7 results on '"Outburst susceptibility"'
Search Results
2. GLeSI: A system for extraction of glacial lakes using satellite imagery.
- Author
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Thati, Jagadeesh and Ari, Samit
- Subjects
GLACIAL lakes ,REMOTE-sensing images ,WATERSHEDS ,EXTRACTION techniques ,LANDSAT satellites - Abstract
Summary: For outburst susceptibility assessment of glacial lakes, manual field survey is a time‐consuming, expensive, and very tedious process. Therefore, an automatic and reliable system is required for efficient extraction of glacial lake's from satellite imagery. Low spectral contrast and heterogeneous backgrounds of satellite images are the major challenges for finding information of the glacial lake's region. Therefore, to overcome these challenges, an automatic technique for extraction of glacial lakes using satellite imagery which is termed as GLeSI, is proposed in this article. In the GLeSI system, normalized cut (Ncut) segmentation technique with region adjacency graph and simple linear iterative clustering is proposed for accurate extraction of the glacial lake's region. The proposed system achieved an overall accuracy of 93.21%, 91.57%, 97.65% on Landsat 8 datasets for Imja, Chandra basin, and Bhaga basin glacier lake region, respectively. The qualitative and quantitative performance analysis shows the significant improvement of the proposed technique compared to state‐of‐the‐art techniques for extraction of glacial lake's region. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
3. Outburst susceptibility assessment of moraine-dammed lakes in Western Himalaya using an analytic hierarchy process.
- Author
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Prakash, Chander and Nagarajan, R.
- Subjects
GLACIAL lakes ,MORAINES ,FLOODS ,ANALYTIC hierarchy process ,STRUCTURAL geology ,DIGITAL elevation models - Abstract
Glacier retreat results in the formation and expansion, and sometimes outburst, of moraine-dammed lakes worldwide. Sudden outburst floods from such lakes have caused enormous damage to settlements and infrastructure located downstream. Such lakes located in the Himalayan region are highly prone to outburst floods due to climatic conditions and geotectonic settings. In this study, multi-temporal Landsat images from 2002-2014, digital elevation models (DEMs), geomorphic analysis and modelling were used to assess the changes in glacial lakes and the outburst susceptibility of moraine-dammed lakes in the Chandra-Bhaga basin of the north-western Indian Himalaya. An inventory of lakes was developed using satellite data, thematic maps and ground-based investigations for the Chandra-Bhaga basin. The total area of all glacial lakes (size >5000 m
2 ) increased by 47% from 2002 to 2014, with a pronounced increase of 57% for moraine-dammed lakes. Sixteen moraine-dammed lakes were identified and assessed for outburst susceptibility using the analytic hierarchy process (AHP). Forty-one reported glacial lake outburst flood (GLOF) events from moraine-dammed lakes in Himalayan regions were analysed, culminating in the identification of 11 critical factors for assessing outburst susceptibility using the AHP, including those related to the lake area and change, surrounding terrain characteristics, dam geometry, regional seismicity and rainfall history. The past three GLOF events in the Himalayan region were used to validate the method and to classify moraine-dammed lakes as having very high, high, medium or low outburst susceptibility. Eight lakes classified as very high and high outburst susceptibility should be further investigated in detail. The proposed AHP-based approach is suitable for first-order identification of critical lakes for prioritising future detailed investigation and monitoring of moraine-dammed glacial lakes in the Himalayan region. Copyright © 2017 John Wiley & Sons, Ltd. [ABSTRACT FROM AUTHOR]- Published
- 2017
- Full Text
- View/download PDF
4. Monitoring glacial lake outburst flood susceptibility using Sentinel-1 SAR data, Google Earth Engine, and persistent scatterer interferometry
- Author
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Sonam Wangchuk, Tobias Bolch, Benjamin Aubrey Robson, University of St Andrews. Environmental Change Research Group, University of St Andrews. Bell-Edwards Geographic Data Institute, University of St Andrews. School of Geography & Sustainable Development, and Earth and Climate
- Subjects
GB ,Glacial lake hazard ,Glacial lake monitoring ,Slope stability ,NDAS ,Soil Science ,Geology ,AC ,GB Physical geography ,Outburst susceptibility ,SDG 13 - Climate Action ,Sentinel-1 ,Computers in Earth Sciences ,Google Earth Engine ,Radar backscatter ,Persistent scatterer interferometry ,SAR - Abstract
Funding to support this research from the University of St Andrews and the School of Geography and Sustainable Development is gratefully acknowledged. 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. Publisher PDF
- Published
- 2022
- Full Text
- View/download PDF
5. InSAR-based analysis and monitoring of hazardous glacial lakes in the Himalaya
