Uncertainty estimation for operational ocean forecast products—a multi-model ensemble for the North Sea and the Baltic Sea

Verfasser / Beitragende:
[Inga Golbeck, Xin Li, Frank Janssen, Thorger Brüning, Jacob Nielsen, Vibeke Huess, Johan Söderkvist, Bjarne Büchmann, Simo-Matti Siiriä, Olga Vähä-Piikkiö, Bruce Hackett, Nils Kristensen, Harald Engedahl, Ed Blockley, Alistair Sellar, Priidik Lagemaa, Jose Ozer, Sebastien Legrand, Patrik Ljungemyr, Lars Axell]
Ort, Verlag, Jahr:
2015
Enthalten in:
Ocean Dynamics, 65/12(2015-12-01), 1603-1631
Format:
Artikel (online)
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024 7 0 |a 10.1007/s10236-015-0897-8  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s10236-015-0897-8 
245 0 0 |a Uncertainty estimation for operational ocean forecast products—a multi-model ensemble for the North Sea and the Baltic Sea  |h [Elektronische Daten]  |c [Inga Golbeck, Xin Li, Frank Janssen, Thorger Brüning, Jacob Nielsen, Vibeke Huess, Johan Söderkvist, Bjarne Büchmann, Simo-Matti Siiriä, Olga Vähä-Piikkiö, Bruce Hackett, Nils Kristensen, Harald Engedahl, Ed Blockley, Alistair Sellar, Priidik Lagemaa, Jose Ozer, Sebastien Legrand, Patrik Ljungemyr, Lars Axell] 
520 3 |a Multi-model ensembles for sea surface temperature (SST), sea surface salinity (SSS), sea surface currents (SSC), and water transports have been developed for the North Sea and the Baltic Sea using outputs from several operational ocean forecasting models provided by different institutes. The individual models differ in model code, resolution, boundary conditions, atmospheric forcing, and data assimilation. The ensembles are produced on a daily basis. Daily statistics are calculated for each parameter giving information about the spread of the forecasts with standard deviation, ensemble mean and median, and coefficient of variation. High forecast uncertainty, i.e., for SSS and SSC, was found in the Skagerrak, Kattegat (Transition Area between North Sea and Baltic Sea), and the Norwegian Channel. Based on the data collected, longer-term statistical analyses have been done, such as a comparison with satellite data for SST and evaluation of the deviation between forecasts in temporal and spatial scale. Regions of high forecast uncertainty for SSS and SSC have been detected in the Transition Area and the Norwegian Channel where a large spread between the models might evolve due to differences in simulating the frontal structures and their movements. A distinct seasonal pattern could be distinguished for SST with high uncertainty between the forecasts during summer. Forecasts with relatively high deviation from the multi-model ensemble (MME) products or the other individual forecasts were detected for each region and each parameter. The comparison with satellite data showed that the error of the MME products is lowest compared to those of the ensemble members. 
540 |a The Author(s), 2015 
690 7 |a Multi-model ensemble  |2 nationallicence 
690 7 |a Uncertainty estimates  |2 nationallicence 
690 7 |a Ocean forecast  |2 nationallicence 
690 7 |a Baltic Sea  |2 nationallicence 
690 7 |a North Sea  |2 nationallicence 
690 7 |a Satellite data  |2 nationallicence 
700 1 |a Golbeck  |D Inga  |u Bundesamt für Seeschifffahrt und Hydrographie, Hamburg, Germany  |4 aut 
700 1 |a Li  |D Xin  |u Bundesamt für Seeschifffahrt und Hydrographie, Hamburg, Germany  |4 aut 
700 1 |a Janssen  |D Frank  |u Bundesamt für Seeschifffahrt und Hydrographie, Hamburg, Germany  |4 aut 
700 1 |a Brüning  |D Thorger  |u Bundesamt für Seeschifffahrt und Hydrographie, Hamburg, Germany  |4 aut 
700 1 |a Nielsen  |D Jacob  |u Danish Meteorological Institute, Copenhagen, Denmark  |4 aut 
700 1 |a Huess  |D Vibeke  |u Danish Meteorological Institute, Copenhagen, Denmark  |4 aut 
700 1 |a Söderkvist  |D Johan  |u Defence Centre for Operational Oceanography, Ballerup, Denmark  |4 aut 
700 1 |a Büchmann  |D Bjarne  |u Defence Centre for Operational Oceanography, Ballerup, Denmark  |4 aut 
700 1 |a Siiriä  |D Simo-Matti  |u Finnish Meteorological Institute, Helsinki, Finland  |4 aut 
700 1 |a Vähä-Piikkiö  |D Olga  |u Finnish Meteorological Institute, Helsinki, Finland  |4 aut 
700 1 |a Hackett  |D Bruce  |u Norwegian Meteorological Institute, Oslo, Norway  |4 aut 
