Glacier melt detection at different sites of Greenland ice sheet using dual-polarized Sentinel-1 images

被引:4
|
作者
Li, Gang [1 ,2 ,3 ,4 ]
Chen, Xiao [1 ,2 ,3 ,4 ,5 ]
Lin, Hui [4 ]
Hooper, Andrew [6 ]
Chen, Zhuoqi [1 ,2 ,3 ]
Cheng, Xiao [1 ,2 ,3 ]
机构
[1] Sun Yat Sen Univ, Sch Geospatial Engn & Sci, Zhuhai, Peoples R China
[2] Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai, Peoples R China
[3] Sun Yat Sen Univ, Key Lab Comprehens Observat Polar Environm, Minist Educ, Zhuhai, Peoples R China
[4] Fengshan Middle Sch, Zhuhai, Peoples R China
[5] Jiangxi Normal Univ, Sch Geog & Environm, Nanchang, Peoples R China
[6] Univ Leeds, Sch Earth & Environm, COMET, Leeds, England
来源
GEO-SPATIAL INFORMATION SCIENCE | 2024年 / 27卷 / 03期
关键词
Glacier melt; Greenland ice sheet; Sentinel-1; backscatter coefficient; radar glacier zones; TIME-SERIES; SNOW; SAR; MODIS; ANTARCTICA; RETRIEVAL; DURATION; WET; DRY;
D O I
10.1080/10095020.2023.2252034
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Synectic Aperture Radar (SAR) backscatter coefficient is sensitive to glacier surface physical characteristic changes, including the states of melting and refreezing, but it is also sensitive to incidence angle variation. This study explores the capability of monitoring Greenland Ice Sheet (GrIS) melting status with Sentinel-1 dual-polarized images by referring to Automatic Weather Station (AWS) records. Sentinel-1 SAR images at five coastal regions of the GrIS are obtained from 2017 to 2021. The backscatter coefficients are normalized to an incidence angle of 30 & DEG; with an empirical model. Time series of five backscatter coefficients profiles covering AWS illustrates different patterns of the ice surface dielectric constant dynamics in different elevations. The wet snow radar zone shows clear backscatter coefficients decreasing during the melting seasons, but the bare ice radar zone behaves more complexly during the melting seasons. The numbers of melting days at different elevations are also derived for each profile based on -3 dB backscatter coefficient decrease of HH and/or HV polarization, showing the heterogeneous ablation processes over the GrIS. The daily maximum 2 m air temperature on two consecutive days (before and on the SAR acquisition day) exceeds 0 & DEG;C, and the daily average 2 m air temperature exceeds -0.5 & DEG;C on the SAR acquisition day that was recorded by the AWS finds good agreements with the -3 dB decrease of the backscatter coefficients, suggesting the GrIS surface melting can be well captured by dual-polarized Sentinel-1 C-band SAR images. The overall agreement and Kappa coefficients are mostly better than 0.85 and 0.70, respectively, for HH images and 0.80 and 0.60, respectively, for HV images, suggesting a better performance of the co-polarized image. High temporal resolution and wide-swath SAR sequence imagery provide suitable data sources for monitoring glacier surface melting-refreezing stats; further analysis is requested to quantitatively link the volume of melting with backscatter coefficient and other SAR data sources.
引用
收藏
页码:728 / 743
页数:16
相关论文
共 50 条
  • [21] Antarctic Blue Ice Classification Using Sentinel-1/2: An Application in the Lambert Glacier Basin
    Zhou, Yimeng
    Zheng, Lei
    Hui, Fengming
    Xu, Rui
    Cheng, Xiao
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62 : 18 - 18
  • [22] Arctic Wintertime Sea Ice Lead Detection From Sentinel-1 SAR Images
    Chen, Shiyi
    Shokr, Mohammed
    Zhang, Lu
    Zhang, Zhilun
    Hui, Fengming
    Cheng, Xiao
    Qin, Peng
    Murashkin, Dmitrii
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62
  • [23] Kara and Barents sea ice thickness estimation based on CryoSat-2 radar altimeter and Sentinel-1 dual-polarized synthetic aperture radar
    Karvonen, Juha
    Rinne, Eero
    Sallila, Heidi
    Uotila, Petteri
    Makynen, Marko
    CRYOSPHERE, 2022, 16 (05): : 1821 - 1844
  • [24] Mapping of Different Sea Ice Regimes Using Images From Sentinel-1 and ALOS Synthetic Aperture Radar
    Dierking, Wolfgang
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2010, 48 (03): : 1045 - 1058
  • [25] Soil moisture retrieval from dual-polarized Sentinel-1 SAR data over agricultural regions using a water cloud model
    Das, Dhananjay Paswan
    Pandey, Ashish
    ENVIRONMENTAL MONITORING AND ASSESSMENT, 2024, 197 (01)
  • [26] SEA ICE CLASSIFICATION WITH CONVOLUTIONAL NEURAL NETWORKS USING SENTINEL-1 SCANSAR IMAGES
    Wang, Chao
    Zhang, Hong
    Wang, Yuanyuan
    Zhang, Bo
    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, : 7125 - 7128
  • [27] Combining Time-Series Variation Modeling and Fuzzy Spatiotemporal Feature Fusion: A Novel Approach for Unsupervised Flood Mapping Using Dual-Polarized Sentinel-1 SAR Images
    Li, Congyu
    Liu, Jiaqi
    Liu, Xinxin
    Kang, Xudong
    Li, Shutao
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023, 61
  • [28] Retrieval of the Soil Salinity From Sentinel-1 Dual-Polarized SAR Data Based on Deep Neural Network Regression
    Zhang, Qianqian
    Li, Li
    Sun, Ruizhi
    Zhu, Dehai
    Zhang, Chao
    Chen, Qiqi
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19
  • [29] RESEARTH ON THE DETECTION METHOD OF ANTARCTIC ICE SHEET FREEZING AND THAWING BASED ON GEE AND SENTINEL-1 DATA
    Yun, Cheng
    Lu, Zhang
    Chen Huiqian
    Bing, Sun
    2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019), 2019, : 4141 - 4144
  • [30] Oriented ice eddy detection network based on the Sentinel-1 dual-polarization data
    Wu, Jinqun
    Zheng, Yiqin
    Wang, Tingting
    Ma, Chunyong
    Chen, Ge
    FRONTIERS IN MARINE SCIENCE, 2025, 11