- Author
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van Hout, Ylana (author) and van Hout, Ylana (author)
- Abstract
Glacial lake outburst floods (GLOFs) are outbursts caused by the failure of glacial lake moraine dams. Longer ongoing processes, such as moraine dam degradation, or instantaneous events, such as landslides, can trigger dam failure. GLOFs have a catastrophic downstream impact leading to significant economic damages and more than 12000 casualties worldwide until 2015, with Bhutan and Nepal being impacted the most. Climate change causes increasing temperature and precipitation, leading to the expansion of glacial lakes and the destabilisation of glaciers, slopes and moraine dams. Consequently, GLOFs are likely to become more frequent, and glacial lakes require continuous monitoring and analysis to understand and predict GLOF-related hazards. Since glacial lakes often lie in inaccessible mountainous regions, on-site monitoring is challenging and remote sensing proposes a safe and cost-effective solution. Satellite radar is unaffected by nighttime and clouds, enabling continuous displacement measurements. Interferometric synthetic aperture radar (InSAR) using Sentinel-1 data from 2014 to 2021 was applied at six Himalayan glacial lake areas (Imja, Lunana, Barun, Rolpa, Thulagi and Lumding) to identify potential GLOF hazards and to investigate InSAR's capability as a monitoring tool. Optical, meteorological and topographical data were used to aid in interpreting the InSAR observations; linking displacements to potential hazards and evaluating the limitations of an InSAR-based analysis. Significant deformation was detected at the terminal moraines of Imja, Thulagi, Rolpa, Lunana and Barun Lakes; on lateral moraines at Rolpa and Lunana Lakes; and on rock glaciers at Imja, Rolpa, Barun and Lunana Lakes. In addition, significant seasonal variation could be distinguished, showing the impact of temperature and precipitation on geomorphological processes and potential hazard developments at glacial lakes. InSAR-related limitations arose in regions with signifi, Applied Earth Sciences
- Published
- 2021
6. A systematic extraction of glacial lakes for satellite imagery using deep learning based technique.
- Author
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Thati, Jagadeesh and Ari, Samit
- Subjects
- *
GLACIAL lakes , *REMOTE-sensing images , *DEEP learning - Published
- 2022
- Full Text
- View/download PDF
7. Outburst susceptibility assessment of moraine-dammed lakes in Western Himalaya using an analytic hierarchy process
- Author
-
PRAKASH, C and NAGARAJAN, R
- Subjects
Dangerous Glacial Lakes ,Remote-Sensing Data ,Hazard Assessment ,Glacial Lake Outburst Flood (Glof) ,Analytic Hierarchy Process ,Floods ,Swiss Alps ,British-Columbia ,Cordillera Blanca ,Moraine-Dammed Lake ,Western Indian Himalaya ,Southeastern Tibetan Plateau ,Region ,Catastrophic Drainage ,Outburst Susceptibility ,Hazard - Abstract
Glacier retreat results in the formation and expansion, and sometimes outburst, of moraine-dammed lakes worldwide. Sudden outburst floods from such lakes have caused enormous damage to settlements and infrastructure located downstream. Such lakes located in the Himalayan region are highly prone to outburst floods due to climatic conditions and geotectonic settings. In this study, multi-temporal Landsat images from 2002-2014, digital elevation models (DEMs), geomorphic analysis and modelling were used to assess the changes in glacial lakes and the outburst susceptibility of moraine-dammed lakes in the Chandra-Bhaga basin of the north-western Indian Himalaya. An inventory of lakes was developed using satellite data, thematic maps and ground-based investigations for the Chandra-Bhaga basin. The total area of all glacial lakes (size >5000m(2)) increased by 47% from 2002 to 2014, with a pronounced increase of 57% for moraine-dammed lakes. Sixteen moraine-dammed lakes were identified and assessed for outburst susceptibility using the analytic hierarchy process (AHP). Forty-one reported glacial lake outburst flood (GLOF) events from moraine-dammed lakes in Himalayan regions were analysed, culminating in the identification of 11 critical factors for assessing outburst susceptibility using the AHP, including those related to the lake area and change, surrounding terrain characteristics, dam geometry, regional seismicity and rainfall history. The past three GLOF events in the Himalayan region were used to validate the method and to classify moraine-dammed lakes as having very high, high, medium or low outburst susceptibility. Eight lakes classified as very high and high outburst susceptibility should be further investigated in detail. The proposed AHP-based approach is suitable for first-order identification of critical lakes for prioritising future detailed investigation and monitoring of moraine-dammed glacial lakes in the Himalayan region. Copyright (c) 2017 John Wiley & Sons, Ltd.
- Published
- 2017
- Full Text
- View/download PDF
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