Assessing landslide hazard using artificial neural network: Case study of Mazandaran, Iran

Carpathian Journal of Earth and Environmental Sciences

Volumn 6, Issue 1, 2011, Pages 251-261

  Farrokhzad, Farzad ^a   Choobbasti, Asskar Janalizadeh ^a   Barari, Amin ^b   Ibsen, Lars Bo ^b  

^a BABOL NOSHIRVANI UNIVERSITY OF TECHNOLOGY   (Iran)

^b AALBORG UNIVERSITY   (Denmark)

Author keywords

Artificial neural network; Expert system; Geology; Landslides; Mazandaran

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CONFIDENCE INTERVAL; EXPERT SYSTEM; FAILURE ANALYSIS; GUIDELINE; HAZARD ASSESSMENT; HAZARD MANAGEMENT; LAND USE PLANNING; LANDSLIDE; PROBABILITY; SHEAR STRESS; SLOPE FAILURE; SLOPE STABILITY; STABILITY ANALYSIS;

IRAN; MAZANDARAN;

EID: 80055101751     PISSN: 18424090     EISSN: 1844489X     Source Type: Journal    
DOI: None     Document Type: Article

References (34)

1. Asadian, F., Arzjani, Z. & Varavipour, M. 2010. Changes of microenvironment in Gilan city due to landslides. Carpathian Journal of Earth and Environmental Sciences, 5(1), 93-102.
2. Ayalew, L., Yamagishi, H., & Ugawa, N. 2004. Landslide susceptibility mapping using GIS-based weighted linear combination, the case in Tsugawa area of Agano River. Niigata Prefecture, Japan, Landslides, 1(1), 73-81.
3. Bishop, A. W. 1955. The Use of the Slip Circle in the Stability Analysis of Slope. Geotechnique, 5(1), 7-17.
4. Bishop, A., Hutchinson, W., J. Penman N., & Evans, H. E. 1969. Geotechnical Investigations into the Causes and Circumstances of the Disaster of 21st October 1966. Welsh Office, H.M.S.O., London, England, 1-80.
5. Cal, Y. 1995. Soil classification by neural-network. Advances in Engineering Software, 22(2), 95-97.
6. Champati ray, P. K., Dimri, S., Lakhera, R. C. & Sati, Santosh. 2007. Fuzzy-based method for landslide hazard assessment in active seismic zone of Himalaya. Landslides, 4(2), 101-111.
7. Chan, W. T., Chow, y. K. & Liu, L. F. 1995. Neural network: An alternative to pile driving formulas, J. Computers and Geotechnics, 17, 135-156.
8. Choobbasti, A. J., Barari, A., Farrokhzad, F.& Safaei, M. 2009a. Mitigation of Savadkouh Landslide Using Non-woven Geotextiles, Australian Journal of Basic and Applied Sciences, 3(2), 395-406.
9. Choobbasti, A. J., Farrokhzad, F.& Barari, A. 2009b. Prediction of slop stability using artificial neural network. Arabian Journal of Geosciences, 2(4), 311-319.
10. Christiansen, E. A. 1983. The Denholm Landslide, Saskatchewan, Part I. Canadian Geotechnical Journal, 20, 197-207.
11. Corominas, J., Moya, J., Ledesma, A., Lloret, A. & Gili, J. A. 2005. Prediction of ground displacements and velocities from groundwater level changes at the Vallcebre landslide (Eastern Pyrenees, Spain). Landslides, 2(2) 83-96.
12. Cruden, D.M. & Varnes, D. J. 1996. Landslide types and processes. In: Turner A.K.; Shuster R.L. (eds) Landslides. Investigation and Mitigation. Transp Res Board, Spec Rep 247, 36-75.
13. Duncan, J. M. 1996. State of the art: limit equilibrium and finite-element analysis of slopes. Journal of Geotechnical Engineering, 122, 577-596.
14. Eckersley, J. D. 1990. Instrumented Laboratory Flow Slides. Geotechnique, 44(3), 489-502.
15. Ellis, G. W., Yao, C., Zhao, R., & Penumadu, D. 1995. Stress-strain modeling of sands using artificial neural networks. Journal of Geotechnical Engineering, ASCE, 121(5), 429-435.
