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Article
Open AccessMap** and characterising buildings for flood exposure analysis using open-source data and artificial intelligence
The map** and characterisation of building footprints is a challenging task due to inaccessibility and incompleteness of the required data, thus hindering the estimation of loss caused by natural and anthrop...
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Article
Open AccessLandslide displacement forecasting using deep learning and monitoring data across selected sites
Accurate early warning systems for landslides are a reliable risk-reduction strategy that may significantly reduce fatalities and economic losses. Several machine learning methods have been examined for this p...
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Article
Open AccessGenerating multi-temporal landslide inventories through a general deep transfer learning strategy using HR EO data
Map** of landslides over space has seen an increasing attention and good results in the last decade. While current methods are chiefly applied to generate event-inventories, whereas multi-temporal (MT) inven...
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Article
Landslide susceptibility assessment based on multi GPUs: a deep learning approach
Landslide is a major natural hazard causing losses of human lives and properties. Therefore, it is significant to assess landslide susceptibility. This paper proposed an assessment model for landslide suscepti...
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Article
Open AccessLandslide detection in the Himalayas using machine learning algorithms and U-Net
Event-based landslide inventories are essential sources to broaden our understanding of the causal relationship between triggering events and the occurring landslides. Moreover, detailed inventories are crucia...
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Chapter
The Vulnerability of Human Population to Landslide Disaster: A Case Study of Sikkim Himalayas
The present study focuses on the Rani Khola River basin (RRB) in North East India’s state Sikkim. It is a tributary of the Teesta River and is naturally prone to landslide hazards. For the past few decades, RR...
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Article
Chamoli disaster: pronounced changes in water quality and flood plains using Sentinel data
The Himalayan rivers are vulnerable to devastating flooding caused by landslides and outbreak of glacial lakes. On 7 February 2021, a deadly disaster occurred near the Rishi Ganga Hydropower Plant in the Rishi...
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Article
Open AccessRapid map** of landslides in the Western Ghats (India) triggered by 2018 extreme monsoon rainfall using a deep learning approach
Rainfall-induced landslide inventories can be compiled using remote sensing and topographical data, gathered using either traditional or semi-automatic supervised methods. In this study, we used the PlanetScop...
