Improving Arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the US Navy's ice forecast systems
This study presents the improvement in ice edge error within the US Navy's operational sea ice forecast systems gained by assimilating high horizontal resolution satellite-derived ice concentration products. Since the late 1980's, the ice forecast systems have assimilated near real-time se...
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ftdoajarticles:oai:doaj.org/article:b10664d92caa4de8abb8139073593999 2023-05-15T15:02:00+02:00 Improving Arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the US Navy's ice forecast systems P. G. Posey E. J. Metzger A. J. Wallcraft D. A. Hebert R. A. Allard O. M. Smedstad M. W. Phelps F. Fetterer J. S. Stewart W. N. Meier S. R. Helfrich 2015-08-01T00:00:00Z https://doi.org/10.5194/tc-9-1735-2015 https://doaj.org/article/b10664d92caa4de8abb8139073593999 EN eng Copernicus Publications http://www.the-cryosphere.net/9/1735/2015/tc-9-1735-2015.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 1994-0416 1994-0424 doi:10.5194/tc-9-1735-2015 https://doaj.org/article/b10664d92caa4de8abb8139073593999 The Cryosphere, Vol 9, Iss 4, Pp 1735-1745 (2015) Environmental sciences GE1-350 Geology QE1-996.5 article 2015 ftdoajarticles https://doi.org/10.5194/tc-9-1735-2015 2022-12-31T06:47:44Z This study presents the improvement in ice edge error within the US Navy's operational sea ice forecast systems gained by assimilating high horizontal resolution satellite-derived ice concentration products. Since the late 1980's, the ice forecast systems have assimilated near real-time sea ice concentration derived from the Defense Meteorological Satellite Program (DMSP) Special Sensor Microwave/Imager (SSMI and then SSMIS). The resolution of the satellite-derived product was approximately the same as the previous operational ice forecast system (25 km). As the sea ice forecast model resolution increased over time, the need for higher horizontal resolution observational data grew. In 2013, a new Navy sea ice forecast system (Arctic Cap Nowcast/Forecast System – ACNFS) went into operations with a horizontal resolution of ~ 3.5 km at the North Pole. A method of blending ice concentration observations from the Advanced Microwave Scanning Radiometer (AMSR2) along with a sea ice mask produced by the National Ice Center (NIC) has been developed, resulting in an ice concentration product with very high spatial resolution. In this study, ACNFS was initialized with this newly developed high resolution blended ice concentration product. The daily ice edge locations from model hindcast simulations were compared against independent observed ice edge locations. ACNFS initialized using the high resolution blended ice concentration data product decreased predicted ice edge location error compared to the operational system that only assimilated SSMIS data. A second evaluation assimilating the new blended sea ice concentration product into the pre-operational Navy Global Ocean Forecast System 3.1 also showed a substantial improvement in ice edge location over a system using the SSMIS sea ice concentration product alone. This paper describes the technique used to create the blended sea ice concentration product and the significant improvements in ice edge forecasting in both of the Navy's sea ice forecasting systems. Article in Journal/Newspaper Arctic North Pole Sea ice The Cryosphere Directory of Open Access Journals: DOAJ Articles Arctic North Pole The Cryosphere 9 4 1735 1745 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
Environmental sciences GE1-350 Geology QE1-996.5 |
spellingShingle |
Environmental sciences GE1-350 Geology QE1-996.5 P. G. Posey E. J. Metzger A. J. Wallcraft D. A. Hebert R. A. Allard O. M. Smedstad M. W. Phelps F. Fetterer J. S. Stewart W. N. Meier S. R. Helfrich Improving Arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the US Navy's ice forecast systems |
topic_facet |
Environmental sciences GE1-350 Geology QE1-996.5 |
description |
This study presents the improvement in ice edge error within the US Navy's operational sea ice forecast systems gained by assimilating high horizontal resolution satellite-derived ice concentration products. Since the late 1980's, the ice forecast systems have assimilated near real-time sea ice concentration derived from the Defense Meteorological Satellite Program (DMSP) Special Sensor Microwave/Imager (SSMI and then SSMIS). The resolution of the satellite-derived product was approximately the same as the previous operational ice forecast system (25 km). As the sea ice forecast model resolution increased over time, the need for higher horizontal resolution observational data grew. In 2013, a new Navy sea ice forecast system (Arctic Cap Nowcast/Forecast System – ACNFS) went into operations with a horizontal resolution of ~ 3.5 km at the North Pole. A method of blending ice concentration observations from the Advanced Microwave Scanning Radiometer (AMSR2) along with a sea ice mask produced by the National Ice Center (NIC) has been developed, resulting in an ice concentration product with very high spatial resolution. In this study, ACNFS was initialized with this newly developed high resolution blended ice concentration product. The daily ice edge locations from model hindcast simulations were compared against independent observed ice edge locations. ACNFS initialized using the high resolution blended ice concentration data product decreased predicted ice edge location error compared to the operational system that only assimilated SSMIS data. A second evaluation assimilating the new blended sea ice concentration product into the pre-operational Navy Global Ocean Forecast System 3.1 also showed a substantial improvement in ice edge location over a system using the SSMIS sea ice concentration product alone. This paper describes the technique used to create the blended sea ice concentration product and the significant improvements in ice edge forecasting in both of the Navy's sea ice forecasting systems. |
format |
Article in Journal/Newspaper |
author |
P. G. Posey E. J. Metzger A. J. Wallcraft D. A. Hebert R. A. Allard O. M. Smedstad M. W. Phelps F. Fetterer J. S. Stewart W. N. Meier S. R. Helfrich |
author_facet |
P. G. Posey E. J. Metzger A. J. Wallcraft D. A. Hebert R. A. Allard O. M. Smedstad M. W. Phelps F. Fetterer J. S. Stewart W. N. Meier S. R. Helfrich |
author_sort |
P. G. Posey |
title |
Improving Arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the US Navy's ice forecast systems |
title_short |
Improving Arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the US Navy's ice forecast systems |
title_full |
Improving Arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the US Navy's ice forecast systems |
title_fullStr |
Improving Arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the US Navy's ice forecast systems |
title_full_unstemmed |
Improving Arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the US Navy's ice forecast systems |
title_sort |
improving arctic sea ice edge forecasts by assimilating high horizontal resolution sea ice concentration data into the us navy's ice forecast systems |
publisher |
Copernicus Publications |
publishDate |
2015 |
url |
https://doi.org/10.5194/tc-9-1735-2015 https://doaj.org/article/b10664d92caa4de8abb8139073593999 |
geographic |
Arctic North Pole |
geographic_facet |
Arctic North Pole |
genre |
Arctic North Pole Sea ice The Cryosphere |
genre_facet |
Arctic North Pole Sea ice The Cryosphere |
op_source |
The Cryosphere, Vol 9, Iss 4, Pp 1735-1745 (2015) |
op_relation |
http://www.the-cryosphere.net/9/1735/2015/tc-9-1735-2015.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 1994-0416 1994-0424 doi:10.5194/tc-9-1735-2015 https://doaj.org/article/b10664d92caa4de8abb8139073593999 |
op_doi |
https://doi.org/10.5194/tc-9-1735-2015 |
container_title |
The Cryosphere |
container_volume |
9 |
container_issue |
4 |
container_start_page |
1735 |
op_container_end_page |
1745 |
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1766334007555915776 |