Abstract
Rapidly changing remote sensing technologies (lidar, aerial photography, satellites) provide opportunities to improve regional-scale landslide risk mapping. However, data limitations regarding landslide hazard and exposure data influence how landslide risk is calculated. To develop risk assessments for a landslide-prone region of eastern Kentucky, USA, we assessed risk modeling and applicability using variable quality data. First, we used a risk equation that incorporated the hazard as a logistic regression landslide susceptibility model using geomorphic variables derived from lidar data. Susceptibility is calculated as a probability of occurrence. The exposure data included population, roads, railroads, and land class. Our vulnerability value was assumed to equal one (worst-case scenario for a degree of loss) and consequence data was economic cost. Results indicate 64.1 percent of the study area is classified as moderate to high socioeconomic risk. To develop a more data-limited approach, we used a 30 m slope-angle map as the hazard input and simplified exposure data. Results for the slope-based approach show the distribution of risk that is less uniform, with large areas of over-and under-prediction. Changes in the hazard and exposure inputs result in significant changes in the quality and applicability of the maps and demonstrate the broad range of risk modelling approaches.
| Original language | English |
|---|---|
| Article number | 6246 |
| Journal | Remote Sensing |
| Volume | 14 |
| Issue number | 24 |
| DOIs | |
| State | Published - Dec 2022 |
Bibliographical note
Publisher Copyright:© 2022 by the authors.
Funding
We would like to thank Nick Grinstead from the University of Kentucky Martin School of Public Policy and Administration for grant assistance and logistics, Rachel Noble-Varney of the Kentucky Geological Survey for thorough manuscript reviews, and officials with the Big Sandy Area Development District of Kentucky for project support.
| Funders |
|---|
| Kentucky Geological Survey |
| University of Kentucky Martin School of Public Policy and Administration |
Keywords
- hazard
- landslides
- lidar
- risk
- risk assessment
- susceptibility modeling
- vulnerability
ASJC Scopus subject areas
- General Earth and Planetary Sciences
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