Landsat- and Sentinel-derived glacial lake dataset in the China-Pakistan Economic Corridor from 1990 to 2020
Lesi, Muchu1,4; Nie, Yong4; Shugar, Dan Hirsh3; Wang, Jida2; Deng, Qian1,4; Chen, Huayong4; Fan, Jianrong4
刊名EARTH SYSTEM SCIENCE DATA
2022-12-15
卷号14期号:12页码:5489-5512
关键词
ISSN号1866-3508
DOI10.5194/essd-14-5489-2022
英文摘要

The China-Pakistan Economic Corridor (CPEC) is one of the flagship projects of the One Belt One Road Initiative, which faces threats from water shortage and mountain disasters in the high-elevation region, such as glacial lake outburst floods (GLOFs). An up-to-date high-quality glacial lake dataset with parameters such as lake area, volume, and type, which is fundamental to water resource and flood risk assessments and prediction of glacier-lake evolutions, is still largely absent for the entire CPEC. This study describes a glacial lake dataset for the CPEC using a threshold-based mapping method associated with rigorous visual inspection workflows. This dataset includes (1) multi-temporal inventories for 1990, 2000, and 2020 produced from 30 m resolution Landsat images and (2) a glacial lake inventory for the year 2020 at 10 m resolution produced from Sentinel-2 images. The results show that, in 2020, 2234 lakes were derived from the Landsat images, covering a total area of 86.31 +/- 14.98 km(2) with a minimum mapping unit (MMU) of 5 pixels (4500 m(2)), whereas 7560 glacial lakes were derived from the Sentinel-2 images with a total area of 103.70 +/- 8.45 km(2)) with an MMU of 5 pixels (500 m(2))). The discrepancy shows that Sentinel-2 can detect a large quantity of smaller lakes compared to Landsat due to its finer spatial resolution. Glacial lake data in 2020 were validated by Google Earth-derived lake boundaries with a median (+/- standard deviation) difference of 7.66 +/- 4.96 % for the Landsat-derived product and 4.46 +/- 4.62 % for the Sentinel-derived product. The total number and area of glacial lakes from consistent 30 m resolution Landsat images remain relatively stable despite a slight increase from 1990 to 2020. A range of critical attributes has been generated in the dataset, including lake types and mapping uncertainty estimated by an improved equation of Hanshaw and Bookhagen (2014). This comprehensive glacial lake dataset has the potential to be widely applied in studies on water resource assessment, glacial lake-related hazards, and glacier-lake interactions and is freely available at (Lesi et al., 2022).

资助项目Second Tibetan Plateau Scientific Expedition and Research Program ; National Natural Science Foundation of China[2019QZKK0603] ; International Science & Technology Cooperation Program of China[42171086] ; International Science & Technology Cooperation Program of China[41971153] ; Chinese Academy of Sciences Light of West China[2018YFE0100100] ; Natural Sciences and Engineering Research Council of Canada ; [DG-2020-04207]
WOS关键词HIGH-MOUNTAIN ASIA ; OUTBURST FLOODS ; EVEREST REGION ; MASS CHANGE ; DAM TYPE ; INVENTORY ; HIMALAYAS ; BASIN ; KARAKORAM ; EVOLUTION
WOS研究方向Geology ; Meteorology & Atmospheric Sciences
语种英语
出版者COPERNICUS GESELLSCHAFT MBH
WOS记录号WOS:000899313400001
资助机构Second Tibetan Plateau Scientific Expedition and Research Program ; National Natural Science Foundation of China ; International Science & Technology Cooperation Program of China ; Chinese Academy of Sciences Light of West China ; Natural Sciences and Engineering Research Council of Canada
内容类型期刊论文
源URL[http://ir.imde.ac.cn/handle/131551/57038]  
专题成都山地灾害与环境研究所_数字山地与遥感应用中心
通讯作者Nie, Yong
作者单位1.Univ Chinese Acad Sci, Beijing 100190, Peoples R China
2.University, Dept Geog & Geospatial Sci, Manhattan, KS 66506 USA
3.Univ Calgary, Dept Geosci, Water Sediment Hazards & Earth Surface Dynam water, Calgary, AB T2N 1N4, Canada
4.Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610299, Peoples R China
推荐引用方式
GB/T 7714
Lesi, Muchu,Nie, Yong,Shugar, Dan Hirsh,et al. Landsat- and Sentinel-derived glacial lake dataset in the China-Pakistan Economic Corridor from 1990 to 2020[J]. EARTH SYSTEM SCIENCE DATA,2022,14(12):5489-5512.
APA Lesi, Muchu.,Nie, Yong.,Shugar, Dan Hirsh.,Wang, Jida.,Deng, Qian.,...&Fan, Jianrong.(2022).Landsat- and Sentinel-derived glacial lake dataset in the China-Pakistan Economic Corridor from 1990 to 2020.EARTH SYSTEM SCIENCE DATA,14(12),5489-5512.
MLA Lesi, Muchu,et al."Landsat- and Sentinel-derived glacial lake dataset in the China-Pakistan Economic Corridor from 1990 to 2020".EARTH SYSTEM SCIENCE DATA 14.12(2022):5489-5512.
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