Publications by authors named "Donghui Shangguan"

Article Synopsis
  • Debris-covered glaciers (DCGs) are widespread globally, but identifying them automatically is difficult due to varying environmental complexities and glacier types; this study investigates 30 glacial areas in Western China utilizing machine learning for classification.
  • Four machine learning algorithms (RF, XGBoost, LightGBM, and SVM) were employed, integrating environmental variables like surface reflectance and temperature to distinguish between ice, snow, and debris in a three-step process, with Random Forests generally yielding the best results.
  • The study found that region-specific modeling improved accuracy in identifying DCGs, achieving high correlation with existing inventory data, suggesting the technique combines effective machine learning methods and environmental data for reliable glacier identification.
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Traditional scenic route planning only considers the shortest path, which ignores the information of scenic road conditions. As the most effective direct search method to solve the shortest path in static road network, A* algorithm can plan the optimal scenic route by comprehensively evaluating the weights of each expanded node in the gridded scenic area. However, A* algorithm has the problem of traversing more nodes and ignoring the cost of road in the route planning.

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Glacial lake outburst floods (GLOFs) are a severe hazard in the Himalayas. Glacial lake expansion and the corresponding volume increase play major roles in GLOFs as well as climate change. Furthermore, mass movement and dam conditions play a major role in the GLOF initiation process.

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Exposed surfaces following glacial retreat are ideal field laboratories for studying primary vegetation succession. Many related studies based on ground sampling methods have been performed worldwide in proglacial zones, but studies on species diversity and vegetation succession using aerial photography have been rare. In this study, we investigated soil organic carbon (SOC), total nitrogen (TN), plant species diversity, and fractional vegetation cover (FVC) along a chronosequence within the foreland of Urumqi Glacier No.

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The Gorkha earthquake (magnitude 7.8) on 25 April 2015 and later aftershocks struck South Asia, killing ~9000 people and damaging a large region. Supported by a large campaign of responsive satellite data acquisitions over the earthquake disaster zone, our team undertook a satellite image survey of the earthquakes' induced geohazards in Nepal and China and an assessment of the geomorphic, tectonic, and lithologic controls on quake-induced landslides.

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