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

Environmental Earth Sciences

Volumn 72, Issue 6, 2014, Pages 1925-1938

  Bi, Renneng ^a,c   Schleier, Markus ^a   Rohn, Joachim ^a   Ehret, Dominik ^b   Xiang, Wei ^c  

^a UNIVERSITY OF ERLANGEN NUREMBERG   (Germany)

^b Regierungspräsidium Freiburg Dept 9   (Germany)

^c CHINA UNIVERSITY OF GEOSCIENCES   (China)

Author keywords

ArcGIS; Artificial Neural Network; Landslide causative factors; Landslide susceptibility; Three Gorges Reservoir

Indexed keywords

CATCHMENTS; FORESTRY; INPUT OUTPUT PROGRAMS; LITHOLOGY; NEURAL NETWORKS; RUNOFF; WATER;

ARCGIS; BACK-PROPAGATION TRAINING ALGORITHMS; DIGITAL ELEVATION MODEL; LANDSLIDE DISTRIBUTIONS; LANDSLIDE SUSCEPTIBILITY; SUSCEPTIBILITY ANALYSIS; THREE GORGES REGION; THREE GORGES RESERVOIR;

LANDSLIDES;

ALGORITHM; ARTIFICIAL NEURAL NETWORK; CATCHMENT; GIS; HAZARD ASSESSMENT; LANDSLIDE; MAPPING;

CHINA; THREE GORGES;

EID: 84907595854     PISSN: 18666280     EISSN: 18666299     Source Type: Journal    
DOI: 10.1007/s12665-014-3100-5     Document Type: Article

References (29)

1. Baum EB, Haussler D (1989) What size net gives valid generalization? Neural Comput 1: 151-160.
2. 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.
3. Chauhan S, Sharma M, Arora MK, Gupta NK (2010) Landslide susceptibility zonation through rating derived from artificial neural network. Int J Appl Earth Obs Geoinf 12: 340-350. doi: 10. 1016/j. jag. 2010. 04. 006.
4. 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.
5. Du J, Yin K, Lacasse S (2013) Displacement prediction in colluvial landslides, Three Gorges Reservoir, China. Landslides 10: 203-218. doi: 10. 1007/s10346-012-0326-8.
6. 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.
7. Fell R, Corominas J, Bonnard C, Cascini L, Leroi E, Savage ZW (2008) Guidelines for landslide susceptibility, hazard and risk zoning for land use planning. Eng Geol 102: 85-98. doi: 10. 1016/j. enggo. 2008. 03. 022.
8. 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.
9. Gomez H, Kavzoglu T (2005) Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela. Eng Geol 78: 11-27. doi: 10. 1016/j. enggo. 2004. 10. 004.
10. He KQ, Li XR, Yan XQ (2008) The landslides in the Three Gorges Reservoir Region, China and the effects of water storage and rain on their stability. Environ Geol 55: 55-63. doi: 10. 1007/s00254-007-0964-7.
11. 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).
12. IUGS (1997) Quantitative risk assessment for slopes and landslides-the state of the art. Landslide Risk Assessment, pp 3-12.
13. 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.
14. Kawabata D, Bandibas J (2009) Landslide susceptibility mapping using geological data, a DEM from Aster images and an Artificial Neural Network (ANN). Geomorphology 113: 97-109. doi: 10. 1016/j. geomorph. 2009. 06. 006.
15. Lee S, Ryu JH, Won JS, Park HJ (2004) Determination and application of the weights for landslide susceptibility mapping using an artificial neural network. Eng Geol 71: 289-302. doi: 10. 1016/s0013-7952(03)00142-X.
16. 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: 327-338.
17. Li DY, Yin KL, Leo C (2010) Analysis of Baishuihe landslide influenced by the effects of reservoir water and rainfall. Environ Earth Sci 60: 677-687. doi: 10. 1007/s12665-009-0206-2.
18. 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).
19. Luo XQ, Wang FW, Zhang ZH, Che A (2009) Establishing a monitoring network for an impoundment-induced landslide in Three Gorges Reservoir Area, China. Landslides 6: 27-37. doi: 10. 1007/s10346. 008. 0140. 5.
20. Neaupane KM, Achet SH (2004) Use of back-propagation neural network for landslide monitoring: a case study in the higher Himalaya. Eng Geol 74: 213-226. doi: 10. 1016/j. enggo. 2004. 03. 010.
21. 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.
22. 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.
23. 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.
24. 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.
25. Wang FW, Zhang YM, Huo ZT et al (2004) The July 14, 2003 Qianjiangping landslide, Three Gorges Reservoir, China. Landslides 1: 157-162. doi: 10. 1007/s10346-004-0020-6.
26. Wang HB, Xu WY, Xu RC (2005) Slope stability evaluation using back propagation neural networks. Eng Geol 80: 302-315. doi: 10. 1016/j. enggo. 2005. 06. 005.
27. 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).
28. 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).
29. 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).