Development of super-ensemble techniques for ocean analyses:  the Mediterranean Sea case

Pistoia, Jenny; Pinardi, Nadia; Oddo, Paolo; Collins, Matthew; Korres, Gerasimos; Drillet, Yann

doi:https://doi.org/10.5194/nhess-16-1807-2016

Articles | Volume 16, issue 8

https://doi.org/10.5194/nhess-16-1807-2016

© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.

Special issue:

Situational sea awareness technologies for maritime safety...

https://doi.org/10.5194/nhess-16-1807-2016

© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.

Articles | Volume 16, issue 8

Review article

|

09 Aug 2016

Review article |

| 09 Aug 2016

Development of super-ensemble techniques for ocean analyses: the Mediterranean Sea case

Jenny Pistoia, Nadia Pinardi, Paolo Oddo, Matthew Collins, Gerasimos Korres, and Yann Drillet

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Sep 2016	37	10	0	47
Oct 2016	13	4	1	18
Nov 2016	6	3	1	10
Dec 2016	7	4	0	11
Jan 2017	10	6	0	16
Feb 2017	4	5	0	9
Mar 2017	16	9	0	25
Apr 2017	18	9	0	27
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Cited

Latest update: 07 May 2025

Short summary

In this work we developed a new multi-model super-ensemble method to estimate sea surface temperature, an important product of ocean analysis systems. We find that ensemble size, quality, type of members and the training period length are all important elements of the MMSE methodology and require careful calibration. We show that with a rather limited but overconfident data set (with a low bias of the starting ensemble members) the RMSE analysis can be improved.

Development of super-ensemble techniques for ocean analyses: the Mediterranean Sea case

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1 citations as recorded by crossref.