Articles | Volume 15, issue 9
https://doi.org/10.5194/essd-15-4023-2023
https://doi.org/10.5194/essd-15-4023-2023
Data description paper
 | 
13 Sep 2023
Data description paper |  | 13 Sep 2023

Barium in seawater: dissolved distribution, relationship to silicon, and barite saturation state determined using machine learning

Öykü Z. Mete, Adam V. Subhas, Heather H. Kim, Ann G. Dunlea, Laura M. Whitmore, Alan M. Shiller, Melissa Gilbert, William D. Leavitt, and Tristan J. Horner

Related authors

Natural analogs to ocean alkalinity enhancement
Adam V. Subhas, Nadine Lehmann, and Rosalind E. M. Rickaby
State Planet, 2-oae2023, 8, https://doi.org/10.5194/sp-2-oae2023-8-2023,https://doi.org/10.5194/sp-2-oae2023-8-2023, 2023
Short summary
Data reporting and sharing for ocean alkalinity enhancement research
Li-Qing Jiang, Adam V. Subhas, Daniela Basso, Katja Fennel, and Jean-Pierre Gattuso
State Planet, 2-oae2023, 13, https://doi.org/10.5194/sp-2-oae2023-13-2023,https://doi.org/10.5194/sp-2-oae2023-13-2023, 2023
Short summary
Modeling polar marine ecosystem functions guided by bacterial physiological and taxonomic traits
Hyewon Heather Kim, Jeff S. Bowman, Ya-Wei Luo, Hugh W. Ducklow, Oscar M. Schofield, Deborah K. Steinberg, and Scott C. Doney
Biogeosciences, 19, 117–136, https://doi.org/10.5194/bg-19-117-2022,https://doi.org/10.5194/bg-19-117-2022, 2022
Short summary
Hydrothermal trace metal release and microbial metabolism in the northeastern Lau Basin of the South Pacific Ocean
Natalie R. Cohen, Abigail E. Noble, Dawn M. Moran, Matthew R. McIlvin, Tyler J. Goepfert, Nicholas J. Hawco, Christopher R. German, Tristan J. Horner, Carl H. Lamborg, John P. McCrow, Andrew E. Allen, and Mak A. Saito
Biogeosciences, 18, 5397–5422, https://doi.org/10.5194/bg-18-5397-2021,https://doi.org/10.5194/bg-18-5397-2021, 2021
Short summary
WAP-1D-VAR v1.0: development and evaluation of a one-dimensional variational data assimilation model for the marine ecosystem along the West Antarctic Peninsula
Hyewon Heather Kim, Ya-Wei Luo, Hugh W. Ducklow, Oscar M. Schofield, Deborah K. Steinberg, and Scott C. Doney
Geosci. Model Dev., 14, 4939–4975, https://doi.org/10.5194/gmd-14-4939-2021,https://doi.org/10.5194/gmd-14-4939-2021, 2021
Short summary

Related subject area

Domain: ESSD – Ocean | Subject: Chemical oceanography
A decade-long cruise time series (2008–2018) of physical and biogeochemical conditions in the southern Salish Sea, North America
Simone R. Alin, Jan A. Newton, Richard A. Feely, Dana Greeley, Beth Curry, Julian Herndon, and Mark Warner
Earth Syst. Sci. Data, 16, 837–865, https://doi.org/10.5194/essd-16-837-2024,https://doi.org/10.5194/essd-16-837-2024, 2024
Short summary
A regional pCO2 climatology of the Baltic Sea from in situ pCO2 observations and a model-based extrapolation approach
Henry C. Bittig, Erik Jacobs, Thomas Neumann, and Gregor Rehder
Earth Syst. Sci. Data, 16, 753–773, https://doi.org/10.5194/essd-16-753-2024,https://doi.org/10.5194/essd-16-753-2024, 2024
Short summary
A 12-year-long (2010–2021) hydrological and biogeochemical dataset in the Sicily Channel (Mediterranean Sea)
Francesco Placenti, Marco Torri, Katrin Schroeder, Mireno Borghini, Gabriella Cerrati, Angela Cuttitta, Vincenzo Tancredi, Carmelo Buscaino, and Bernardo Patti
Earth Syst. Sci. Data, 16, 743–752, https://doi.org/10.5194/essd-16-743-2024,https://doi.org/10.5194/essd-16-743-2024, 2024
Short summary
A decade of marine inorganic carbon chemistry observations in the northern Gulf of Alaska – insights into an environment in transition
Natalie M. Monacci, Jessica N. Cross, Wiley Evans, Jeremy T. Mathis, and Hongjie Wang
Earth Syst. Sci. Data, 16, 647–665, https://doi.org/10.5194/essd-16-647-2024,https://doi.org/10.5194/essd-16-647-2024, 2024
Short summary
A novel sea surface pCO2-product for the global coastal ocean resolving trends over 1982–2020
Alizée Roobaert, Pierre Regnier, Peter Landschützer, and Goulven G. Laruelle
Earth Syst. Sci. Data, 16, 421–441, https://doi.org/10.5194/essd-16-421-2024,https://doi.org/10.5194/essd-16-421-2024, 2024
Short summary

Cited articles

Anagnostou, E., Sherrell, R. M., Gagnon, A., LaVigne, M., Field, M. P., and McDonough, W. F.: Seawater nutrient and carbonate ion concentrations recorded as P/Ca, Ba/Ca, and U/Ca in the deep-sea coral Desmophyllum dianthus, Geochim. Cosmochim. Ac., 75, 2529–2543, https://doi.org/10.1016/j.gca.2011.02.019, 2011. 
Anscombe, F. J.: Graphs in Statistical Analysis, Am. Stat., 27, 17–21, https://doi.org/10.1080/00031305.1973.10478966, 1973. 
Baars, O., Abouchami, W., Galer, S. J., Boye, M., and Croot, P. L.: Dissolved cadmium in the Southern Ocean: Distribution, speciation, and relation to phosphate, Limnol. Oceanogr., 59, 385–399, https://doi.org/10.4319/lo.2014.59.2.0385, 2014. 
Bains, S., Norris, R. D., Corfield, R. M., and Faul, K. L.: Termination of global warmth at the Palaeocene/Eocene boundary through productivity feedback, Nature, 407, 171–174, https://doi.org/10.1038/35025035, 2000. 
Bates, S. L., Hendry, K. R., Pryer, H. V., Kinsley, C. W., Pyle, K. M., Woodward, E. M. S., and Horner, T. J.: Barium isotopes reveal the role of ocean circulation on barium cycling in the Atlantic, Geochim. Cosmochim. Ac., 204, 286–299, https://doi.org/10.1016/j.gca.2017.01.043, 2017. 
Download
Short summary
We present results from a machine learning model that accurately predicts dissolved barium concentrations for the global ocean. Our results reveal that the whole-ocean barium inventory is significantly lower than previously thought and that the deep ocean below 1000 m is at equilibrium with respect to barite. The model output can be used for a number of applications, including intercomparison, interpolation, and identification of regions warranting additional investigation.
Altmetrics
Final-revised paper
Preprint