Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model
The northwest Atlantic Ocean is an important sink for carbon dioxide produced by anthropogenic activities. However the strong seasonal variability in the surface waters paired with the sparse and summer biased observations of ocean carbon makes it difficult to capture a full picture of its temporal...
Published in: | Journal of Geophysical Research: Oceans |
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American Geophysical Union (AGU)
2023
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Online Access: | http://hdl.handle.net/10754/692675 https://doi.org/10.1029/2022jc019483 |
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ftkingabdullahun:oai:repository.kaust.edu.sa:10754/692675 2024-01-07T09:45:34+01:00 Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model Boteler, Claire Dowd, Michael Oliver, Eric C. J. Krainski, Elias Teixeira Wallace, Douglas W. R. Department of Statistics King Abdullah University of Science and Technology Thuwal Kingdom of Saudi Arabia Computer, Electrical and Mathematical Science and Engineering (CEMSE) Division Statistics Program Department of Mathematics and Statistics Dalhousie University Halifax Nova Scotia Canada Department of Oceanography Dalhousie University Halifax Nova Scotia Canada 2023-06-17 application/pdf http://hdl.handle.net/10754/692675 https://doi.org/10.1029/2022jc019483 unknown American Geophysical Union (AGU) https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2022JC019483 Boteler, C., Dowd, M., Oliver, E. C. J., Krainski, E. T., & Wallace, D. W. R. (2023). Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model. Journal of Geophysical Research: Oceans. Portico. https://doi.org/10.1029/2022jc019483 doi:10.1029/2022jc019483 2169-9275 2169-9291 Journal of Geophysical Research: Oceans http://hdl.handle.net/10754/692675 This is an accepted manuscript version of a paper before final publisher editing and formatting. Archived with thanks to American Geophysical Union (AGU). The version of record is available from Journal of Geophysical Research: Oceans. Article 2023 ftkingabdullahun https://doi.org/10.1029/2022jc019483 2023-12-09T20:18:09Z The northwest Atlantic Ocean is an important sink for carbon dioxide produced by anthropogenic activities. However the strong seasonal variability in the surface waters paired with the sparse and summer biased observations of ocean carbon makes it difficult to capture a full picture of its temporal variations throughout the water column. We aim to improve the estimation of temporal trends of dissolved inorganic carbon (DIC) due to anthropogenic sources using a new statistical approach: a time series generalization of the extended multiple linear regression (eMLR) method. Anthropogenic increase of northwest Atlantic DIC in the surface waters is hard to quantify due to the strong, natural seasonal variations of DIC. We address this by separating DIC into its seasonal, natural and anthropogenic components. Ocean carbon data is often collected in the summer, creating a summer bias, however using monthly averaged data made our results less susceptible to the strong summer bias in the available data. Variations in waters below 1000m have usually been analysed on decadal time scales, but our monthly analysis showed the anthropogenic carbon component had a sudden change in 2000 from stationary to an increasing trend at the same rate as the waters above. All depths layers had similar rates of anthropogenic increase of ∼0.57μmol kg−1 year−1, and our uncertainty levels are smaller than with eMLR results. Integration throughout the water column (0-3500m) gives an anthropogenic carbon storage rate of 1.37 ± 0.57 mol m−2 year−1, which is consistent with other published estimates. We would like to acknowledge Lorenza Raimondi and Dariia Atamanchuk for their many helpful discussions about the eMLR method and anthropogenic carbon. Funding for this research was provided by the Ocean Frontier Institute and from a Nova Scotia Graduate Scholarship. Article in Journal/Newspaper Northwest Atlantic King Abdullah University of Science and Technology: KAUST Repository Journal of Geophysical Research: Oceans 128 7 |
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Open Polar |
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King Abdullah University of Science and Technology: KAUST Repository |
