Detecting Melt Pond Onset on Landfast Arctic Sea Ice Using a Dual C-Band Satellite Approach

被引:0
作者
Maknun, Syeda Shahida [1 ]
Geldsetzer, Torsten [1 ]
Nandan, Vishnu [1 ,2 ,3 ]
Yackel, John [1 ]
Mahmud, Mallik [4 ]
机构
[1] Univ Calgary, Dept Geog, Calgary, AB T2N 1N4, Canada
[2] Amrita Univ, Dept Elect & Commun Engn, Amritapuri 690525, India
[3] Univ Manitoba, Ctr Earth Observat Sci, Winnipeg, MB R3T 5V6, Canada
[4] McGill Univ, Dept Geog, Montreal, PQ H3A 0B9, Canada
关键词
Canadian Arctic Archipelago; sea ice; melt ponds; pond onset; co-polarized ratio; Sentinel-1; ASCAT; dual-sensor C-band; snow; SYNTHETIC-APERTURE RADAR; IN-SITU; FRACTION ESTIMATION; SPRING MELT; SAR; ALBEDO; ARCHIPELAGO; BACKSCATTER; SURFACE; SNOW;
D O I
10.3390/rs16122091
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The presence of melt ponds on the surface of Arctic Sea ice affects its albedo, thermal properties, and overall melting rate; thus, the detection of melt pond onset is of significant importance for understanding the Arctic's changing climate. This study investigates the utility of a novel method for detecting the onset of melt ponds on sea ice using a satellite-based, dual-sensor C-band approach, whereby Sentinel-1 provides horizontally polarized (HH) data and Advanced SCATterometer (ASCAT) provides vertically polarized (VV) data. The co-polarized ratio (VV/HH) is used to detect the presence of melt ponds on landfast sea ice in the Canadian Arctic Archipelago in 2017 and 2018. ERA-5 air temperature and wind speed re-analysis datasets are used to establish the VV/HH threshold for pond onset detection, which have been further validated by Landsat-8 reflectance. The co-polarized ratio threshold of three standard deviations from the late winter season (April) mean co-pol ratio values are used for assessing pond onset detection associated with the air temperature and wind speed data, along with visual observations from Sentinel-1 and cloud-free Sentinel-2 imagery. In 2017, the pond onset detection rates were 70.59% for FYI and 92.3% for MYI. Results suggest that this method, because of its dual-platform application, has potential for providing large-area coverage estimation of the timing of sea ice melt pond onset using different earth observation satellites.
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页数:22
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