Waveform classification of airborne synthetic aperture radar altimeter over Arctic sea ice

Sea ice thickness is one of the most sensitive variables in the Arctic climate system. In order to quantify changes in sea ice thickness, CryoSat-2 was launched in 2010 carrying a Ku-band radar altimeter (SIRAL) designed to measure sea ice freeboard with a few centimeters accuracy. The instrument us...

Full description

Bibliographic Details
Published in:The Cryosphere
Main Authors: M. Zygmuntowska, K. Khvorostovsky, V. Helm, S. Sandven
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2013
Subjects:
Online Access:https://doi.org/10.5194/tc-7-1315-2013
https://doaj.org/article/96b09b604c4547f9ac4fdcb36e1b7cdc
id ftdoajarticles:oai:doaj.org/article:96b09b604c4547f9ac4fdcb36e1b7cdc
record_format openpolar
spelling ftdoajarticles:oai:doaj.org/article:96b09b604c4547f9ac4fdcb36e1b7cdc 2023-05-15T14:58:39+02:00 Waveform classification of airborne synthetic aperture radar altimeter over Arctic sea ice M. Zygmuntowska K. Khvorostovsky V. Helm S. Sandven 2013-08-01T00:00:00Z https://doi.org/10.5194/tc-7-1315-2013 https://doaj.org/article/96b09b604c4547f9ac4fdcb36e1b7cdc EN eng Copernicus Publications http://www.the-cryosphere.net/7/1315/2013/tc-7-1315-2013.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-7-1315-2013 1994-0416 1994-0424 https://doaj.org/article/96b09b604c4547f9ac4fdcb36e1b7cdc The Cryosphere, Vol 7, Iss 4, Pp 1315-1324 (2013) Environmental sciences GE1-350 Geology QE1-996.5 article 2013 ftdoajarticles https://doi.org/10.5194/tc-7-1315-2013 2022-12-30T23:56:41Z Sea ice thickness is one of the most sensitive variables in the Arctic climate system. In order to quantify changes in sea ice thickness, CryoSat-2 was launched in 2010 carrying a Ku-band radar altimeter (SIRAL) designed to measure sea ice freeboard with a few centimeters accuracy. The instrument uses the synthetic aperture radar technique providing signals with a resolution of about 300 m along track. In this study, airborne Ku-band radar altimeter data over different sea ice types have been analyzed. A set of parameters has been defined to characterize the differences in strength and width of the returned power waveforms. With a Bayesian-based method, it is possible to classify about 80% of the waveforms from three parameters: maximum of the returned power waveform, the trailing edge width and pulse peakiness. Furthermore, the maximum of the power waveform can be used to reduce the number of false detections of leads, compared to the widely used pulse peakiness parameter. For the pulse peakiness the false classification rate is 12.6% while for the power maximum it is reduced to 6.5%. The ability to distinguish between different ice types and leads allows us to improve the freeboard retrieval and the conversion from freeboard into sea ice thickness, where surface type dependent values for the sea ice density and snow load can be used. Article in Journal/Newspaper Arctic Sea ice The Cryosphere Directory of Open Access Journals: DOAJ Articles Arctic The Cryosphere 7 4 1315 1324
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
M. Zygmuntowska
K. Khvorostovsky
V. Helm
S. Sandven
Waveform classification of airborne synthetic aperture radar altimeter over Arctic sea ice
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
description Sea ice thickness is one of the most sensitive variables in the Arctic climate system. In order to quantify changes in sea ice thickness, CryoSat-2 was launched in 2010 carrying a Ku-band radar altimeter (SIRAL) designed to measure sea ice freeboard with a few centimeters accuracy. The instrument uses the synthetic aperture radar technique providing signals with a resolution of about 300 m along track. In this study, airborne Ku-band radar altimeter data over different sea ice types have been analyzed. A set of parameters has been defined to characterize the differences in strength and width of the returned power waveforms. With a Bayesian-based method, it is possible to classify about 80% of the waveforms from three parameters: maximum of the returned power waveform, the trailing edge width and pulse peakiness. Furthermore, the maximum of the power waveform can be used to reduce the number of false detections of leads, compared to the widely used pulse peakiness parameter. For the pulse peakiness the false classification rate is 12.6% while for the power maximum it is reduced to 6.5%. The ability to distinguish between different ice types and leads allows us to improve the freeboard retrieval and the conversion from freeboard into sea ice thickness, where surface type dependent values for the sea ice density and snow load can be used.
format Article in Journal/Newspaper
author M. Zygmuntowska
K. Khvorostovsky
V. Helm
S. Sandven
author_facet M. Zygmuntowska
K. Khvorostovsky
V. Helm
S. Sandven
author_sort M. Zygmuntowska
title Waveform classification of airborne synthetic aperture radar altimeter over Arctic sea ice
title_short Waveform classification of airborne synthetic aperture radar altimeter over Arctic sea ice
title_full Waveform classification of airborne synthetic aperture radar altimeter over Arctic sea ice
title_fullStr Waveform classification of airborne synthetic aperture radar altimeter over Arctic sea ice
title_full_unstemmed Waveform classification of airborne synthetic aperture radar altimeter over Arctic sea ice
title_sort waveform classification of airborne synthetic aperture radar altimeter over arctic sea ice
publisher Copernicus Publications
publishDate 2013
url https://doi.org/10.5194/tc-7-1315-2013
https://doaj.org/article/96b09b604c4547f9ac4fdcb36e1b7cdc
geographic Arctic
geographic_facet Arctic
genre Arctic
Sea ice
The Cryosphere
genre_facet Arctic
Sea ice
The Cryosphere
op_source The Cryosphere, Vol 7, Iss 4, Pp 1315-1324 (2013)
op_relation http://www.the-cryosphere.net/7/1315/2013/tc-7-1315-2013.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-7-1315-2013
1994-0416
1994-0424
https://doaj.org/article/96b09b604c4547f9ac4fdcb36e1b7cdc
op_doi https://doi.org/10.5194/tc-7-1315-2013
container_title The Cryosphere
container_volume 7
container_issue 4
container_start_page 1315
op_container_end_page 1324
_version_ 1766330774315859968