A Study of the Technology Used to Distinguish Sea Ice and Seawater on the Haiyang-2A/B (HY-2A/B) Altimeter Data

When the Haiyang-2B (HY-2B) was launched into space to form a star network with the Haiyang-2A (HY-2A), it provided new data sources for the sea ice research of the Earth’s polar regions. The ability of altimeter echoes to distinguish sea ice and sea water is usable in operational ice charting. In t...

Full description

Bibliographic Details
Published in:Remote Sensing
Main Authors: Chengfei Jiang, Mingsen Lin, Hao Wei
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2019
Subjects:
Q
Online Access:https://doi.org/10.3390/rs11121490
https://doaj.org/article/402d9aee2a194ea8946b6bf0b315ff75
id ftdoajarticles:oai:doaj.org/article:402d9aee2a194ea8946b6bf0b315ff75
record_format openpolar
spelling ftdoajarticles:oai:doaj.org/article:402d9aee2a194ea8946b6bf0b315ff75 2023-05-15T13:52:51+02:00 A Study of the Technology Used to Distinguish Sea Ice and Seawater on the Haiyang-2A/B (HY-2A/B) Altimeter Data Chengfei Jiang Mingsen Lin Hao Wei 2019-06-01T00:00:00Z https://doi.org/10.3390/rs11121490 https://doaj.org/article/402d9aee2a194ea8946b6bf0b315ff75 EN eng MDPI AG https://www.mdpi.com/2072-4292/11/12/1490 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs11121490 https://doaj.org/article/402d9aee2a194ea8946b6bf0b315ff75 Remote Sensing, Vol 11, Iss 12, p 1490 (2019) Haiyang-2 (HY-2) radar altimeter Arctic Antarctic sea ice seawater Science Q article 2019 ftdoajarticles https://doi.org/10.3390/rs11121490 2022-12-30T20:19:40Z When the Haiyang-2B (HY-2B) was launched into space to form a star network with the Haiyang-2A (HY-2A), it provided new data sources for the sea ice research of the Earth’s polar regions. The ability of altimeter echoes to distinguish sea ice and sea water is usable in operational ice charting. In this research study, the level 1B (L1B) data of HY-2A/B altimeter from November 2018 was used to analyze the altimeter waveforms from the polar regions. The Suboptimal Maximum Likelihood Estimation (SMLE) and Offset Center of Gravity (OCOG) tracking packages could maintain the waveform characteristics of diffused and quasi-specular surfaces by comparison. Also, they could be utilized to distinguish sea ice from seawater in the polar regions. It was determined that the types of echoes obtained from the seawater were diffuse. Also, some “ocean-like” waveform data had existed for the old ice formations in the Arctic regions during the study period. The types of echoes obtained from Arctic sea ice were found to be mainly quasi-specular. In the present study, three methods (Threshold segmentation, K-nearest-neighbor (KNN), and Lib-Support Vector machine (LIBSVM)) with four waveform parameters (Automatic Gain Control (AGC) and Pulse Peaking (PP) values of the Ku and C Bands) were adopted to distinguish between the sea ice and seawater areas. The accuracy rate of the separation results for the LIBSVM except band Ku from HY-2B ALT was found to be less than 40% in Antarctic. Meanwhile, the other two methods were observed to have maintained the waveforms correctly at accuracy rates of approximately 80% in Antarctic and the Arctic. In addition, the observed distinguishing errors were located in the regions of the old ice of the Arctic region. In addition, due to the summer melting processes, the large number of ice floes and the snow cover had made it difficult to distinguish the seawater and sea ice in the Antarctic regions. Article in Journal/Newspaper Antarc* Antarctic Arctic Sea ice Directory of Open Access Journals: DOAJ Articles Arctic Antarctic The Antarctic Remote Sensing 11 12 1490
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Haiyang-2 (HY-2)
radar altimeter
Arctic
Antarctic
sea ice
seawater
Science
Q
spellingShingle Haiyang-2 (HY-2)
radar altimeter
