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ESSD | Articles | Volume 11, issue 3
Earth Syst. Sci. Data, 11, 1109–1127, 2019
https://doi.org/10.5194/essd-11-1109-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.
Earth Syst. Sci. Data, 11, 1109–1127, 2019
https://doi.org/10.5194/essd-11-1109-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License.

  31 Jul 2019

31 Jul 2019

A global monthly climatology of total alkalinity: a neural network approach

Daniel Broullón et al.
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Cited articles  
Anderson, L. G., Jutterström, S., Kaltin, S., Jones, E. P., and Björk, G.: Variability in river runoff distribution in the Eurasian Basin of the Arctic Ocean, J. Geophys. Res., 109, 1–8, https://doi.org/10.1029/2003JC001773, 2004. 
Artioli, Y., Blackford, J. C., Butenschön, M., Holt, J. T., Wakelin, S. L., Thomas, H., Borges, A. V., and Allen, I.: The carbonate system in the North Sea: sensitivity and model validation, J. Mar. Syst., 102–104, 1–13, https://doi.org/10.1016/j.jmarsys.2012.04.006, 2012. 
Bates, N., Astor, Y., Church, M., Currie, K., Dore, J., Gonaález-Dávila, M., Lorenzoni, L., Muller-Karger, F., Olafsson, J., and Santa-Casiano, M.: A Time-Series View of Changing Ocean Chemistry Due to Ocean Uptake of Anthropogenic CO2 and Ocean Acidification, Oceanography, 27, 126–141, https://doi.org/10.5670/oceanog.2014.16, 2014. 
Beale, M. H., Hagan, T. M., and Demuth, H. B.: Deep Learning Toolbox, User's Guide, Release 2018a, The MathWorks, Inc., Natick, Massachusetts, United States, available at: https://es.mathworks.com/help/pdf_doc/deeplearning/nnet_ug.pdf, last access: 20 August 2018. 
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In this work, we are contributing to the knowledge of the consequences of climate change in the ocean. We have focused on a variable related to this process: total alkalinity. We have designed a monthly climatology of total alkalinity using artificial intelligence techniques, that is, a representation of the average capacity of the ocean in the last decades to decelerate the consequences of climate change. The climatology is especially useful to infer the evolution of the ocean through models.
In this work, we are contributing to the knowledge of the consequences of climate change in the...
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