An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm

In this study, landslide susceptibility mapping using a completely expert opinion-based approach was applied for the Sinop (northern Turkey) region and its close vicinity. For this purpose, an easy-to-use program, “MamLand,” was developed for the construction of a Mamdani fuzzy inference system and...

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Main Authors: Akgun, Aykut, Sezer, Ebru Akcapinar, Nefeslioglu, Hakan A., Gokceoglu, Candan, Pradhan, Biswajeet
Format: Article
Language:English
Published: Elsevier 2012
Online Access:http://psasir.upm.edu.my/id/eprint/40062/1/An%20easy-to-use%20MATLAB%20program%20%28MamLand%29%20for%20the%20assessment%20of%20landslide%20susceptibility%20using%20a%20Mamdani%20fuzzy%20algorithm.pdf
http://psasir.upm.edu.my/id/eprint/40062/
http://www.sciencedirect.com/science/article/pii/S0098300411001440
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spelling my.upm.eprints.400622015-08-27T06:04:48Z http://psasir.upm.edu.my/id/eprint/40062/ An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm Akgun, Aykut Sezer, Ebru Akcapinar Nefeslioglu, Hakan A. Gokceoglu, Candan Pradhan, Biswajeet In this study, landslide susceptibility mapping using a completely expert opinion-based approach was applied for the Sinop (northern Turkey) region and its close vicinity. For this purpose, an easy-to-use program, “MamLand,” was developed for the construction of a Mamdani fuzzy inference system and employed in MATLAB. Using this newly developed program, it is possible to construct a landslide susceptibility map based on expert opinion. In this study, seven conditioning parameters characterising topographical, geological, and environmental conditions were included in the FIS. A landslide inventory dataset including 351 landslide locations was obtained for the study area. After completing the data production stage of the study, the data were processed using a soft computing approach, i.e., a Mamdani-type fuzzy inference system. In this system, only landslide conditioning data were assessed, and landslide inventory data were not included in the assessment approach. Thus, a file depicting the landslide susceptibility degrees for the study area was produced using the Mamdani FIS. These degrees were then exported into a GIS environment, and a landslide susceptibility map was produced and assessed in point of statistical interpretation. For this purpose, the obtained landslide susceptibility map and the landslide inventory data were compared, and an area under curve (AUC) obtained from receiver operating characteristics (ROC) assessment was carried out. From this assessment, the AUC value was found to be 0.855, indicating that this landslide susceptibility map, which was produced in a data-independent manner, was successful. Elsevier 2012-01 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/40062/1/An%20easy-to-use%20MATLAB%20program%20%28MamLand%29%20for%20the%20assessment%20of%20landslide%20susceptibility%20using%20a%20Mamdani%20fuzzy%20algorithm.pdf Akgun, Aykut and Sezer, Ebru Akcapinar and Nefeslioglu, Hakan A. and Gokceoglu, Candan and Pradhan, Biswajeet (2012) An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm. Computers & Geosciences, 38 (1). pp. 23-34. ISSN 0098-3004; ESSN: 1873-7803 http://www.sciencedirect.com/science/article/pii/S0098300411001440 10.1016/j.cageo.2011.04.012
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description In this study, landslide susceptibility mapping using a completely expert opinion-based approach was applied for the Sinop (northern Turkey) region and its close vicinity. For this purpose, an easy-to-use program, “MamLand,” was developed for the construction of a Mamdani fuzzy inference system and employed in MATLAB. Using this newly developed program, it is possible to construct a landslide susceptibility map based on expert opinion. In this study, seven conditioning parameters characterising topographical, geological, and environmental conditions were included in the FIS. A landslide inventory dataset including 351 landslide locations was obtained for the study area. After completing the data production stage of the study, the data were processed using a soft computing approach, i.e., a Mamdani-type fuzzy inference system. In this system, only landslide conditioning data were assessed, and landslide inventory data were not included in the assessment approach. Thus, a file depicting the landslide susceptibility degrees for the study area was produced using the Mamdani FIS. These degrees were then exported into a GIS environment, and a landslide susceptibility map was produced and assessed in point of statistical interpretation. For this purpose, the obtained landslide susceptibility map and the landslide inventory data were compared, and an area under curve (AUC) obtained from receiver operating characteristics (ROC) assessment was carried out. From this assessment, the AUC value was found to be 0.855, indicating that this landslide susceptibility map, which was produced in a data-independent manner, was successful.
format Article
author Akgun, Aykut
Sezer, Ebru Akcapinar
Nefeslioglu, Hakan A.
Gokceoglu, Candan
Pradhan, Biswajeet
spellingShingle Akgun, Aykut
Sezer, Ebru Akcapinar
Nefeslioglu, Hakan A.
Gokceoglu, Candan
Pradhan, Biswajeet
An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
author_facet Akgun, Aykut
Sezer, Ebru Akcapinar
Nefeslioglu, Hakan A.
Gokceoglu, Candan
Pradhan, Biswajeet
author_sort Akgun, Aykut
title An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
title_short An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
title_full An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
title_fullStr An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
title_full_unstemmed An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
title_sort easy-to-use matlab program (mamland) for the assessment of landslide susceptibility using a mamdani fuzzy algorithm
publisher Elsevier
publishDate 2012
url http://psasir.upm.edu.my/id/eprint/40062/1/An%20easy-to-use%20MATLAB%20program%20%28MamLand%29%20for%20the%20assessment%20of%20landslide%20susceptibility%20using%20a%20Mamdani%20fuzzy%20algorithm.pdf
http://psasir.upm.edu.my/id/eprint/40062/
http://www.sciencedirect.com/science/article/pii/S0098300411001440
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