A New Approach Using AHP to Generate Landslide Susceptibility Maps in the Chen-Yu-Lan Watershed, Taiwan
This paper proposes a new approach of using the analytic hierarchy process (AHP), in which the AHP was combined with bivariate analysis and correlation statistics to evaluate the importance of the pairwise comparison. Instead of summarizing expert experience statistics to establish a scale, we then...
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MDPI AG
2019-01-01
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Series: | Sensors |
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Online Access: | https://www.mdpi.com/1424-8220/19/3/505 |
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author | Thi To Ngan Nguyen Cheng-Chien Liu |
author_facet | Thi To Ngan Nguyen Cheng-Chien Liu |
author_sort | Thi To Ngan Nguyen |
collection | DOAJ |
description | This paper proposes a new approach of using the analytic hierarchy process (AHP), in which the AHP was combined with bivariate analysis and correlation statistics to evaluate the importance of the pairwise comparison. Instead of summarizing expert experience statistics to establish a scale, we then analyze the correlation between the properties of the related factors with the actual landslide data in the study area. In addition, correlation and dependence statistics are also used to analyze correlation coefficients of preparatory factors. The product of this research is a landslide susceptibility map (LSM) generated by five factors (slope, aspect, drainage density, lithology, and land-use) and pre-event landslides (Typhoon Kalmaegi events), and then validated by post-event landslides and new landslides occurring in during the events (Typhoon Kalmaegi and Typhoon Morakot). Validating the results by the binary classification method showed that the model has reasonable accuracy, such as 81.22% accurate interpretation for post-event landslides (Typhoon Kalmaegi), and 70.71% exact predictions for new landslides occurring during Typhoon Kalmaegi. |
first_indexed | 2024-04-13T09:14:07Z |
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issn | 1424-8220 |
language | English |
last_indexed | 2024-04-13T09:14:07Z |
publishDate | 2019-01-01 |
publisher | MDPI AG |
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series | Sensors |
spelling | doaj.art-23f4fa7b46554e0dbcf47a3550fa7e852022-12-22T02:52:46ZengMDPI AGSensors1424-82202019-01-0119350510.3390/s19030505s19030505A New Approach Using AHP to Generate Landslide Susceptibility Maps in the Chen-Yu-Lan Watershed, TaiwanThi To Ngan Nguyen0Cheng-Chien Liu1Faculty of Geology, University of Science, VNU-HCM, Ho Chi Minh City 700000, VietnamDepartment of Earth Sciences, National Cheng Kung University, Tainan 701, TaiwanThis paper proposes a new approach of using the analytic hierarchy process (AHP), in which the AHP was combined with bivariate analysis and correlation statistics to evaluate the importance of the pairwise comparison. Instead of summarizing expert experience statistics to establish a scale, we then analyze the correlation between the properties of the related factors with the actual landslide data in the study area. In addition, correlation and dependence statistics are also used to analyze correlation coefficients of preparatory factors. The product of this research is a landslide susceptibility map (LSM) generated by five factors (slope, aspect, drainage density, lithology, and land-use) and pre-event landslides (Typhoon Kalmaegi events), and then validated by post-event landslides and new landslides occurring in during the events (Typhoon Kalmaegi and Typhoon Morakot). Validating the results by the binary classification method showed that the model has reasonable accuracy, such as 81.22% accurate interpretation for post-event landslides (Typhoon Kalmaegi), and 70.71% exact predictions for new landslides occurring during Typhoon Kalmaegi.https://www.mdpi.com/1424-8220/19/3/505landslide susceptibility mapcorrelation statisticsAHPChen-Yu-Lan watersheddisasters |
spellingShingle | Thi To Ngan Nguyen Cheng-Chien Liu A New Approach Using AHP to Generate Landslide Susceptibility Maps in the Chen-Yu-Lan Watershed, Taiwan Sensors landslide susceptibility map correlation statistics AHP Chen-Yu-Lan watershed disasters |
title | A New Approach Using AHP to Generate Landslide Susceptibility Maps in the Chen-Yu-Lan Watershed, Taiwan |
title_full | A New Approach Using AHP to Generate Landslide Susceptibility Maps in the Chen-Yu-Lan Watershed, Taiwan |
title_fullStr | A New Approach Using AHP to Generate Landslide Susceptibility Maps in the Chen-Yu-Lan Watershed, Taiwan |
title_full_unstemmed | A New Approach Using AHP to Generate Landslide Susceptibility Maps in the Chen-Yu-Lan Watershed, Taiwan |
title_short | A New Approach Using AHP to Generate Landslide Susceptibility Maps in the Chen-Yu-Lan Watershed, Taiwan |
title_sort | new approach using ahp to generate landslide susceptibility maps in the chen yu lan watershed taiwan |
topic | landslide susceptibility map correlation statistics AHP Chen-Yu-Lan watershed disasters |
url | https://www.mdpi.com/1424-8220/19/3/505 |
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