Brune, Sebastian, Düsterhus, André, Pohlmann, Holger, Müller, Wolfgang A. and Baehr, Johanna (2018) Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts. Climate Dynamics, 51. pp. 1947-1970. ISSN 1432-0894
Preview
AD_geography_time dependency.pdf
Download (15MB) | Preview
Abstract
We analyze the time dependency of decadal
hindcast skill in the North Atlantic subpolar gyre within
the time period 1961–2013. We compare anomaly correlation coefficients and temporal interquartile ranges of total
upper ocean heat content and sea surface temperature for
three differently initialized sets of hindcast simulations with
the global coupled model MPI-ESM. All initializations use
weakly coupled assimilation with the same full value nudging in the atmospheric component and different assimilation techniques for oceanic temperature and salinity: (1)
ensemble Kalman filter assimilating EN4 observations and
HadISST data, (2) nudging of anomalies to ORAS4 reanalysis, (3) nudging of full values to ORAS4 reanalysis. We
find that hindcast skill depends strongly on the evaluation
time period, with higher hindcast skill during strong multiyear trends, especially during the warming in the 1990s and
lower hindcast skill in the absence of such trends. Differences between the prediction systems are more pronounced
when investigating any 20-year subperiod within the entire
hindcast period. In the ensemble Kalman filter initialized
hindcasts, we find significant correlation skill for up to
5–8 lead years, albeit along with an overestimation of the
temporal interquartile range. In the hindcasts initialized by
anomaly nudging, significant correlation skill for lead years
greater than two is only found in the 1980s and 1990s. In
the hindcasts initialized by full value nudging, correlation
skill is consistently lower than in the hindcasts initialized
by anomaly nudging in the first lead years with re-emerging
skill thereafter. The Atlantic meridional overturning circulation reacts on the density changes introduced by oceanic
nudging, this limits the predictability in the subpolar gyre in
the first lead years. Overall, we find that a model-consistent
assimilation technique can improve hindcast skill. Further,
the evaluation of 20 year subperiods within the full hindcast
period provides essential insights to judge the success of
both the assimilation and the subsequent hindcast quality.
Item Type: | Article |
---|---|
Keywords: | Time dependency; prediction skill; North Atlantic; subpolar gyre; decadal hindcasts; |
Academic Unit: | Faculty of Social Sciences > Geography |
Item ID: | 13172 |
Identification Number: | 10.1007/s00382-017-3991-4 |
Depositing User: | André Düsterhus |
Date Deposited: | 05 Aug 2020 16:21 |
Journal or Publication Title: | Climate Dynamics |
Publisher: | Springer Verlag |
Refereed: | Yes |
Related URLs: | |
URI: | https://mural.maynoothuniversity.ie/id/eprint/13172 |
Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
Repository Staff Only (login required)
Downloads
Downloads per month over past year