Towards automated mapping and monitoring of potentially dangerous glacial lakes in Bhutan Himalaya using Sentinel-1 Synthetic Aperture Radar data

Sonam Wangchuk , Tobias Bolch , Jarosław Zawadzki

Abstract

The majority of glacial lakes around the world are located in remote and hardly accessible regions. The use of remote sensing data is therefore of high importance to identify and assess their potential hazards. However, the persistence of cloud cover, particularly in high mountain areas such as the Himalayas, limits the temporal resolution of optical satellite data with which we can monitor potentially dangerous glacial lakes (PDGLs). The ability of Synthetic Aperture Radar (SAR) satellites to collect data, irrespective of weather and at day or night, facilitates monitoring of PDGLs by without compromising temporal resolution. In this study, we present a semi-automated approach, based on a radar signal intensity threshold between water and non-water feature classes followed by post-processing including elevations, slopes, vegetation and size thresholds, to delineate glacial lakes in Sentinel-1 SAR images in Bhutan Himalaya. We show the capability of our method to be used for delineating and monitoring glacial lakes in Bhutan Himalaya by comparing our results to 10 m resolution Sentinel-2 multispectral data, field survey data, meteorological data, and a time series of monthly images from January to December 2016 of two lakes. Sentinel-1 SAR data can, moreover, be used for detecting lake surface area changes and open water area variations, at temporal resolution of six days, providing substantial advantages over optical satellite data to continuously monitor PDGLs.
Author Sonam Wangchuk
Sonam Wangchuk,,
-
, Tobias Bolch
Tobias Bolch,,
-
, Jarosław Zawadzki (FEE / DISEQR)
Jarosław Zawadzki,,
- Department of Informationa Science and Environment Quality Research
Journal seriesInternational Journal of Remote Sensing, ISSN 0143-1161, (A 30 pkt)
Issue year2019
Vol40
No12
Pages 4642-4667
ASJC Classification1900 General Earth and Planetary Sciences
DOIDOI:10.1080/01431161.2019.1569789
URL https://www.tandfonline.com/doi/full/10.1080/01431161.2019.1569789
Languageen angielski
Score (nominal)30
ScoreMinisterial score = 30.0, 11-07-2019, ArticleFromJournal
Publication indicators WoS Citations = 0; Scopus SNIP (Source Normalised Impact per Paper): 2016 = 1.023; WoS Impact Factor: 2017 = 1.782 (2) - 2017=2.003 (5)
Citation count*
Cite
Share Share

Get link to the record


* presented citation count is obtained through Internet information analysis and it is close to the number calculated by the Publish or Perish system.
Back