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: Roberts, Andrew, Oceanography, Maslowski, Wieslaw
Format: Thesis
Language:unknown
Published: Monterey, California. Naval Postgraduate School 2016
Subjects:
Online Access:https://hdl.handle.net/10945/49374
id ftnavalpschool:oai:calhoun.nps.edu:10945/49374
record_format openpolar
spelling ftnavalpschool:oai:calhoun.nps.edu:10945/49374 2024-06-09T07:43:20+00:00 Quantifying seasonal skill in coupled sea ice models using freeboard measurements from spaceborne laser altimeters Bench, Kristine N. Roberts, Andrew Oceanography Maslowski, Wieslaw 2016-06 application/pdf https://hdl.handle.net/10945/49374 unknown Monterey, California. Naval Postgraduate School https://hdl.handle.net/10945/49374 This publication is a work of the U.S. Government as defined in Title 17, United States Code, Section 101. Copyright protection is not available for this work in the United States. Arctic climate change Regional Arctic System Model altimetry measurements sea ice sea ice thickness freeboard ICESat ICESat-2 climate model coupled model Operation IceBridge Thesis 2016 ftnavalpschool 2024-05-15T00:50:25Z 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 IceBridge (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. Approved for public release; distribution is unlimited. Lieutenant, United States Navy http://archive.org/details/quantifyingseaso1094549374 Thesis Arctic Climate change Sea ice Naval Postgraduate School: Calhoun Arctic
institution Open Polar
collection Naval Postgraduate School: Calhoun
op_collection_id ftnavalpschool
language unknown
topic Arctic
climate change
Regional Arctic System Model
altimetry measurements
sea ice
sea ice thickness
freeboard
ICESat
ICESat-2
climate model
coupled model
Operation IceBridge
spellingShingle Arctic
climate change
Regional Arctic System Model
altimetry measurements
sea ice
sea ice thickness
freeboard
ICESat
ICESat-2
climate model
coupled model
Operation IceBridge
Bench, Kristine N.
Quantifying seasonal skill in coupled sea ice models using freeboard measurements from spaceborne laser altimeters
topic_facet Arctic
climate change
Regional Arctic System Model
altimetry measurements
sea ice
sea ice thickness
freeboard
ICESat
ICESat-2
climate model
coupled model
Operation IceBridge
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 IceBridge (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. Approved for public release; distribution is unlimited. Lieutenant, United States Navy http://archive.org/details/quantifyingseaso1094549374
author2 Roberts, Andrew
Oceanography
Maslowski, Wieslaw
format Thesis
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
publisher Monterey, California. Naval Postgraduate School
publishDate 2016
url https://hdl.handle.net/10945/49374
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
Sea ice
genre_facet Arctic
Climate change
Sea ice
op_relation https://hdl.handle.net/10945/49374
op_rights This publication is a work of the U.S. Government as defined in Title 17, United States Code, Section 101. Copyright protection is not available for this work in the United States.
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