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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Bibliographic Details
Main Author: Bench,Kristine N
Other Authors: Naval Postgraduate School Monterey United States
Format: Text
Language:English
Published: 2016
Subjects:
Ice
Online Access:http://www.dtic.mil/docs/citations/AD1026112
http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=AD1026112
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spelling 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
institution Open Polar
collection 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;
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