kooij, J., Sharples, J., Camphuysen, K. C.J. and Scott, B. E. (2012) Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach. Journal of Applied Ecology <http://eprints.gla.ac.uk/view/journal_volume/Journal_of_Applied_Ecology.html>, 49(2), pp. 481-492. (doi:10.1111/j.1365-2664.2012.02114.x <http://dx.doi.org/10.1111/j.1365-2664.2012.02114.x>) (PMID:AGR:IND447) Articles PeerReviewed 2012 ftuglasgow https://doi.org/10.1111/j.1365-2664.2012.02114.x 2020-01-10T02:01:02Z Summary 1. Spatial management of marine ecosystems requires detailed knowledge of spatio‐temporal mechanisms linking physical and biological processes. Tidal currents, the main driver of ecosystem dynamics in temperate coastal ecosystems, influence predator foraging ecology by affecting prey distribution and ecology. The mechanistic links between tidal currents and how they influence predator–prey behaviour and interactions at a fine scale are poorly understood. 2. Studies of fine‐scale changes in oceanography, prey and predator behaviour with tidal currents require repeated surveys of the same location over brief time‐scales. Such data are highly temporally and spatially autocorrelated and require appropriate analytical tools. 3. We used functional data analysis (FDA), specifically functional principal component analysis (FPCA), to analyse repeated, fine‐scale, survey data collected in the North Sea. FPCA was used to explore the relationship between the behaviour of an important North Sea prey species (sandeel Ammodytes spp.) and a vulnerable surface‐foraging predator (black‐legged kittiwake Rissa tridactyla) with fine‐scale tidally driven changes in bio‐physical characteristics (temperature stratification and maximum subsurface chlorophyll concentration). 4. The FPCA indicated that sandeels were aggregated close to the surface at maximum ebb (ME) currents. Surface‐feeding kittiwakes were also found in highest numbers during ME in locations of both high subsurface chlorophyll concentration and shallow sandeel aggregations. We suggest that the combination of a well‐stratified water column with the movement of tidal currents over uneven topography results in surface aggregations of sandeels which kittiwakes exploit. 5. Synthesis and applications. Functional Data Analysis provides a useful tool for examining spatio‐temporal patterns in natural ecosystems. In combination with fine‐scale repeated survey design, we identified the importance of tide in driving prey behaviour and hence predator foraging behaviour. This has implications both for critical marine habitat identification for Marine Protected Area selection and for fisheries stock assessments. We therefore recommend that tidal aspects should be taken into account when designing marine surveys in temperate coastal ecosystems both to ensure the best identification of critical marine habitat and to improve the accuracy of fish stock assessments. Article in Journal/Newspaper Black-legged Kittiwake rissa tridactyla University of Glasgow: Enlighten - Publications Journal of Applied Ecology 49 2 481 492
institution Open Polar
collection University of Glasgow: Enlighten - Publications
op_collection_id ftuglasgow
language unknown
description Summary 1. Spatial management of marine ecosystems requires detailed knowledge of spatio‐temporal mechanisms linking physical and biological processes. Tidal currents, the main driver of ecosystem dynamics in temperate coastal ecosystems, influence predator foraging ecology by affecting prey distribution and ecology. The mechanistic links between tidal currents and how they influence predator–prey behaviour and interactions at a fine scale are poorly understood. 2. Studies of fine‐scale changes in oceanography, prey and predator behaviour with tidal currents require repeated surveys of the same location over brief time‐scales. Such data are highly temporally and spatially autocorrelated and require appropriate analytical tools. 3. We used functional data analysis (FDA), specifically functional principal component analysis (FPCA), to analyse repeated, fine‐scale, survey data collected in the North Sea. FPCA was used to explore the relationship between the behaviour of an important North Sea prey species (sandeel Ammodytes spp.) and a vulnerable surface‐foraging predator (black‐legged kittiwake Rissa tridactyla) with fine‐scale tidally driven changes in bio‐physical characteristics (temperature stratification and maximum subsurface chlorophyll concentration). 4. The FPCA indicated that sandeels were aggregated close to the surface at maximum ebb (ME) currents. Surface‐feeding kittiwakes were also found in highest numbers during ME in locations of both high subsurface chlorophyll concentration and shallow sandeel aggregations. We suggest that the combination of a well‐stratified water column with the movement of tidal currents over uneven topography results in surface aggregations of sandeels which kittiwakes exploit. 5. Synthesis and applications. Functional Data Analysis provides a useful tool for examining spatio‐temporal patterns in natural ecosystems. In combination with fine‐scale repeated survey design, we identified the importance of tide in driving prey behaviour and hence predator foraging behaviour. This has implications both for critical marine habitat identification for Marine Protected Area selection and for fisheries stock assessments. We therefore recommend that tidal aspects should be taken into account when designing marine surveys in temperate coastal ecosystems both to ensure the best identification of critical marine habitat and to improve the accuracy of fish stock assessments.
format Article in Journal/Newspaper
author Embling, Clare B.
Illian, Janine
Armstrong, Eric
van der Kooij, Jeroen
Sharples, Jonathan
Camphuysen, Kees C.J.
Scott, Beth E.
spellingShingle Embling, Clare B.
Illian, Janine
Armstrong, Eric
van der Kooij, Jeroen
Sharples, Jonathan
Camphuysen, Kees C.J.
Scott, Beth E.
Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach
author_facet Embling, Clare B.
Illian, Janine
Armstrong, Eric
van der Kooij, Jeroen
Sharples, Jonathan
Camphuysen, Kees C.J.
Scott, Beth E.
author_sort Embling, Clare B.
title Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach
title_short Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach
title_full Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach
title_fullStr Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach
title_full_unstemmed Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach
title_sort investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach
publisher Wiley
publishDate 2012
url http://eprints.gla.ac.uk/199444/
genre Black-legged Kittiwake
rissa tridactyla
genre_facet Black-legged Kittiwake
rissa tridactyla
op_relation Embling, C. B., Illian, J. <http://eprints.gla.ac.uk/view/author/51577.html> , Armstrong, E., van der Kooij, J., Sharples, J., Camphuysen, K. C.J. and Scott, B. E. (2012) Investigating fine-scale spatio-temporal predator-prey patterns in dynamic marine ecosystems: a functional data analysis approach. Journal of Applied Ecology <http://eprints.gla.ac.uk/view/journal_volume/Journal_of_Applied_Ecology.html>, 49(2), pp. 481-492. (doi:10.1111/j.1365-2664.2012.02114.x <http://dx.doi.org/10.1111/j.1365-2664.2012.02114.x>) (PMID:AGR:IND447)
op_doi https://doi.org/10.1111/j.1365-2664.2012.02114.x
container_title Journal of Applied Ecology
container_volume 49
container_issue 2
container_start_page 481
op_container_end_page 492
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