Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches

Journal of the Indian Society of Remote Sensing

Volumn 38, Issue 2, 2010, Pages 301-320

  Pradhan, B ^a  

^a DRESDEN UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

Frequency ratio; Fuzzy logic; GIS; Landslides; Malaysia; Multivariate logistic regression; Remote sensing; Susceptibility

Indexed keywords

ACCURACY ASSESSMENT; AERIAL PHOTOGRAPH; CATCHMENT; DATA SET; DATABASE; FUZZY MATHEMATICS; GEOLOGICAL MAPPING; GIS; IMAGE PROCESSING; LAND COVER; LANDSAT; LANDSLIDE; MULTIVARIATE ANALYSIS; NUMERICAL MODEL; PRECIPITATION (CLIMATOLOGY); REGRESSION ANALYSIS; REMOTE SENSING; SATELLITE IMAGERY; TOPOGRAPHIC MAPPING;

MALAYSIA;

EID: 78650613649     PISSN: 0255660X     EISSN: 09743006     Source Type: Journal    
DOI: 10.1007/s12524-010-0020-z     Document Type: Article

References (55)

1. AlFugara AM, Pradhan B and Mohamed TA (2009) Enhancement of satellite image classification using object oriented and fuzzy logic approach. Applied Geomatics, artificial neural networks and their comparison with frequency ratio and bivariate logistic regression. Environ Modell Softw 25(6): 747-759.
2. Atkinson PM and Massari R (1998) Generalized linear modeling of susceptibility to land sliding in the central Apennines, Italy. Comput Geosci 24: 373-385.
3. Baeza C and Corominas J (2001) Assessment of shallow landslide susceptibility by means of multivariate statistical techniques. Earth Surf Proc Land 26: 1127-1263.
4. Bonham-Carter GF (1994) Geographic Information Systems for Geoscientists: Modelling with GIS.
5. Carro M, De Amicis M, Luzi L and Marzorati S (2003) The application of predictive modeling techniques to landslides induced by earthquakes, the case study of the 26 September 1997 Umbria-Marche earthquake (Italy). Eng Geol, 69: 139-159.
6. Chow WS, Zakaria M, Ferdaus A Nurzaidi A (2003) Geological Terrain Mapping. JMG Unpublished Report, JMG. SWP. GS 16/2003.
7. Chung CF and Fabbri AG (2003) Validation of spatial prediction models for landslide hazard mapping. Nat Hazards 30: 451-472.
8. Clerici A, Perego S, Tellini C and Vescovi P (2002) A procedure for landslide susceptibility zonation by the conditional analysis method. Geomorphology, 48: 349-364.
9. Cobbing EJ, Pitfield PEJ, Darbyshire DPE and Mallick, DIJ (1992) The Granites of Southeast Asian tin belt. British Geolological Survey Oversea Memoir 10.
10. Dai FC and Lee, CF (2002) Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong. Geomorphology 42: 213-228.
11. Dai FC, Lee CF, Li J and Xu ZW (2001) Assessment of landslide susceptibility on the natural terrain of Lantau Island, Hong Kong. Environ Geol 40: 381-391.
12. Donati L and Turrini MC (2002) An objective method to rank the importance of the factors predisposing to landslides with the GIS methodology, application to an area of the Apennines (Valnerina; Perugia, Italy). Eng Geol 63: 277-289.
13. Ercanoglu M and Gokceoglu, C (2002) Assessment of landslide susceptibility for a landslide-prone area (north of Yenice, NW Turkye) by fuzzy approach. Environ Geol 41: 720-730.
14. Gokceoglu C Sonmez, H and Ercanoglu M (2000) Discontinuity controlled probabilistic slope failure risk maps of the Altindag (settlement) region in Turkey. Eng Geol 55: 277-296.
15. Guzzetti F Carrarra, A Cardinali M and Reichenbach, P (1999) Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study. Central Italy. Geomorphology 31: 181-216.
16. Jibson WR Edwin, LH and John, AM (2000) A method for producing digital probabilistic seismic landslide hazard maps. Eng Geol 58: 271-289.
17. Lee S and Min K (2001) Statistical analysis of landslide susceptibility at Yongin, Korea. Environ Geol 40: 1095-1113.
18. Lee S, Chwae U and Min K (2002a) Landslide susceptibility mapping by correlation between topography and geological structure: the Janghung area, Korea. Geomorphology 46: 49-162.
19. Lee S, Choi J and Min K (2002b) Landslide susceptibility analysis and verification using the Bayesian probability model. Environ Geol 43: 120-131.
20. Lee S, Ryu JH, Min K and Won JS (2003a) Landslide susceptibility analysis using GIS and artificial neural network. Earth Surf Proc Land 27: 1361-1376.
21. Lee S, Ryu JH, Lee MJ and Won JS (2003b) Landslide susceptibility analysis using artificial neural network at Boun, Korea. Environ Geol 44: 820-833.
22. Lee S and Choi U (2003c) Development of GIS-based geological hazard information system and its application for landslide analysis in Korea. Geoscience Journal 7: 243-252.
23. Lee S, Ryu JH, Won JS and Park HJ (2004a) Determination and application of the weights for landslide susceptibility mapping using an artificial neural network. Eng Geol 71: 289-302.
24. Lee S, Choi J and Min K (2004b) Probabilistic landslide hazard mapping using GIS and remote sensing data at Boun, Korea. Int J Remote Sens 25: 2037-2052.
25. Lee S and Pradhan B (2007) Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models. Landslides 4: 33-41.
26. Lee S and Pradhan B (2006) Probabilistic landslide risk mapping at Penang Island, Malaysia. J Earth Syst Sci 115(6): 661-672.
