Three species distribution models for the marine diatom Fragilariopsis kerguelensis of the Southern Ocean, links to NetCDF files

Fragilariopsis kerguelensis, a dominant diatom species throughout the Antarctic Circumpolar Current, is coined to be one of the main drivers of the biological silicate pump. Here, we study the distribution of this important species and expected consequences of climate change upon it, using correlati...

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Main Authors: Pinkernell, Stefan, Beszteri, Bánk
Format: Dataset
Language:English
Published: PANGAEA 2014
Subjects:
Online Access:https://doi.pangaea.de/10.1594/PANGAEA.834760
https://doi.org/10.1594/PANGAEA.834760
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spelling ftpangaea:oai:pangaea.de:doi:10.1594/PANGAEA.834760 2024-09-15T17:42:40+00:00 Three species distribution models for the marine diatom Fragilariopsis kerguelensis of the Southern Ocean, links to NetCDF files Pinkernell, Stefan Beszteri, Bánk 2014 text/tab-separated-values, 12 data points https://doi.pangaea.de/10.1594/PANGAEA.834760 https://doi.org/10.1594/PANGAEA.834760 en eng PANGAEA https://doi.pangaea.de/10.1594/PANGAEA.834760 https://doi.org/10.1594/PANGAEA.834760 CC-BY-3.0: Creative Commons Attribution 3.0 Unported Access constraints: unrestricted info:eu-repo/semantics/openAccess Supplement to: Pinkernell, Stefan; Beszteri, Bánk (2014): Potential effects of climate change on the distribution range of the main silicate sinker of the Southern Ocean. Ecology and Evolution, 4(16), 3147-3161, https://doi.org/10.1002/ece3.1138 File content File name File size Priority Programme 1158 Antarctic Research with Comparable Investigations in Arctic Sea Ice Areas SPP1158 Uniform resource locator/link to model result file dataset 2014 ftpangaea https://doi.org/10.1594/PANGAEA.83476010.1002/ece3.1138 2024-07-24T02:31:32Z Fragilariopsis kerguelensis, a dominant diatom species throughout the Antarctic Circumpolar Current, is coined to be one of the main drivers of the biological silicate pump. Here, we study the distribution of this important species and expected consequences of climate change upon it, using correlative species distribution modeling and publicly available presence-only data. As experience with SDM is scarce for marine phytoplankton, this also serves as a pilot study for this organism group. We used the maximum entropy method to calculate distribution models for the diatom F. kerguelensis based on yearly and monthly environmental data (sea surface temperature, salinity, nitrate and silicate concentrations). Observation data were harvested from GBIF and the Global Diatom Database, and for further analyses also from the Hustedt Diatom Collection (BRM). The models were projected on current yearly and seasonal environmental data to study current distribution and its seasonality. Furthermore, we projected the seasonal model on future environmental data obtained from climate models for the year 2100. Projected on current yearly averaged environmental data, all models showed similar distribution patterns for F. kerguelensis. The monthly model showed seasonality, for example, a shift of the southern distribution boundary toward the north in the winter. Projections on future scenarios resulted in a moderately to negligibly shrinking distribution area and a change in seasonality. We found a substantial bias in the publicly available observation datasets, which could be reduced by additional observation records we obtained from the Hustedt Diatom Collection. Present-day distribution patterns inferred from the models coincided well with background knowledge and previous reports about F. kerguelensis distribution, showing that maximum entropy-based distribution models are suitable to map distribution patterns for oceanic planktonic organisms. Our scenario projections indicate moderate effects of climate change upon the ... Dataset Antarc* Antarctic Climate change Phytoplankton Sea ice Southern Ocean PANGAEA - Data Publisher for Earth & Environmental Science
institution Open Polar
collection PANGAEA - Data Publisher for Earth & Environmental Science
op_collection_id ftpangaea
language English
topic File content
File name
File size
Priority Programme 1158 Antarctic Research with Comparable Investigations in Arctic Sea Ice Areas
SPP1158
Uniform resource locator/link to model result file
spellingShingle File content
File name
