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Geospatial Analysis of Mass-Wasting Susceptibility of Four Small Catchments in Mountainous Area of Miyun County, Beijing
- Source :
- International Journal of Environmental Research and Public Health, Vol 16, Iss 15, p 2801 (2019), International Journal of Environmental Research and Public Health, Volume 16, Issue 15
- Publication Year :
- 2019
- Publisher :
- MDPI AG, 2019.
-
Abstract
- Driven by the pull of gravity, mass-wasting comprises all of the sedimentary processes related to remobilization of sediments deposited on slopes, including creep, sliding, slumping, flow, and fall. It is vital to conduct mass-wasting susceptibility mapping, with the aim of providing decision makers with management advice. The current study presents two individual data mining methods&mdash<br />the frequency ratio (FR) and information value model (IVM) methods&mdash<br />to map mass-wasting susceptibility in four catchments in Miyun County, Beijing, China. To achieve this goal, nine influence factors and a mass-wasting inventory map were used and produced, respectively. In this study, 71 mass-wasting locations were investigated in the field. Of these hazard locations, 70% of them were randomly selected to build the model, and the remaining 30% of the hazard locations were used for validation. Finally, a receiver operating characteristic (ROC) curve was used to assess the mass-wasting susceptibility maps produced by the above-mentioned models. Results show that the FR had a higher concordance and spatial differentiation, with respective values of 0.902 (area under the success rate) and 0.883 (area under the prediction rate), while the IVM had lower values of 0.865 (area under the success rate) and 0.855 (area under the prediction rate). Both proposed methodologies are useful for general planning and evaluation purposes, and they are shown to be reasonable models. Slopes of 6&ndash<br />21&deg<br />were the most common thresholds that controlled occurrence of mass-wasting. Farmland terraces were mainly composed of gravel, mud, and clay, which are more prone to mass-wasting. Mass-wasting susceptibility mapping is feasible and potentially highly valuable. It could provide useful information in support of environmental health policies.
- Subjects :
- China
Geologic Sediments
Geospatial analysis
010504 meteorology & atmospheric sciences
Health, Toxicology and Mutagenesis
frequency ratio
0208 environmental biotechnology
Geographic Mapping
lcsh:Medicine
02 engineering and technology
Mass wasting
computer.software_genre
farmland terraces
01 natural sciences
Article
Beijing
Data Mining
Slumping
0105 earth and related environmental sciences
catchment management
Spatial Analysis
Receiver operating characteristic
lcsh:R
information value
Public Health, Environmental and Occupational Health
Hazard
Field (geography)
020801 environmental engineering
Current (stream)
ROC Curve
Environmental science
Physical geography
mass-wasting susceptibility
computer
Subjects
Details
- ISSN :
- 16604601
- Volume :
- 16
- Database :
- OpenAIRE
- Journal :
- International Journal of Environmental Research and Public Health
- Accession number :
- edsair.doi.dedup.....7fbdfedf72e6f1173ff3918928469bef
- Full Text :
- https://doi.org/10.3390/ijerph16152801