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GeoFIS: An integrated tool for the assessment of landslide susceptibility

  • Netcad
  • Karadeniz Technical University

Research output: Contribution to journalArticlepeer-review

57 Citations (Scopus)

Abstract

In this study, requirements of landslide susceptibility mapping by a Mamdani fuzzy inference system (FIS) are identified, and a single standalone application (GeoFIS) is developed. GeoFIS includes two main open source libraries, one for GIS operations and the other for creating Mamdani FIS. As a result, it is possible to construct a landslide susceptibility map based on expert opinion, to visualize maps instantly and to measure model performance. GeoFIS supports all steps of the landslide susceptibility mapping process, starting from data deployment and ending with performance measurement. In GeoFIS, visual controls allow use of the inferred results and actual landslide occurrence information, and ROC-AUC values are calculated automatically. Moreover, a confusion matrix is produced, and alternative measurement schemes such as recall are suggested, to reveal those performance details not observable with ROC-AUC and to create trust in the inferred results. GeoFIS is applied to the Trabzon region of northern Turkey, and the recall and ROC-AUC values were .902 and .602, respectively.

Original languageEnglish
Pages (from-to)20-30
Number of pages11
JournalComputers and Geosciences
Volume66
DOIs
Publication statusPublished - May 2014

Keywords

  • Geographic information systems (GIS)
  • Landslide susceptibility
  • Mamdani fuzzy inference system
  • Trabzon (Northern Turkey)

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