Skip to main content
Erschienen in: Environmental Earth Sciences 6/2014

01.09.2014 | Original Article

Landslide susceptibility analysis based on ArcGIS and Artificial Neural Network for a large catchment in Three Gorges region, China

verfasst von: Renneng Bi, Markus Schleier, Joachim Rohn, Dominik Ehret, Wei Xiang

Erschienen in: Environmental Earth Sciences | Ausgabe 6/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

A landslide susceptibility map is very important and necessary to efficiently prevent and mitigate the losses brought by natural hazard for a large area. For the purpose of landslide susceptibility analysis for the whole Xiangxi catchment (3,209 km2), Artificial Neural Network (ANN) analysis was applied as the main method. The whole catchment was divided into two parts: the training area and the implementation area. The backwater area (559 km2) of Xiangxi catchment was used as the training area for the ANN method. In the training area the correlations between the landslide distribution and its causative factors, which includes lithology, slope angle, slope curvature and river network, have been analyzed based on the geological map and digital elevation model (DEM). The back-propagation training algorithm in ANN was selected to train the sample data from the training area, which were composed of input data (causative factors) and target output data (landslide occurrence), in order to find the correlations between them. Based on these correlations and input data in the implementation area (causative factors), the network output data were obtained for the implementation area. In the end, a map of landslide susceptibility, which was established by network output data, was presented for Xiangxi catchment. ArcGIS was applied to extract and quantify input information from a DEM for susceptibility analysis and also to present the result visually. As a result, a landslide susceptibility map, in which 70 % of all landslides are rightly classified in the training area (backwater area), was created for Xiangxi catchment.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Baum EB, Haussler D (1989) What size net gives valid generalization? Neural Comput 1:151–160CrossRef Baum EB, Haussler D (1989) What size net gives valid generalization? Neural Comput 1:151–160CrossRef
Zurück zum Zitat Bi R, Ehret D, Xiang W, Rohn J, Schleier M, Jiang J (2012) Landslide reliability analysis based on transfer coefficient method: a case study from Three Gorges Reservoir. J Earth Sci 23(2):187–198. doi:10.1007/s12583-012-0244-7 CrossRef Bi R, Ehret D, Xiang W, Rohn J, Schleier M, Jiang J (2012) Landslide reliability analysis based on transfer coefficient method: a case study from Three Gorges Reservoir. J Earth Sci 23(2):187–198. doi:10.​1007/​s12583-012-0244-7 CrossRef
Zurück zum Zitat Chen CH, Ke CC, Wang CL (2009) A back-propagation network for the assessment of susceptibility to rock slope failure in the eastern portion of the Southern Cross-Island Highway in Taiwan. Environ Geol 57:723–733. doi:10.1007/s00254-008-1350-9 CrossRef Chen CH, Ke CC, Wang CL (2009) A back-propagation network for the assessment of susceptibility to rock slope failure in the eastern portion of the Southern Cross-Island Highway in Taiwan. Environ Geol 57:723–733. doi:10.​1007/​s00254-008-1350-9 CrossRef
Zurück zum Zitat Ehret D, Rohn J, Dumperth C, Eckstein S, Ernstberger S, Otte K, Rudolph R, Wiedenmann J, Xiang W, Bi R (2010) Frequency ratio analysis of mass movements in the Xiangxi catchment, Three Gorges Reservoir area. J Earth Sci 21(6):824–834. doi:10.1007/s12583-010-0134-9 CrossRef Ehret D, Rohn J, Dumperth C, Eckstein S, Ernstberger S, Otte K, Rudolph R, Wiedenmann J, Xiang W, Bi R (2010) Frequency ratio analysis of mass movements in the Xiangxi catchment, Three Gorges Reservoir area. J Earth Sci 21(6):824–834. doi:10.​1007/​s12583-010-0134-9 CrossRef
Zurück zum Zitat Ghosh JK, Bhattacharya D, Sharma SK (2012) Applications of Chaos and Nonlinear Dynamics in Science and Engineering. Fuzzy Knowledge Based GIS for Zonation of Landslide Susceptibility, 2nd edn. Springer, Berlin, pp 21–38. doi:10.1007/978-3-642-29329-0_2 Ghosh JK, Bhattacharya D, Sharma SK (2012) Applications of Chaos and Nonlinear Dynamics in Science and Engineering. Fuzzy Knowledge Based GIS for Zonation of Landslide Susceptibility, 2nd edn. Springer, Berlin, pp 21–38. doi:10.​1007/​978-3-642-29329-0_​2
Zurück zum Zitat Huang B, Chen X (2007) Deformation failure mechanism of Baijiabao landslide in Xiangxi River Valley. Chin J Geotech Eng 29(6):938–942 (in Chinese with English abstract) Huang B, Chen X (2007) Deformation failure mechanism of Baijiabao landslide in Xiangxi River Valley. Chin J Geotech Eng 29(6):938–942 (in Chinese with English abstract)
Zurück zum Zitat IUGS (1997) Quantitative risk assessment for slopes and landslides—the state of the art. Landslide Risk Assessment, pp 3–12 IUGS (1997) Quantitative risk assessment for slopes and landslides—the state of the art. Landslide Risk Assessment, pp 3–12
