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Landslide topology uncovers failure movements.
- Source :
- Nature Communications; 3/25/2024, Vol. 15 Issue 1, p1-13, 13p
- Publication Year :
- 2024
-
Abstract
- The death toll and monetary damages from landslides continue to rise despite advancements in predictive modeling. These models' performances are limited as landslide databases used in developing them often miss crucial information, e.g., underlying movement types. This study introduces a method of discerning landslide movements, such as slides, flows, and falls, by analyzing landslides' 3D shapes. By examining landslide topological properties, we discover distinct patterns in their morphology, indicating different movements including complex ones with multiple coupled movements. We achieve 80-94% accuracy by applying topological properties in identifying landslide movements across diverse geographical and climatic regions, including Italy, the US Pacific Northwest, Denmark, Turkey, and Wenchuan in China. Furthermore, we demonstrate a real-world application on undocumented datasets from Wenchuan. Our work introduces a paradigm for studying landslide shapes to understand their underlying movements through the lens of landslide topology, which could aid landslide predictive models and risk evaluations. This study analyzes the 3d shapes of landslides and introduces a method to discern landslide movements, such as slides, flows and falls. [ABSTRACT FROM AUTHOR]
- Subjects :
- LANDSLIDES
TOPOLOGICAL property
DEATH rate
TOPOLOGY
PREDICTION models
RISK assessment
Subjects
Details
- Language :
- English
- ISSN :
- 20411723
- Volume :
- 15
- Issue :
- 1
- Database :
- Complementary Index
- Journal :
- Nature Communications
- Publication Type :
- Academic Journal
- Accession number :
- 176250419
- Full Text :
- https://doi.org/10.1038/s41467-024-46741-7