Quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach

The ability to constrain the mechanisms that transport organic carbon into the deep ocean is complicated by the multiple physical, chemical, and ecological processes that intersect to create, transform, and transport particles in the ocean. In this paper we develop and parameterize a data-assimilati...

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Published in:Biogeosciences
Main Authors: Stukel, Michael R., Décima, Moira, Landry, Michael R.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2022
Subjects:
Online Access:https://doi.org/10.5194/bg-19-3595-2022
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00062143 2023-05-15T18:25:46+02:00 Quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach Stukel, Michael R. Décima, Moira Landry, Michael R. 2022-08 electronic https://doi.org/10.5194/bg-19-3595-2022 https://noa.gwlb.de/receive/cop_mods_00062143 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00061471/bg-19-3595-2022.pdf https://bg.copernicus.org/articles/19/3595/2022/bg-19-3595-2022.pdf eng eng Copernicus Publications Biogeosciences -- http://www.bibliothek.uni-regensburg.de/ezeit/?2158181 -- http://www.copernicus.org/EGU/bg/bg.html -- 1726-4189 https://doi.org/10.5194/bg-19-3595-2022 https://noa.gwlb.de/receive/cop_mods_00062143 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00061471/bg-19-3595-2022.pdf https://bg.copernicus.org/articles/19/3595/2022/bg-19-3595-2022.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess CC-BY article Verlagsveröffentlichung article Text doc-type:article 2022 ftnonlinearchiv https://doi.org/10.5194/bg-19-3595-2022 2022-08-07T23:11:54Z The ability to constrain the mechanisms that transport organic carbon into the deep ocean is complicated by the multiple physical, chemical, and ecological processes that intersect to create, transform, and transport particles in the ocean. In this paper we develop and parameterize a data-assimilative model of the multiple pathways of the biological carbon pump (NEMUROBCP). The mechanistic model is designed to represent sinking particle flux, active transport by vertically migrating zooplankton, and passive transport by subduction and vertical mixing, while also explicitly representing multiple biological and chemical properties measured directly in the field (including nutrients, phytoplankton and zooplankton taxa, carbon dioxide and oxygen, nitrogen isotopes, and 234Thorium). Using 30 different data types (including standing stock and rate measurements related to nutrients, phytoplankton, zooplankton, and non-living organic matter) from Lagrangian experiments conducted on 11 cruises from four ocean regions, we conduct an objective statistical parameterization of the model and generate 1 million different potential parameter sets that are used for ensemble model simulations. The model simulates in situ parameters that were assimilated (net primary production and gravitational particle flux) and parameters that were withheld (234Thorium and nitrogen isotopes) with reasonable accuracy. Model results show that gravitational flux of sinking particles and vertical mixing of organic matter from the euphotic zone are more important biological pump pathways than active transport by vertically migrating zooplankton. However, these processes are regionally variable, with sinking particles most important in oligotrophic areas of the Gulf of Mexico and California Current, sinking particles and vertical mixing roughly equivalent in productive coastal upwelling regions and the subtropical front in the Southern Ocean, and active transport an important contributor in the eastern tropical Pacific. We further find that mortality ... Article in Journal/Newspaper Southern Ocean Niedersächsisches Online-Archiv NOA Pacific Southern Ocean Biogeosciences 19 15 3595 3624
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Stukel, Michael R.
Décima, Moira
Landry, Michael R.
Quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach
topic_facet article
Verlagsveröffentlichung
description The ability to constrain the mechanisms that transport organic carbon into the deep ocean is complicated by the multiple physical, chemical, and ecological processes that intersect to create, transform, and transport particles in the ocean. In this paper we develop and parameterize a data-assimilative model of the multiple pathways of the biological carbon pump (NEMUROBCP). The mechanistic model is designed to represent sinking particle flux, active transport by vertically migrating zooplankton, and passive transport by subduction and vertical mixing, while also explicitly representing multiple biological and chemical properties measured directly in the field (including nutrients, phytoplankton and zooplankton taxa, carbon dioxide and oxygen, nitrogen isotopes, and 234Thorium). Using 30 different data types (including standing stock and rate measurements related to nutrients, phytoplankton, zooplankton, and non-living organic matter) from Lagrangian experiments conducted on 11 cruises from four ocean regions, we conduct an objective statistical parameterization of the model and generate 1 million different potential parameter sets that are used for ensemble model simulations. The model simulates in situ parameters that were assimilated (net primary production and gravitational particle flux) and parameters that were withheld (234Thorium and nitrogen isotopes) with reasonable accuracy. Model results show that gravitational flux of sinking particles and vertical mixing of organic matter from the euphotic zone are more important biological pump pathways than active transport by vertically migrating zooplankton. However, these processes are regionally variable, with sinking particles most important in oligotrophic areas of the Gulf of Mexico and California Current, sinking particles and vertical mixing roughly equivalent in productive coastal upwelling regions and the subtropical front in the Southern Ocean, and active transport an important contributor in the eastern tropical Pacific. We further find that mortality ...
format Article in Journal/Newspaper
author Stukel, Michael R.
Décima, Moira
Landry, Michael R.
author_facet Stukel, Michael R.
Décima, Moira
Landry, Michael R.
author_sort Stukel, Michael R.
title Quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach
title_short Quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach
title_full Quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach
title_fullStr Quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach
title_full_unstemmed Quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach
title_sort quantifying biological carbon pump pathways with a data-constrained mechanistic model ensemble approach
publisher Copernicus Publications
publishDate 2022
url https://doi.org/10.5194/bg-19-3595-2022
https://noa.gwlb.de/receive/cop_mods_00062143
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00061471/bg-19-3595-2022.pdf
https://bg.copernicus.org/articles/19/3595/2022/bg-19-3595-2022.pdf
geographic Pacific
Southern Ocean
geographic_facet Pacific
Southern Ocean
genre Southern Ocean
genre_facet Southern Ocean
op_relation Biogeosciences -- http://www.bibliothek.uni-regensburg.de/ezeit/?2158181 -- http://www.copernicus.org/EGU/bg/bg.html -- 1726-4189
https://doi.org/10.5194/bg-19-3595-2022
https://noa.gwlb.de/receive/cop_mods_00062143
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00061471/bg-19-3595-2022.pdf
https://bg.copernicus.org/articles/19/3595/2022/bg-19-3595-2022.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/openAccess
op_rightsnorm CC-BY
op_doi https://doi.org/10.5194/bg-19-3595-2022
container_title Biogeosciences
container_volume 19
container_issue 15
container_start_page 3595
op_container_end_page 3624
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