27. Luzi L, Pergalani F and Terlien MTJ (2000) Slope vulnerability to earthquakes at sub-regional scale, using probabilistic techniques and geographic information systems. Eng Geol 58: 313-336.
28. Ohlmacher GC and Davis, JC (2003) Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansa, USA. Eng Geol 69: 331-343.
29. Parise M and Jibson WR (2000) A seismic landslide susceptibility rating of geologic units based on analysis of characteristics of landslides triggered by the 17 January, 1994 Northridge, California earthquake. Eng Geol 58: 251-270.
30. Pistocchi A Luzi, L and Napolitano P (2002) The use of predictive modeling techniques for optimal exploitation of spatial databases: a case study in landslide hazard mapping with expert system-like methods. Environ Geol 41: 765-775.
31. Pradhan B and Lee S (2007) Utilization of optical remote sensing data and GIS tools for regional landslide hazard analysis by using an artificial neural network model. Earth Science Frontier 14(6): 143-152.
32. Pradhan B and Lee S (2009) Landslide risk analysis using artificial neural network model focusing on different training sites. Int J Phys Sci 3(11): 1-15.
33. Pradhan B (2010) Remote sensing and GIS-based landslide hazard analysis and cross-validation using multivariate logistic regression model on three test areas in Malaysia. Adv Space Res 45(10): 1244-1256.
34. Pradhan B and Lee S (2010a) Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models. Environ Earth Sciences 60: 1037-1054.
35. Pradhan B and Lee S (2010b) Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling. Environ Modell Softw 25(6): 747-759.
36. Pradhan B and Lee S (2010c) Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia. Landslides 7(1): 13-30.
37. Pradhan B, Lee S and Buchroithner MF (2009) Use of geospatial data for the development of fuzzy algebraic operators to landslide hazard mapping: a case study in Malaysia. Applied Geomatics 1: 3-15.
38. Pradhan B, Lee S and Buchroithner MF (2010a) Remote sensing and GIS-based landslide susceptibility analysis and its cross-validation in three test areas using a frequency ratio model. Photogramm Fernerkun 1: 17-32.
39. Pradhan B, Lee S and Buchroithner MF (2010b) A GIS-based back-propagation neural network model and its cross application and validation for landslide susceptibility analyses. Comput Environ Urban 34: 216-235.
40. Pradhan B, Lee S, Mansor S, Buchroithner MF, Jallaluddin N and Khujaimah Z (2008) Utilization of optical remote sensing data and geographic information system tools for regional landslide hazard analysis by using binomial logistic regression model. J Appl Remote Sens 2: 1-11.
41. Pradhan B, Singh RP and Buchroithner MF (2006) Estimation of stress and its use in evaluation of landslide prone regions using remote sensing data. Adv Space Res 37: 698-709.
42. Rautelal P and Lakhera RC (2000) Landslide risk analysis between Giri and Tons Rivers in Himachal Himalaya (India). International Journal of Applied Earth Observation and Geoinformation 2: 153-160.
43. Rece A and Capolongo D (2002) Probabilistic modeling of uncertainties in earthquake-induced landslide hazard assessment. Comput Geosci 28: 735-749.
44. Remondo J, Gonzalez A, Diaz de Teran JR, Cendrero A, Fabbri AG and Chung CJF (2003) Validation of landslide susceptibility maps: examples and applications from a case study in Northern Spain. Nat Hazards 30: 437-449.
45. Romeo R (2000) Seismically induced landslide displacements: a predictive model. Eng Geol 58: 337-351.
46. Rowbotham D and Dudycha DN (1998) GIS modeling of slope stability in Phewa Tal watershed, Nepal. Geomorphology 26: 151-170.
47. Shou KJ and Wang CF (2003) Analysis of the Chiufengershan landslide triggered by the 1999 Chi-Chi earthquake in Taiwan. Eng Geol 68: 237-250.
48. Temesgen B Mohammed, MU and Korme T (2001) Natural hazard assessment using GIS and remote sensing methods, with particular reference to the landslides in the Wondogenet area, Ethiopia. Phys Chem Earth (C) 26: 665-675.
49. Vijith H and Madhu G (2008) Estimating potential landslide sites of an upland sub-watershed in Western Ghat's of Kerala (India) through frequency ratio and GIS. Environ Geol 55(7): 1397-1405.
50. Vijith H and Madhu G (2007) Application of GIS and frequency ratio model in mapping the potential surface failure sites in the Poonjar sub-watershed of Meenachil river in Western ghats of Kerala. Indian Soc Remote Sens, 35(3): 275-285.
51. Youssef AM, Pradhan B, Gaber AFD and Buchroithner, MF (2009). Geomorphological hazard analysis along the Egyptain red sea coast between Safaga and Quseir. Nat Hazard Earth Sys 9(9): 751-766.
52. Zadeh LA (1965) Fuzzy sets. Information and Control 8: 338-253.
53. Zhou G. Esaki T. Mitani Y. Xie M and Mori J (2003) Spatial probabilistic modeling of slope failure using an integrated GIS Monte Carlo simulation approach. Eng Geol 68: 373-386.
54. Zhou CH, Lee CF, Li J and Xu ZW (2002) On the spatial relationship between landslides and causative factors on Lantau Island, Hong Kong. Geomorphology 43: 197-207.
55. Zimmerman HZ (1996) Fuzzy sets theory and its applications, Kluwer Academic Publishers, Dordrecht.