Monitoring glacial lake outburst flood susceptibility using Sentinel-1 SAR data, Google Earth Engine, and persistent scatterer interferometry

冰川 地质学 冰期 永久冻土 冰碛 合成孔径雷达 遥感 数字高程模型 雷达 反向散射(电子邮件) 地貌学 自然地理学 海洋学 地理 电信 计算机科学 无线
作者
Sonam Wangchuk,Tobias Bolch,Benjamin Aubrey Robson
出处
期刊:Remote Sensing of Environment [Elsevier BV]
卷期号:271: 112910-112910 被引量:14
标识
DOI:10.1016/j.rse.2022.112910
摘要

Continuous monitoring of glacial lakes, their parent glaciers and their surroundings is crucial because possible outbursts of these lakes pose a serious hazard to downstream areas. Ongoing climate change increases the risk of this hazard globally due to recession of glaciers leading to formation and expansion of glacial lakes, and permafrost degradation which impacts the stability of glaciers, slopes and moraines. Here, we demonstrate the capability of our approach for monitoring lake outburst susceptibility using time-series of Sentinel-1 Synthetic Aperture Radar (S-1 SAR) data. We selected Lunana in the Bhutanese Himalayas as an example region as it is highly susceptible to glacial lake outburst floods and suitable baseline data were available. We used Google Earth Engine (GEE) to calculate average radar backscatter intensity (ARBI) of glaciers, lakes, basins, and moraines. To determine the periodicity of the highest and the lowest radar backscatter intensity, we denoised the ARBI data using a Fast Fourier Transform and autocorrelated using a Pearson correlation function. Additionally, we determined glacier melt area, basin melt area, lake area, open water area, and lake ice area using radar backscatter intensity data. The Persistent Scatterer Interferometry (PSI) technique was used to investigate the stability of moraines and slopes around glacial lakes. The PSI results were qualitatively validated by comparison with high-resolution digital elevation model differencing results. Our approach showed that glaciers and basins in the region underwent seasonal and periodic changes in their radar backscatter intensity related to changes in ice and snow melt. Lakes also showed seasonal changes in their radar backscatter intensity related to the variation of lake ice and open water area, but the radar backscatter intensity change was not periodic. We could also infer lake area change using a time-series radar backscatter intensity data such as the rapid expansion of Bechung Tsho. The PSI analysis showed that all the terminal moraines were stable except Drukchung Tsho. Its terminal moraine showed subsidence at the rate of –5.18 mm/yr. Sidewalls of lakes were also stable with the exception of Lugge Tsho at site 4. Due to the free availability of S-1 SAR data, the efficiency of processing a large amount of imagery within GEE, and the PSI technique, we were able to understand the outburst susceptibility of glacial lakes in the region at great detail. The regular acquisition of S-1 SAR data enables continuous monitoring of glacial lakes. A similar approach and concept can be transferred to any geographic region on earth that shares similar challenges in glacial lake monitoring.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
zinnn应助浅笑成风采纳,获得30
1秒前
good发布了新的文献求助10
2秒前
123完成签到,获得积分10
2秒前
YJ发布了新的文献求助10
3秒前
3秒前
3秒前
allenzhen完成签到,获得积分10
3秒前
vsoar完成签到,获得积分10
4秒前
卡拉蜜儿应助月青悠采纳,获得50
4秒前
4秒前
5秒前
隋阳发布了新的文献求助10
5秒前
zho发布了新的文献求助10
6秒前
6秒前
白英完成签到,获得积分10
7秒前
shaonianzu完成签到 ,获得积分10
8秒前
ID发布了新的文献求助10
8秒前
wys完成签到 ,获得积分10
8秒前
8秒前
feather发布了新的文献求助10
9秒前
YANG发布了新的文献求助10
9秒前
英俊的铭应助细心的雁玉采纳,获得10
9秒前
10秒前
秋水完成签到 ,获得积分10
10秒前
qqj完成签到,获得积分10
10秒前
千跃应助jenny采纳,获得10
10秒前
11秒前
友好碧完成签到 ,获得积分10
11秒前
12秒前
江舟添盛望完成签到 ,获得积分10
12秒前
13秒前
言非离完成签到,获得积分10
13秒前
犹豫大树发布了新的文献求助10
16秒前
16秒前
YY张发布了新的文献求助10
16秒前
kin完成签到,获得积分10
16秒前
17秒前
17秒前
乱世才子发布了新的文献求助10
18秒前
高分求助中
The Mother of All Tableaux Order, Equivalence, and Geometry in the Large-scale Structure of Optimality Theory 2400
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
Cognitive Neuroscience: The Biology of the Mind 1000
Cognitive Neuroscience: The Biology of the Mind (Sixth Edition) 1000
Optimal Transport: A Comprehensive Introduction to Modeling, Analysis, Simulation, Applications 800
Official Methods of Analysis of AOAC INTERNATIONAL 600
ACSM’s Guidelines for Exercise Testing and Prescription, 12th edition 588
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3958780
求助须知:如何正确求助?哪些是违规求助? 3504977
关于积分的说明 11121403
捐赠科研通 3236362
什么是DOI,文献DOI怎么找? 1788752
邀请新用户注册赠送积分活动 871360
科研通“疑难数据库(出版商)”最低求助积分说明 802707