Estimating temporal and spatial variation of ocean surface <i>p</i>CO<sub>2</sub> in the North Pacific using a Self Organizing Map neural network technique
Keywords
GeologyQE1-996.5
Science
Q
DOAJ:Earth Sciences
DOAJ:Earth and Environmental Sciences
Biology (General)
QH301-705.5
Science
Q
DOAJ:Biology
DOAJ:Biology and Life Sciences
Geology
QE1-996.5
Science
Q
DOAJ:Earth Sciences
DOAJ:Earth and Environmental Sciences
Biology (General)
QH301-705.5
Science
Q
DOAJ:Biology
DOAJ:Biology and Life Sciences
Geology
QE1-996.5
Science
Q
Biology (General)
QH301-705.5
Science
Q
Geology
QE1-996.5
Science
Q
Biology (General)
QH301-705.5
Science
Q
Geology
QE1-996.5
Science
Q
Biology (General)
QH301-705.5
Science
Q
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Show full item recordAbstract
This study produced maps of the partial pressure of oceanic carbon dioxide (<i>p</i>CO<sub>2</sub><sup>sea</sup>) in the North Pacific on a 0.25&deg; latitude × 0.25&deg; longitude grid from 2002 to 2008. The <i>p</i>CO<sub>2</sub><sup>sea</sup> values were estimated by using a self-organizing map neural network technique to explain the non-linear relationships between observed <i>p</i>CO<sub>2</sub><sup>sea</sup> data and four oceanic parameters: sea surface temperature (SST), mixed layer depth, chlorophyll <i>a</i> concentration, and sea surface salinity (SSS). The observed <i>p</i>CO<sub>2</sub><sup>sea</sup> data was obtained from an extensive dataset generated by the volunteer observation ship program operated by the National Institute for Environmental Studies. The reconstructed <i>p</i>CO<sub>2</sub><sup>sea</sup> values agreed rather well with the <i>p</i>CO<sub>2</sub><sup>sea</sup> measurements, the root mean square error being 17.6 &mu;atm. The <i>p</i>CO<sub>2</sub><sup>sea</sup> estimates were improved by including SSS as one of the training parameters and by taking into account secular increases of <i>p</i>CO<sub>2</sub><sup>sea</sup> that have tracked increases in atmospheric CO<sub>2</sub>. Estimated <i>p</i>CO<sub>2</sub><sup>sea</sup> values accurately reproduced <i>p</i>CO<sub>2</sub><sup>sea</sup> data at several stations in the North Pacific. The distributions of <i>p</i>CO<sub>2</sub><sup>sea</sup> revealed by seven-year averaged monthly <i>p</i>CO<sub>2</sub><sup>sea</sup> maps were similar to Lamont-Doherty Earth Observatory <i>p</i>CO<sub>2</sub><sup>sea</sup> climatology and more precisely reflected oceanic conditions. The distributions of <i>p</i>CO<sub>2</sub><sup>sea</sup> anomalies over the North Pacific during the winter clearly showed regional contrasts between El Niño and La Niña years related to changes of SST and vertical mixing.Date
2013-03-01Type
ArticleIdentifier
oai:doaj.org/article:86e1518671d0449486eb95671c075a6b10.5194/bgd-10-4575-2013
1810-6277
1810-6285
https://doaj.org/article/86e1518671d0449486eb95671c075a6b
Copyright/License
CC BYCollections
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