Landslide risk analysis using artificial neural network model focussing on different training sites

作者: Biswajeet Pradhan , Saro Lee

DOI: 10.5897/IJPS.9000343

关键词: GeologyHazard mapSatellite imagerySpatial databaseRisk analysis (engineering)LandslideHazardLand coverPopulationHazard analysis

摘要: This paper presents landslide hazard and risk analysis using remote sensing data, GIS tools artificial neural network model. Landslide locations were identified in the study area from interpretation of aerial photographs field surveys. Topographical geological data satellite images collected, processed, constructed into a spatial database image processing. These factors used with to analyze hazard. Each factor’s weight was determined by back-propagation training method. Then indices calculated trained weights, map created tools. verify results maps compare them. The verified location compared model all cases. accuracy observed 83, 72, 82, 79 81% for sites 1, 2, 3, 4 5 respectively. efficiently large volume proved be an effective tool analysis. Further, has been performed DEM, distance zone, land cover damageable objects at risk. DEM delineate catchments served as mask extract highest zones area. Risk produced overlying techniques GIS. information could estimate population, property existing infrastructure like transportation network.

参考文章(54)
Alberto Refice, Domenico Capolongo, Probabilistic modeling of uncertainties in earthquake-induced landslide hazard assessment Computers & Geosciences. ,vol. 28, pp. 735- 749 ,(2002) , 10.1016/S0098-3004(01)00104-2
P.M. Atkinson, R. Massari, Generalised linear modelling of susceptibility to landsliding in the Central Apennines, Italy Computers & Geosciences. ,vol. 24, pp. 373- 385 ,(1998) , 10.1016/S0098-3004(97)00117-9
Mehmet L�tfi S�zen, Vedat Doyuran, A comparison of the GIS based landslide susceptibility assessment methods: multivariate versus bivariate Environmental Earth Sciences. ,vol. 45, pp. 665- 679 ,(2004) , 10.1007/S00254-003-0917-8
M. C. Tunusluoglu, C. Gokceoglu, H. A. Nefeslioglu, H. Sonmez, Extraction of potential debris source areas by logistic regression technique: a case study from Barla, Besparmak and Kapi mountains (NW Taurids, Turkey) Environmental Earth Sciences. ,vol. 54, pp. 9- 22 ,(2008) , 10.1007/S00254-007-0788-5
S Lee, Jasmi Abdul Talib, Probabilistic landslide susceptibility and factor effect analysis Environmental Earth Sciences. ,vol. 47, pp. 982- 990 ,(2005) , 10.1007/S00254-005-1228-Z
C. F. Lee, J. Li, Z. W. Xu, F. C. Dai, Assessment of landslide susceptibility on the natural terrain of Lantau Island, Hong Kong Environmental Earth Sciences. ,vol. 40, pp. 381- 391 ,(2001) , 10.1007/S002540000163
C. Gokceoglu, H. Sonmez, M. Ercanoglu, Discontinuity controlled probabilistic slope failure risk maps of the Altindag (settlement) region in Turkey Engineering Geology. ,vol. 55, pp. 277- 296 ,(2000) , 10.1016/S0013-7952(99)00083-6