Optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump

Accurate predictive modeling of the ocean's global carbon and oxygen cycles is challenging because of uncertainties in both biogeochemistry and ocean circulation. Advances over the last decade have made parameter optimization feasible, allowing models to better match observed biogeochemical fie...

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Published in:Biogeosciences
Main Authors: B. Pasquier, M. Holzer, M. A. Chamberlain, R. J. Matear, N. L. Bindoff, F. W. Primeau
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/bg-20-2985-2023
https://doaj.org/article/9a6e9e9cf24a4b78a41715f3ce5e805d
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spelling ftdoajarticles:oai:doaj.org/article:9a6e9e9cf24a4b78a41715f3ce5e805d 2023-08-20T04:09:55+02:00 Optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump B. Pasquier M. Holzer M. A. Chamberlain R. J. Matear N. L. Bindoff F. W. Primeau 2023-07-01T00:00:00Z https://doi.org/10.5194/bg-20-2985-2023 https://doaj.org/article/9a6e9e9cf24a4b78a41715f3ce5e805d EN eng Copernicus Publications https://bg.copernicus.org/articles/20/2985/2023/bg-20-2985-2023.pdf https://doaj.org/toc/1726-4170 https://doaj.org/toc/1726-4189 doi:10.5194/bg-20-2985-2023 1726-4170 1726-4189 https://doaj.org/article/9a6e9e9cf24a4b78a41715f3ce5e805d Biogeosciences, Vol 20, Pp 2985-3009 (2023) Ecology QH540-549.5 Life QH501-531 Geology QE1-996.5 article 2023 ftdoajarticles https://doi.org/10.5194/bg-20-2985-2023 2023-07-30T00:38:15Z Accurate predictive modeling of the ocean's global carbon and oxygen cycles is challenging because of uncertainties in both biogeochemistry and ocean circulation. Advances over the last decade have made parameter optimization feasible, allowing models to better match observed biogeochemical fields. However, does fitting a biogeochemical model to observed tracers using a circulation with known biases robustly capture the inner workings of the biological pump? Here we embed a mechanistic model of the ocean's coupled nutrient, carbon, and oxygen cycles into two circulations for the current climate. To assess the effects of biases, one circulation (ACCESS-M) is derived from a climate model and the other from data assimilation of observations (OCIM2). We find that parameter optimization compensates for circulation biases at the expense of altering how the biological pump operates. Tracer observations constrain pump strength and regenerated inventories for both circulations, but ACCESS-M export production optimizes to twice that of OCIM2 to compensate for ACCESS-M having lower sequestration efficiencies driven by less efficient particle transfer and shorter residence times. Idealized simulations forcing complete Southern Ocean nutrient utilization show that the response of the optimized system is sensitive to the embedding circulation. In ACCESS-M, Southern Ocean nutrient and dissolved inorganic carbon (DIC) trapping is partially short circuited by unrealistically deep mixed layers. For both circulations, intense Southern Ocean production deoxygenates Southern-Ocean-sourced deep waters, muting the imprint of circulation biases on oxygen. Our findings highlight that the biological pump's plumbing needs careful assessment to predict the biogeochemical response to ecological changes, even when optimally matching observations. Article in Journal/Newspaper Southern Ocean Directory of Open Access Journals: DOAJ Articles Southern Ocean Biogeosciences 20 14 2985 3009
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
spellingShingle Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
B. Pasquier
M. Holzer
M. A. Chamberlain
R. J. Matear
N. L. Bindoff
F. W. Primeau
Optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump
topic_facet Ecology
QH540-549.5
Life
QH501-531
Geology
QE1-996.5
description Accurate predictive modeling of the ocean's global carbon and oxygen cycles is challenging because of uncertainties in both biogeochemistry and ocean circulation. Advances over the last decade have made parameter optimization feasible, allowing models to better match observed biogeochemical fields. However, does fitting a biogeochemical model to observed tracers using a circulation with known biases robustly capture the inner workings of the biological pump? Here we embed a mechanistic model of the ocean's coupled nutrient, carbon, and oxygen cycles into two circulations for the current climate. To assess the effects of biases, one circulation (ACCESS-M) is derived from a climate model and the other from data assimilation of observations (OCIM2). We find that parameter optimization compensates for circulation biases at the expense of altering how the biological pump operates. Tracer observations constrain pump strength and regenerated inventories for both circulations, but ACCESS-M export production optimizes to twice that of OCIM2 to compensate for ACCESS-M having lower sequestration efficiencies driven by less efficient particle transfer and shorter residence times. Idealized simulations forcing complete Southern Ocean nutrient utilization show that the response of the optimized system is sensitive to the embedding circulation. In ACCESS-M, Southern Ocean nutrient and dissolved inorganic carbon (DIC) trapping is partially short circuited by unrealistically deep mixed layers. For both circulations, intense Southern Ocean production deoxygenates Southern-Ocean-sourced deep waters, muting the imprint of circulation biases on oxygen. Our findings highlight that the biological pump's plumbing needs careful assessment to predict the biogeochemical response to ecological changes, even when optimally matching observations.
format Article in Journal/Newspaper
author B. Pasquier
M. Holzer
M. A. Chamberlain
R. J. Matear
N. L. Bindoff
F. W. Primeau
author_facet B. Pasquier
M. Holzer
M. A. Chamberlain
R. J. Matear
N. L. Bindoff
F. W. Primeau
author_sort B. Pasquier
title Optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump
title_short Optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump
title_full Optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump
title_fullStr Optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump
title_full_unstemmed Optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump
title_sort optimal parameters for the ocean's nutrient, carbon, and oxygen cycles compensate for circulation biases but replumb the biological pump
publisher Copernicus Publications
publishDate 2023
url https://doi.org/10.5194/bg-20-2985-2023
https://doaj.org/article/9a6e9e9cf24a4b78a41715f3ce5e805d
geographic Southern Ocean
geographic_facet Southern Ocean
genre Southern Ocean
genre_facet Southern Ocean
op_source Biogeosciences, Vol 20, Pp 2985-3009 (2023)
op_relation https://bg.copernicus.org/articles/20/2985/2023/bg-20-2985-2023.pdf
https://doaj.org/toc/1726-4170
https://doaj.org/toc/1726-4189
doi:10.5194/bg-20-2985-2023
1726-4170
1726-4189
https://doaj.org/article/9a6e9e9cf24a4b78a41715f3ce5e805d
op_doi https://doi.org/10.5194/bg-20-2985-2023
container_title Biogeosciences
container_volume 20
container_issue 14
container_start_page 2985
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