File size
Priority Programme 1158 Antarctic Research with Comparable Investigations in Arctic Sea Ice Areas
SPP1158
Uniform resource locator/link to model result file
Pinkernell, Stefan
Beszteri, Bánk
Three species distribution models for the marine diatom Fragilariopsis kerguelensis of the Southern Ocean, links to NetCDF files
topic_facet File content
File name
File size
Priority Programme 1158 Antarctic Research with Comparable Investigations in Arctic Sea Ice Areas
SPP1158
Uniform resource locator/link to model result file
description Fragilariopsis kerguelensis, a dominant diatom species throughout the Antarctic Circumpolar Current, is coined to be one of the main drivers of the biological silicate pump. Here, we study the distribution of this important species and expected consequences of climate change upon it, using correlative species distribution modeling and publicly available presence-only data. As experience with SDM is scarce for marine phytoplankton, this also serves as a pilot study for this organism group. We used the maximum entropy method to calculate distribution models for the diatom F. kerguelensis based on yearly and monthly environmental data (sea surface temperature, salinity, nitrate and silicate concentrations). Observation data were harvested from GBIF and the Global Diatom Database, and for further analyses also from the Hustedt Diatom Collection (BRM). The models were projected on current yearly and seasonal environmental data to study current distribution and its seasonality. Furthermore, we projected the seasonal model on future environmental data obtained from climate models for the year 2100. Projected on current yearly averaged environmental data, all models showed similar distribution patterns for F. kerguelensis. The monthly model showed seasonality, for example, a shift of the southern distribution boundary toward the north in the winter. Projections on future scenarios resulted in a moderately to negligibly shrinking distribution area and a change in seasonality. We found a substantial bias in the publicly available observation datasets, which could be reduced by additional observation records we obtained from the Hustedt Diatom Collection. Present-day distribution patterns inferred from the models coincided well with background knowledge and previous reports about F. kerguelensis distribution, showing that maximum entropy-based distribution models are suitable to map distribution patterns for oceanic planktonic organisms. Our scenario projections indicate moderate effects of climate change upon the ...
format Dataset
author Pinkernell, Stefan
Beszteri, Bánk
author_facet Pinkernell, Stefan
Beszteri, Bánk
author_sort Pinkernell, Stefan
title Three species distribution models for the marine diatom Fragilariopsis kerguelensis of the Southern Ocean, links to NetCDF files
title_short Three species distribution models for the marine diatom Fragilariopsis kerguelensis of the Southern Ocean, links to NetCDF files
title_full Three species distribution models for the marine diatom Fragilariopsis kerguelensis of the Southern Ocean, links to NetCDF files
title_fullStr Three species distribution models for the marine diatom Fragilariopsis kerguelensis of the Southern Ocean, links to NetCDF files
title_full_unstemmed Three species distribution models for the marine diatom Fragilariopsis kerguelensis of the Southern Ocean, links to NetCDF files
title_sort three species distribution models for the marine diatom fragilariopsis kerguelensis of the southern ocean, links to netcdf files
publisher PANGAEA
publishDate 2014
url https://doi.pangaea.de/10.1594/PANGAEA.834760
https://doi.org/10.1594/PANGAEA.834760
genre Antarc*
Antarctic
Climate change
Phytoplankton
Sea ice
Southern Ocean
genre_facet Antarc*
Antarctic
Climate change
Phytoplankton
Sea ice
Southern Ocean
op_source Supplement to: Pinkernell, Stefan; Beszteri, Bánk (2014): Potential effects of climate change on the distribution range of the main silicate sinker of the Southern Ocean. Ecology and Evolution, 4(16), 3147-3161, https://doi.org/10.1002/ece3.1138
op_relation https://doi.pangaea.de/10.1594/PANGAEA.834760
https://doi.org/10.1594/PANGAEA.834760
op_rights CC-BY-3.0: Creative Commons Attribution 3.0 Unported
Access constraints: unrestricted
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.1594/PANGAEA.83476010.1002/ece3.1138
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