Quantifying Seasonal Skill In Coupled Sea Ice Models Using Freeboard Measurements From Spaceborne Laser Altimeters
Satellites and several specially equipped scientific aircraft provide basin-wide altimetric measurements of sea ice freeboard, from which sea ice thickness can be estimated. Up to now, few methods have been developed to use these measurements to quantitatively assess the skill of predictive models o...
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ftdtic:AD1026112 2023-05-15T14:47:06+02:00 Quantifying Seasonal Skill In Coupled Sea Ice Models Using Freeboard Measurements From Spaceborne Laser Altimeters Bench,Kristine N Naval Postgraduate School Monterey United States 2016-06-01 text/html http://www.dtic.mil/docs/citations/AD1026112 http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=AD1026112 en eng http://www.dtic.mil/docs/citations/AD1026112 Approved For Public Release; Physical and Dynamic Oceanography Snow Ice and Permafrost thermodynamic processes statistical analysis remote sensing ice mechanics solar radiation measurement ocean currents polar regions sea water topography climate change heat of fusion LASER ALTIMETERS arctic ocean predictive modeling Regional Arctic System Models sea ice sea ice thickness freeboard ICESat ICESat-2 climate models coupled model oib(Operation Ice Bridge) Text 2016 ftdtic 2017-08-20T14:48:41Z Satellites and several specially equipped scientific aircraft provide basin-wide altimetric measurements of sea ice freeboard, from which sea ice thickness can be estimated. Up to now, few methods have been developed to use these measurements to quantitatively assess the skill of predictive models of sea ice for the Arctic. This thesis addresses this problem, using measured freeboard from ICESat and Operation Ice Bridge (OIB). Output from the Regional Arctic System Model (RASM) is used to demonstrate applicability of both variance- and correlation-weighted skill scores of freeboard that quantify model skill and take measurement error into account. The techniques are demonstrated using two different RASM configurations, one using Elastic-Viscous-Plastic (EVP) ice mechanics, the other using the Elastic-Anisotropic-Plastic (EAP) rheology, both simulated for 2004 and 2007, during which ICESat was in operation. RASM variance skill scores ranged from 0.712 to 0.824 and correlation skill scores were between 0.319 and 0.511. The skill scores were calculated for monthly periods and require little adaption to be applicable for monthly to decadal Navy forecasts of the Arctic. This will help improve sea ice prediction by quantifying model limitations and thus maximize the usefulness of ICESat-2 freeboard measurements after that satellite is launched next year. Text Arctic Arctic Ocean Climate change Ice permafrost Sea ice Defense Technical Information Center: DTIC Technical Reports database Arctic Arctic Ocean |
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Open Polar |
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Defense Technical Information Center: DTIC Technical Reports database |
op_collection_id |
ftdtic |
language |
English |
topic |
Physical and Dynamic Oceanography Snow Ice and Permafrost thermodynamic processes statistical analysis remote sensing ice mechanics solar radiation measurement ocean currents polar regions sea water topography climate change heat of fusion LASER ALTIMETERS arctic ocean predictive modeling Regional Arctic System Models sea ice sea ice thickness freeboard ICESat ICESat-2 climate models coupled model oib(Operation Ice Bridge) |
spellingShingle |
Physical and Dynamic Oceanography Snow Ice and Permafrost thermodynamic processes statistical analysis remote sensing ice mechanics solar radiation measurement ocean currents polar regions sea water topography climate change heat of fusion LASER ALTIMETERS arctic ocean predictive modeling Regional Arctic System Models sea ice sea ice thickness freeboard ICESat ICESat-2 climate models coupled model oib(Operation Ice Bridge) Bench,Kristine N Quantifying Seasonal Skill In Coupled Sea Ice Models Using Freeboard Measurements From Spaceborne Laser Altimeters |
topic_facet |
Physical and Dynamic Oceanography Snow Ice and Permafrost thermodynamic processes statistical analysis remote sensing ice mechanics solar radiation measurement ocean currents polar regions sea water topography climate change heat of fusion LASER ALTIMETERS arctic ocean predictive modeling Regional Arctic System Models sea ice sea ice thickness freeboard ICESat ICESat-2 climate models coupled model oib(Operation Ice Bridge) |
description |
Satellites and several specially equipped scientific aircraft provide basin-wide altimetric measurements of sea ice freeboard, from which sea ice thickness can be estimated. Up to now, few methods have been developed to use these measurements to quantitatively assess the skill of predictive models of sea ice for the Arctic. This thesis addresses this problem, using measured freeboard from ICESat and Operation Ice Bridge (OIB). Output from the Regional Arctic System Model (RASM) is used to demonstrate applicability of both variance- and correlation-weighted skill scores of freeboard that quantify model skill and take measurement error into account. The techniques are demonstrated using two different RASM configurations, one using Elastic-Viscous-Plastic (EVP) ice mechanics, the other using the Elastic-Anisotropic-Plastic (EAP) rheology, both simulated for 2004 and 2007, during which ICESat was in operation. RASM variance skill scores ranged from 0.712 to 0.824 and correlation skill scores were between 0.319 and 0.511. The skill scores were calculated for monthly periods and require little adaption to be applicable for monthly to decadal Navy forecasts of the Arctic. This will help improve sea ice prediction by quantifying model limitations and thus maximize the usefulness of ICESat-2 freeboard measurements after that satellite is launched next year. |
author2 |
Naval Postgraduate School Monterey United States |
format |
Text |
author |
Bench,Kristine N |
author_facet |
Bench,Kristine N |
author_sort |
Bench,Kristine N |
title |
Quantifying Seasonal Skill In Coupled Sea Ice Models Using Freeboard Measurements From Spaceborne Laser Altimeters |
title_short |
Quantifying Seasonal Skill In Coupled Sea Ice Models Using Freeboard Measurements From Spaceborne Laser Altimeters |
title_full |
Quantifying Seasonal Skill In Coupled Sea Ice Models Using Freeboard Measurements From Spaceborne Laser Altimeters |
title_fullStr |
Quantifying Seasonal Skill In Coupled Sea Ice Models Using Freeboard Measurements From Spaceborne Laser Altimeters |
title_full_unstemmed |
Quantifying Seasonal Skill In Coupled Sea Ice Models Using Freeboard Measurements From Spaceborne Laser Altimeters |
title_sort |
quantifying seasonal skill in coupled sea ice models using freeboard measurements from spaceborne laser altimeters |
publishDate |
2016 |
url |
http://www.dtic.mil/docs/citations/AD1026112 http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=AD1026112 |
geographic |
Arctic Arctic Ocean |
geographic_facet |
Arctic Arctic Ocean |
genre |
Arctic Arctic Ocean Climate change Ice permafrost Sea ice |
genre_facet |
Arctic Arctic Ocean Climate change Ice permafrost Sea ice |
op_relation |
http://www.dtic.mil/docs/citations/AD1026112 |
op_rights |
Approved For Public Release; |
_version_ |
1766318241150402560 |