Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity
Regime shifts are increasingly prevalent in the ecological literature. However, definitions vary and detection methods are still developing. Here, we employ a novel statistical algorithm based on the Bayesian online change-point detection framework to simultaneously identify shifts in the mean and (...
Published in: | PLOS ONE |
---|---|
Main Authors: | , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
Public Library of Science
2020
|
Subjects: | |
Online Access: | http://urn.fi/URN:NBN:fi:jyu-202012086979 |
id |
ftjyvaeskylaenun:oai:jyx.jyu.fi:123456789/73034 |
---|---|
record_format |
openpolar |
spelling |
ftjyvaeskylaenun:oai:jyx.jyu.fi:123456789/73034 2024-05-19T07:37:05+00:00 Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. 2020 application/pdf fulltext http://urn.fi/URN:NBN:fi:jyu-202012086979 eng eng Public Library of Science PLoS ONE 1932-6203 11 15 10.1371/journal.pone.0237414 Perälä, T., Olsen, E. M., & Hutchings, J. A. (2020). Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity. PLoS ONE , 15 (11), Article e0237414. https://doi.org/10.1371/journal.pone.0237414 CONVID_47298467 URN:NBN:fi:jyu-202012086979 http://urn.fi/URN:NBN:fi:jyu-202012086979 CC BY 4.0 © 2020 Perälä et al openAccess https://creativecommons.org/licenses/by/4.0/ aikasarja-analyysi kannanvaihtelut bayesilainen menetelmä ympäristötekijät ilmastonmuutokset kalakannat turska liikakalastus article http://purl.org/eprint/type/JournalArticle http://purl.org/coar/resource_type/c_2df8fbb1 publishedVersion A1 2020 ftjyvaeskylaenun 2024-04-23T23:38:28Z Regime shifts are increasingly prevalent in the ecological literature. However, definitions vary and detection methods are still developing. Here, we employ a novel statistical algorithm based on the Bayesian online change-point detection framework to simultaneously identify shifts in the mean and (or) variance of time series data. We detected multiple regime shifts in long-term (59–154 years) patterns of coastal Norwegian Atlantic cod (>70% decline) and putative drivers of cod productivity: North Atlantic Oscillation (NAO); sea-surface temperature; zooplankton abundance; fishing mortality (F). The consequences of an environmental or climate-related regime shift on cod productivity are accentuated when regime shifts coincide, fishing mortality is high, and populations are small. The analyses suggest that increasing F increasingly sensitized cod in the mid 1970s and late 1990s to regime shifts in NAO, zooplankton abundance, and water temperature. Our work underscores the necessity of accounting for human-induced mortality in regime shift analyses of marine ecosystems. peerReviewed Article in Journal/Newspaper atlantic cod North Atlantic North Atlantic oscillation JYX - Jyväskylä University Digital Archive PLOS ONE 15 11 e0237414 |
institution |
Open Polar |
collection |
JYX - Jyväskylä University Digital Archive |
op_collection_id |
ftjyvaeskylaenun |
language |
English |
topic |
aikasarja-analyysi kannanvaihtelut bayesilainen menetelmä ympäristötekijät ilmastonmuutokset kalakannat turska liikakalastus |
spellingShingle |
aikasarja-analyysi kannanvaihtelut bayesilainen menetelmä ympäristötekijät ilmastonmuutokset kalakannat turska liikakalastus Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
topic_facet |
aikasarja-analyysi kannanvaihtelut bayesilainen menetelmä ympäristötekijät ilmastonmuutokset kalakannat turska liikakalastus |
description |
Regime shifts are increasingly prevalent in the ecological literature. However, definitions vary and detection methods are still developing. Here, we employ a novel statistical algorithm based on the Bayesian online change-point detection framework to simultaneously identify shifts in the mean and (or) variance of time series data. We detected multiple regime shifts in long-term (59–154 years) patterns of coastal Norwegian Atlantic cod (>70% decline) and putative drivers of cod productivity: North Atlantic Oscillation (NAO); sea-surface temperature; zooplankton abundance; fishing mortality (F). The consequences of an environmental or climate-related regime shift on cod productivity are accentuated when regime shifts coincide, fishing mortality is high, and populations are small. The analyses suggest that increasing F increasingly sensitized cod in the mid 1970s and late 1990s to regime shifts in NAO, zooplankton abundance, and water temperature. Our work underscores the necessity of accounting for human-induced mortality in regime shift analyses of marine ecosystems. peerReviewed |
format |
Article in Journal/Newspaper |
author |
Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. |
author_facet |
Perälä, Tommi Olsen, Esben M. Hutchings, Jeffrey A. |
author_sort |
Perälä, Tommi |
title |
Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_short |
Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_full |
Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_fullStr |
Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_full_unstemmed |
Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity |
title_sort |
disentangling conditional effects of multiple regime shifts on atlantic cod productivity |
publisher |
Public Library of Science |
publishDate |
2020 |
url |
http://urn.fi/URN:NBN:fi:jyu-202012086979 |
genre |
atlantic cod North Atlantic North Atlantic oscillation |
genre_facet |
atlantic cod North Atlantic North Atlantic oscillation |
op_relation |
PLoS ONE 1932-6203 11 15 10.1371/journal.pone.0237414 Perälä, T., Olsen, E. M., & Hutchings, J. A. (2020). Disentangling conditional effects of multiple regime shifts on Atlantic cod productivity. PLoS ONE , 15 (11), Article e0237414. https://doi.org/10.1371/journal.pone.0237414 CONVID_47298467 URN:NBN:fi:jyu-202012086979 http://urn.fi/URN:NBN:fi:jyu-202012086979 |
op_rights |
CC BY 4.0 © 2020 Perälä et al openAccess https://creativecommons.org/licenses/by/4.0/ |
container_title |
PLOS ONE |
container_volume |
15 |
container_issue |
11 |
container_start_page |
e0237414 |
_version_ |
1799476320955006976 |