16. Gokceoglu, C. & Sezer, E. 2009. A statistical assessment on international landslide literature (1945-2008). Landslides, 6(4), 345-351.
17. Havenith, H.B., Strom, A., Caceres, F. & Pirard. 2006. Analysis of landslide susceptibility in the Suusamyr region, Tien Shan: statistical and geotechnical approach. Landslides, 3(1), 39-50.
18. Hornik, K. 1991. Approximation capability of multilayer feed forward networks as universal approximators. Neural Networks, 4, 251-257.
19. Lee, S., Ryu, J.H. & Kim, I.S. 2007.Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: case study of Youngin, Korea. Landslides, 4(4), 327-338.
20. Lees, B. G. 1996. Neural networks applications in the geosciences, An introduction. Computer and Geosciences, 22, 955-957.
21. Penumadu, D. & Jean-Lou, C. 1997. Geomaterial modeling using artificial neural networks, Artificial Neural Networks for Civil Engineers: Fundamentals and Applications. ASCE, 160-184.
22. Penumadu, D. & Zhao, R. 1999. Triaxial compression behavior of sand and gravel using artificial neural networks (ANN). J. Computers and Geotechnics, 24, 207-230.
23. Remondo, J., Bonachea, J & Cendrero, A. 2005. A statistical approach to landslide risk modelling at basin scale: from landslide susceptibility to quantitative risk assessment. Landslides, 2(4), 321-328.
24. Riedmiller, M. & Braun, H. 1993. A direct adaptive method for faster backpropagation learning. The Rprop algorith.. Proc. Of the IEEE Int. Conf. On Neural Networks, San Francisco, 586-591.
25. Roscoe, K. H. 1967. Shear strength of soil other than Clay. Panel Discussion, Proc. Geotechnical Conf., Oslo, Session 3, 188.
26. Rumelhart, D. E., Hinton, G. E. & Williams, R. J. 1986. Learning Internal Representations by Error Propagation. In: Rumelhart DE, editor. Parallel Distributed Processing. Cambridge, MA: MIT Press, 318-362.
27. Saha, A. K. Gupta, R. P, Sarkar, I., Arora, M. K. & Csaplovics, E. 2005. An approach for GIS-based statistical landslide susceptibility zonation with a case study in the Himalayas. Landslides, 2(1), 61-69.
28. Sassa, K., Wang, G., Fukuoka, H., Wang, F., Ochiai, T., Sugiyama, M., & Sekiguchi, T. 2004. Landslide risk evaluation and hazard zoning for rapid and long-travel landslides in urban development areas. Landslides, 1(3), 231-235.
29. Sidarta, D. E. & Ghaboussi, J. 1998. Constitutive modeling of geomaterials from non-uniform material Tests, J. Computers & Geomechanics, 22(10), 53-71.
30. Sivakugan, N., Eckersley, J.D.& Li, H. 1998. Settlement predictions using neural networks. Australian Civil Engineering Transactions, CE40, 49-52.
31. Teh, C. I., Wong, K. S., Goh, A. T. C. & Jaritngam, S. 1997. Prediction of pile capacity using neural Network. J. Computing in Civil Engineering, ASCE, 11(2), 129-138.
32. Varnes, D.J. 1978. Slope movements and types and processes. Landslides Analysis and Control. Transportation Research Board Special Report, 11-33.
33. Zhu, J. H., Zaman, M. M. & Anderson, S. A. 1998a. Modeling of soil behavior with a recurrent neural Network. Canadian Geotech. J., 35(5), 858-872.
34. Zhu, J. H., Zaman, M. M. & Anderson, S. A. 1998b. Modelling of shearing behaviour of a residual soil with recurrent neural network. Int. J. Numerical and Analytical Methods in Geomechanics, 22(8), 671-687.