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ftkingabdullahun |
language |
unknown |
description |
The northwest Atlantic Ocean is an important sink for carbon dioxide produced by anthropogenic activities. However the strong seasonal variability in the surface waters paired with the sparse and summer biased observations of ocean carbon makes it difficult to capture a full picture of its temporal variations throughout the water column. We aim to improve the estimation of temporal trends of dissolved inorganic carbon (DIC) due to anthropogenic sources using a new statistical approach: a time series generalization of the extended multiple linear regression (eMLR) method. Anthropogenic increase of northwest Atlantic DIC in the surface waters is hard to quantify due to the strong, natural seasonal variations of DIC. We address this by separating DIC into its seasonal, natural and anthropogenic components. Ocean carbon data is often collected in the summer, creating a summer bias, however using monthly averaged data made our results less susceptible to the strong summer bias in the available data. Variations in waters below 1000m have usually been analysed on decadal time scales, but our monthly analysis showed the anthropogenic carbon component had a sudden change in 2000 from stationary to an increasing trend at the same rate as the waters above. All depths layers had similar rates of anthropogenic increase of ∼0.57μmol kg−1 year−1, and our uncertainty levels are smaller than with eMLR results. Integration throughout the water column (0-3500m) gives an anthropogenic carbon storage rate of 1.37 ± 0.57 mol m−2 year−1, which is consistent with other published estimates. We would like to acknowledge Lorenza Raimondi and Dariia Atamanchuk for their many helpful discussions about the eMLR method and anthropogenic carbon. Funding for this research was provided by the Ocean Frontier Institute and from a Nova Scotia Graduate Scholarship. |
author2 |
Department of Statistics King Abdullah University of Science and Technology Thuwal Kingdom of Saudi Arabia Computer, Electrical and Mathematical Science and Engineering (CEMSE) Division Statistics Program Department of Mathematics and Statistics Dalhousie University Halifax Nova Scotia Canada Department of Oceanography Dalhousie University Halifax Nova Scotia Canada |
format |
Article in Journal/Newspaper |
author |
Boteler, Claire Dowd, Michael Oliver, Eric C. J. Krainski, Elias Teixeira Wallace, Douglas W. R. |
spellingShingle |
Boteler, Claire Dowd, Michael Oliver, Eric C. J. Krainski, Elias Teixeira Wallace, Douglas W. R. Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model |
author_facet |
Boteler, Claire Dowd, Michael Oliver, Eric C. J. Krainski, Elias Teixeira Wallace, Douglas W. R. |
author_sort |
Boteler, Claire |
title |
Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model |
title_short |
Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model |
title_full |
Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model |
title_fullStr |
Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model |
title_full_unstemmed |
Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model |
title_sort |
trends of anthropogenic dissolved inorganic carbon in the northwest atlantic ocean estimated using a state space model |
publisher |
American Geophysical Union (AGU) |
publishDate |
2023 |
url |
http://hdl.handle.net/10754/692675 https://doi.org/10.1029/2022jc019483 |
genre |
Northwest Atlantic |
genre_facet |
Northwest Atlantic |
op_relation |
https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2022JC019483 Boteler, C., Dowd, M., Oliver, E. C. J., Krainski, E. T., & Wallace, D. W. R. (2023). Trends of Anthropogenic Dissolved Inorganic Carbon in the Northwest Atlantic Ocean Estimated Using a State Space Model. Journal of Geophysical Research: Oceans. Portico. https://doi.org/10.1029/2022jc019483 doi:10.1029/2022jc019483 2169-9275 2169-9291 Journal of Geophysical Research: Oceans http://hdl.handle.net/10754/692675 |
op_rights |
This is an accepted manuscript version of a paper before final publisher editing and formatting. Archived with thanks to American Geophysical Union (AGU). The version of record is available from Journal of Geophysical Research: Oceans. |
op_doi |
https://doi.org/10.1029/2022jc019483 |
container_title |
Journal of Geophysical Research: Oceans |
container_volume |
128 |
container_issue |
7 |
_version_ |
1787427127696556032 |