Arctic
Antarctic
sea ice
seawater
Science
Q
Chengfei Jiang
Mingsen Lin
Hao Wei
A Study of the Technology Used to Distinguish Sea Ice and Seawater on the Haiyang-2A/B (HY-2A/B) Altimeter Data
topic_facet Haiyang-2 (HY-2)
radar altimeter
Arctic
Antarctic
sea ice
seawater
Science
Q
description When the Haiyang-2B (HY-2B) was launched into space to form a star network with the Haiyang-2A (HY-2A), it provided new data sources for the sea ice research of the Earth’s polar regions. The ability of altimeter echoes to distinguish sea ice and sea water is usable in operational ice charting. In this research study, the level 1B (L1B) data of HY-2A/B altimeter from November 2018 was used to analyze the altimeter waveforms from the polar regions. The Suboptimal Maximum Likelihood Estimation (SMLE) and Offset Center of Gravity (OCOG) tracking packages could maintain the waveform characteristics of diffused and quasi-specular surfaces by comparison. Also, they could be utilized to distinguish sea ice from seawater in the polar regions. It was determined that the types of echoes obtained from the seawater were diffuse. Also, some “ocean-like” waveform data had existed for the old ice formations in the Arctic regions during the study period. The types of echoes obtained from Arctic sea ice were found to be mainly quasi-specular. In the present study, three methods (Threshold segmentation, K-nearest-neighbor (KNN), and Lib-Support Vector machine (LIBSVM)) with four waveform parameters (Automatic Gain Control (AGC) and Pulse Peaking (PP) values of the Ku and C Bands) were adopted to distinguish between the sea ice and seawater areas. The accuracy rate of the separation results for the LIBSVM except band Ku from HY-2B ALT was found to be less than 40% in Antarctic. Meanwhile, the other two methods were observed to have maintained the waveforms correctly at accuracy rates of approximately 80% in Antarctic and the Arctic. In addition, the observed distinguishing errors were located in the regions of the old ice of the Arctic region. In addition, due to the summer melting processes, the large number of ice floes and the snow cover had made it difficult to distinguish the seawater and sea ice in the Antarctic regions.
format Article in Journal/Newspaper
author Chengfei Jiang
Mingsen Lin
Hao Wei
author_facet Chengfei Jiang
Mingsen Lin
Hao Wei
author_sort Chengfei Jiang
title A Study of the Technology Used to Distinguish Sea Ice and Seawater on the Haiyang-2A/B (HY-2A/B) Altimeter Data
title_short A Study of the Technology Used to Distinguish Sea Ice and Seawater on the Haiyang-2A/B (HY-2A/B) Altimeter Data
title_full A Study of the Technology Used to Distinguish Sea Ice and Seawater on the Haiyang-2A/B (HY-2A/B) Altimeter Data
title_fullStr A Study of the Technology Used to Distinguish Sea Ice and Seawater on the Haiyang-2A/B (HY-2A/B) Altimeter Data
title_full_unstemmed A Study of the Technology Used to Distinguish Sea Ice and Seawater on the Haiyang-2A/B (HY-2A/B) Altimeter Data
title_sort study of the technology used to distinguish sea ice and seawater on the haiyang-2a/b (hy-2a/b) altimeter data
publisher MDPI AG
publishDate 2019
url https://doi.org/10.3390/rs11121490
https://doaj.org/article/402d9aee2a194ea8946b6bf0b315ff75
geographic Arctic
Antarctic
The Antarctic
geographic_facet Arctic
Antarctic
The Antarctic
genre Antarc*
Antarctic
Arctic
Sea ice
genre_facet Antarc*
Antarctic
Arctic
Sea ice
op_source Remote Sensing, Vol 11, Iss 12, p 1490 (2019)
op_relation https://www.mdpi.com/2072-4292/11/12/1490
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs11121490
https://doaj.org/article/402d9aee2a194ea8946b6bf0b315ff75
op_doi https://doi.org/10.3390/rs11121490
container_title Remote Sensing
container_volume 11
container_issue 12
container_start_page 1490
_version_ 1766257609830039552