700 1 |a Kristensen  |D Nils  |u Norwegian Meteorological Institute, Oslo, Norway  |4 aut 
700 1 |a Engedahl  |D Harald  |u Norwegian Meteorological Institute, Oslo, Norway  |4 aut 
700 1 |a Blockley  |D Ed  |u Met Office, Exeter, UK  |4 aut 
700 1 |a Sellar  |D Alistair  |u Met Office, Exeter, UK  |4 aut 
700 1 |a Lagemaa  |D Priidik  |u Marine Systems Institute at Tallinn University of Technology, Tallinn, Estonia  |4 aut 
700 1 |a Ozer  |D Jose  |u Operational Directorate Natural Environment, Royal Belgian Institute of Natural Sciences, Brussels, Belgium  |4 aut 
700 1 |a Legrand  |D Sebastien  |u Operational Directorate Natural Environment, Royal Belgian Institute of Natural Sciences, Brussels, Belgium  |4 aut 
700 1 |a Ljungemyr  |D Patrik  |u Swedish Meteorological and Hydrological Institute, Norrköping, Sweden  |4 aut 
700 1 |a Axell  |D Lars  |u Swedish Meteorological and Hydrological Institute, Norrköping, Sweden  |4 aut 
773 0 |t Ocean Dynamics  |d Springer Berlin Heidelberg  |g 65/12(2015-12-01), 1603-1631  |x 1616-7341  |q 65:12<1603  |1 2015  |2 65  |o 10236 
856 4 0 |u https://doi.org/10.1007/s10236-015-0897-8  |q text/html  |z Onlinezugriff via DOI 
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900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
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950 |B NATIONALLICENCE  |P 700  |E 1-  |a Golbeck  |D Inga  |u Bundesamt für Seeschifffahrt und Hydrographie, Hamburg, Germany  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Li  |D Xin  |u Bundesamt für Seeschifffahrt und Hydrographie, Hamburg, Germany  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Janssen  |D Frank  |u Bundesamt für Seeschifffahrt und Hydrographie, Hamburg, Germany  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Brüning  |D Thorger  |u Bundesamt für Seeschifffahrt und Hydrographie, Hamburg, Germany  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Nielsen  |D Jacob  |u Danish Meteorological Institute, Copenhagen, Denmark  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Huess  |D Vibeke  |u Danish Meteorological Institute, Copenhagen, Denmark  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Söderkvist  |D Johan  |u Defence Centre for Operational Oceanography, Ballerup, Denmark  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Büchmann  |D Bjarne  |u Defence Centre for Operational Oceanography, Ballerup, Denmark  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Siiriä  |D Simo-Matti  |u Finnish Meteorological Institute, Helsinki, Finland  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Vähä-Piikkiö  |D Olga  |u Finnish Meteorological Institute, Helsinki, Finland  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Hackett  |D Bruce  |u Norwegian Meteorological Institute, Oslo, Norway  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Kristensen  |D Nils  |u Norwegian Meteorological Institute, Oslo, Norway  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Engedahl  |D Harald  |u Norwegian Meteorological Institute, Oslo, Norway  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Blockley  |D Ed  |u Met Office, Exeter, UK  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Sellar  |D Alistair  |u Met Office, Exeter, UK  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Lagemaa  |D Priidik  |u Marine Systems Institute at Tallinn University of Technology, Tallinn, Estonia  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Ozer  |D Jose  |u Operational Directorate Natural Environment, Royal Belgian Institute of Natural Sciences, Brussels, Belgium  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Legrand  |D Sebastien  |u Operational Directorate Natural Environment, Royal Belgian Institute of Natural Sciences, Brussels, Belgium  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Ljungemyr  |D Patrik  |u Swedish Meteorological and Hydrological Institute, Norrköping, Sweden  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Axell  |D Lars  |u Swedish Meteorological and Hydrological Institute, Norrköping, Sweden  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Ocean Dynamics  |d Springer Berlin Heidelberg  |g 65/12(2015-12-01), 1603-1631  |x 1616-7341  |q 65:12<1603  |1 2015  |2 65  |o 10236