Zurück zum Zitat Kanungo DP, Arora MK, Sarkar S, Gupta RP (2009) Landslide susceptibility zonation (LSZ) mapping—a review. J South Asia Disaster Stud 2(1):81–105 Kanungo DP, Arora MK, Sarkar S, Gupta RP (2009) Landslide susceptibility zonation (LSZ) mapping—a review. J South Asia Disaster Stud 2(1):81–105
Zurück zum Zitat Lee S, Ryu JH, Kim LS (2007) Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: case study of Youngin, Korea. Landslides 4:327–338CrossRef Lee S, Ryu JH, Kim LS (2007) Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: case study of Youngin, Korea. Landslides 4:327–338CrossRef
Zurück zum Zitat Liao Q, Li X, Lee S, Dong Y (2005) Occurrence, geology and geomorphy characteristics and origin of Qianjiangping in Three Gorges Reservoir area and study on ancient landslide criterion. Chin J Rock Mech Eng 24(17):3146–3153 (in Chinese with English abstract) Liao Q, Li X, Lee S, Dong Y (2005) Occurrence, geology and geomorphy characteristics and origin of Qianjiangping in Three Gorges Reservoir area and study on ancient landslide criterion. Chin J Rock Mech Eng 24(17):3146–3153 (in Chinese with English abstract)
Zurück zum Zitat Oh H-J, Lee S, Chotokasathien W, Kim CH, Kwon JH (2009) Predictive landslide susceptibility mapping using spatial information in the Pechabun area of Thailand. Environ Geol 57:641–651. doi:10.1007/s00254-008-1342-9 CrossRef Oh H-J, Lee S, Chotokasathien W, Kim CH, Kwon JH (2009) Predictive landslide susceptibility mapping using spatial information in the Pechabun area of Thailand. Environ Geol 57:641–651. doi:10.​1007/​s00254-008-1342-9 CrossRef
Zurück zum Zitat Schleier M, Bi R, Rohn J, Ehret D, Xiang W (2013) Robust landslide susceptibility analysis by combination of frequency ratio, heuristic GIS-methods and ground truth evaluation for a mountainous study area with poor data availability in the Three Gorges Reservoir area, PR China. Environ Earth Sci. doi:10.1007/s12665-013-2677-4 Schleier M, Bi R, Rohn J, Ehret D, Xiang W (2013) Robust landslide susceptibility analysis by combination of frequency ratio, heuristic GIS-methods and ground truth evaluation for a mountainous study area with poor data availability in the Three Gorges Reservoir area, PR China. Environ Earth Sci. doi:10.​1007/​s12665-013-2677-4
Zurück zum Zitat Seeber C, Hartmann H, Xiang W, King L (2010) Land use change and caused in the Xiangxi catchment, Three Gorges area derived from multispectral data. J Earth Sci 21(6):826–855. doi:10.1007/s12583-010-0136-7 CrossRef Seeber C, Hartmann H, Xiang W, King L (2010) Land use change and caused in the Xiangxi catchment, Three Gorges area derived from multispectral data. J Earth Sci 21(6):826–855. doi:10.​1007/​s12583-010-0136-7 CrossRef
Zurück zum Zitat Varnes DJ (1978) Slope movement types and processes. In: Schuster RL, Krizek RJ (eds) Landslides analysis and control. National Research Council, Washington, DC, Transportation Research Board, Special Report 176, pp 11–33 Varnes DJ (1978) Slope movement types and processes. In: Schuster RL, Krizek RJ (eds) Landslides analysis and control. National Research Council, Washington, DC, Transportation Research Board, Special Report 176, pp 11–33
Zurück zum Zitat Wu S, Shi L, Tan C, Hu D, Mei Y, Xu R (2000) Fractal analysis of Huanglashi and Huangtupo landslides in three gorges, Changjiang River, China. Earth Sci 25(1):61–65 (in Chinese with English abstract) Wu S, Shi L, Tan C, Hu D, Mei Y, Xu R (2000) Fractal analysis of Huanglashi and Huangtupo landslides in three gorges, Changjiang River, China. Earth Sci 25(1):61–65 (in Chinese with English abstract)
Zurück zum Zitat Xia Y, Zhu R (1996) Study on sliding mechanism and stability evaluation for Xintan landslide in three gorges of the Changjiang River. Chin J Geol Hazard Control 7(3):48–54 (in Chinese with English abstract) Xia Y, Zhu R (1996) Study on sliding mechanism and stability evaluation for Xintan landslide in three gorges of the Changjiang River. Chin J Geol Hazard Control 7(3):48–54 (in Chinese with English abstract)
Zurück zum Zitat Yang J, Jian W, Yang H, Zhang J (2012) Dynamic variation rule of phreatic line in Huangtupo landslide in Three Gorges Reservoir area. Rock Soil Mech 33(3):853–858 (in Chinese with English abstract) Yang J, Jian W, Yang H, Zhang J (2012) Dynamic variation rule of phreatic line in Huangtupo landslide in Three Gorges Reservoir area. Rock Soil Mech 33(3):853–858 (in Chinese with English abstract)
Metadaten
Titel
Landslide susceptibility analysis based on ArcGIS and Artificial Neural Network for a large catchment in Three Gorges region, China
verfasst von
Renneng Bi
Markus Schleier
Joachim Rohn
Dominik Ehret
Wei Xiang
Publikationsdatum
01.09.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 6/2014
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-014-3100-5

Weitere Artikel der Ausgabe 6/2014

Environmental Earth Sciences 6/2014 Zur Ausgabe