A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade

Sea ice profoundly influences ocean circulation, the polar environment, biology, climate, and commercial activities. The rapidly changing sea ice environment and increased human activities in polar regions drive the demand for sea ice monitoring. Spaceborne synthetic aperture radar (SAR) has been wi...

Full description

Bibliographic Details
Published in:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Main Authors: Hangyu Lyu, Weimin Huang, Masoud Mahdianpari
Format: Article in Journal/Newspaper
Language:English
Published: IEEE 2022
Subjects:
Online Access:https://doi.org/10.1109/JSTARS.2022.3194324
https://doaj.org/article/65f35d73c2dc4597925c9f4164266033
id ftdoajarticles:oai:doaj.org/article:65f35d73c2dc4597925c9f4164266033
record_format openpolar
spelling ftdoajarticles:oai:doaj.org/article:65f35d73c2dc4597925c9f4164266033 2023-05-15T18:16:03+02:00 A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade Hangyu Lyu Weimin Huang Masoud Mahdianpari 2022-01-01T00:00:00Z https://doi.org/10.1109/JSTARS.2022.3194324 https://doaj.org/article/65f35d73c2dc4597925c9f4164266033 EN eng IEEE https://ieeexplore.ieee.org/document/9842316/ https://doaj.org/toc/2151-1535 2151-1535 doi:10.1109/JSTARS.2022.3194324 https://doaj.org/article/65f35d73c2dc4597925c9f4164266033 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 15, Pp 6158-6179 (2022) Meta-analysis synthetic aperture radar (SAR) sea ice classification sea ice concentration sea ice drift sea ice sensing Ocean engineering TC1501-1800 Geophysics. Cosmic physics QC801-809 article 2022 ftdoajarticles https://doi.org/10.1109/JSTARS.2022.3194324 2022-12-30T22:40:49Z Sea ice profoundly influences ocean circulation, the polar environment, biology, climate, and commercial activities. The rapidly changing sea ice environment and increased human activities in polar regions drive the demand for sea ice monitoring. Spaceborne synthetic aperture radar (SAR) has been widely adopted for sea ice sensing due to its all-weather, high spatial resolution, and day-and-night imaging capabilities. Previous reviews have addressed sea ice sensing based on various applications and sensors. However, no meta-analysis has been performed to specifically explore spaceborne polarimetric SAR-data-based sea ice sensing. Therefore, this study aims to provide a meta-analysis of spaceborne polarimetric SAR-data-based sea ice sensing by investigating 182 articles published in the last decade. Sea ice sensing applications for retrieving four key geophysical parameters (sea ice types, concentration, thickness, and motion) as well as SAR scattering characteristics analysis for sea ice are included. The review database was created with 15 fields including quantitative and qualitative perspectives, such as SAR frequency, polarization mode, methodology, evaluation metrics, etc. This meta-analysis aims to provide comparisons among different techniques and identify current challenges to determine effective methods for sea ice sensing. Overall, a snapshot of spaceborne polarimetric SAR-data-based sea ice sensing is presented through the meta-analysis, which could benefit researchers for future studies to advance this field. Article in Journal/Newspaper Sea ice Directory of Open Access Journals: DOAJ Articles IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15 6158 6179
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Meta-analysis
synthetic aperture radar (SAR)
sea ice classification
sea ice concentration
sea ice drift
sea ice sensing
Ocean engineering
TC1501-1800
Geophysics. Cosmic physics
QC801-809
spellingShingle Meta-analysis
synthetic aperture radar (SAR)
sea ice classification
sea ice concentration
sea ice drift
sea ice sensing
Ocean engineering
TC1501-1800
Geophysics. Cosmic physics
QC801-809
Hangyu Lyu
Weimin Huang
Masoud Mahdianpari
A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade
topic_facet Meta-analysis
synthetic aperture radar (SAR)
sea ice classification
sea ice concentration
sea ice drift
sea ice sensing
Ocean engineering
TC1501-1800
Geophysics. Cosmic physics
QC801-809
description Sea ice profoundly influences ocean circulation, the polar environment, biology, climate, and commercial activities. The rapidly changing sea ice environment and increased human activities in polar regions drive the demand for sea ice monitoring. Spaceborne synthetic aperture radar (SAR) has been widely adopted for sea ice sensing due to its all-weather, high spatial resolution, and day-and-night imaging capabilities. Previous reviews have addressed sea ice sensing based on various applications and sensors. However, no meta-analysis has been performed to specifically explore spaceborne polarimetric SAR-data-based sea ice sensing. Therefore, this study aims to provide a meta-analysis of spaceborne polarimetric SAR-data-based sea ice sensing by investigating 182 articles published in the last decade. Sea ice sensing applications for retrieving four key geophysical parameters (sea ice types, concentration, thickness, and motion) as well as SAR scattering characteristics analysis for sea ice are included. The review database was created with 15 fields including quantitative and qualitative perspectives, such as SAR frequency, polarization mode, methodology, evaluation metrics, etc. This meta-analysis aims to provide comparisons among different techniques and identify current challenges to determine effective methods for sea ice sensing. Overall, a snapshot of spaceborne polarimetric SAR-data-based sea ice sensing is presented through the meta-analysis, which could benefit researchers for future studies to advance this field.
format Article in Journal/Newspaper
author Hangyu Lyu
Weimin Huang
Masoud Mahdianpari
author_facet Hangyu Lyu
Weimin Huang
Masoud Mahdianpari
author_sort Hangyu Lyu
title A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade
title_short A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade
title_full A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade
title_fullStr A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade
title_full_unstemmed A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade
title_sort meta-analysis of sea ice monitoring using spaceborne polarimetric sar: advances in the last decade
publisher IEEE
publishDate 2022
url https://doi.org/10.1109/JSTARS.2022.3194324
https://doaj.org/article/65f35d73c2dc4597925c9f4164266033
genre Sea ice
genre_facet Sea ice
op_source IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 15, Pp 6158-6179 (2022)
op_relation https://ieeexplore.ieee.org/document/9842316/
https://doaj.org/toc/2151-1535
2151-1535
doi:10.1109/JSTARS.2022.3194324
https://doaj.org/article/65f35d73c2dc4597925c9f4164266033
op_doi https://doi.org/10.1109/JSTARS.2022.3194324
container_title IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
container_volume 15
container_start_page 6158
op_container_end_page 6179
_version_ 1766189468575858688