Manifestation of an advanced fuzzy logic model coupled with Geo-information techniques to landslide susceptibility mapping and their comparison with logistic regression modelling

Environmental and Ecological Statistics

Volumn 18, Issue 3, 2011, Pages 471-493

  Pradhan, Biswajeet ^a  

^a DRESDEN UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

Fuzzy membership; Fuzzy relations; GIS; Landslide susceptibility; Malaysia; Remote sensing

Indexed keywords

AERIAL PHOTOGRAPHY; FUZZY MATHEMATICS; GEOLOGICAL MAPPING; GIS; LANDSLIDE; REGRESSION ANALYSIS; REMOTE SENSING; SATELLITE IMAGERY;

MALAYSIA; SELANGOR; WEST MALAYSIA;

EID: 80051846342     PISSN: 13528505     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10651-010-0147-7     Document Type: Article

References (61)

1. Atkinson PM, Massari R (1998) Generalized linear modeling of susceptibility to landsliding in the central Apennines, Italy. Comput Geosci 24: 373-385.
2. Baeza C, Corominas J (2001) Assessment of shallow landslide susceptibility by means of multivariate statistical techniques. Earth Surf Proc Land 26: 1251-1263.
3. Begueri{dotless}a S (2006) Validation and evaluation of predictive models in hazard assessment and risk management. Nat Hazards 37(3): 315-329.
4. Binaghi E, Luzi L, Madella P, Pergalani F, Rampini A (1998) Slope instability zonation: a comparison between certainty factor and fuzzy Dempster-Shafer approaches. Nat Hazards 17(1): 77-97.
5. Bonham-Carter GF (1994) Geographic information systems for geoscientists. Modelling with GIS.
6. Carro M, De Amicis M, Luzi L, 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.
7. Catani F, Casagli N, Ermini L, Righini G, Menduni G (2005) Landslide hazard and risk mapping at catchment scale in the Arno River basin. Landslides 2(4): 329-343.
8. Champatiray PK, Dimri S, Lakhera RC, Sati Santosh (2007) Fuzzy-based method for landslide hazard assessment in active seismic zone of Himalaya. Landslides 4: 101-111.
9. Chung CF, Fabbri AG (1999) Probabilistic prediction models for landslide hazard mapping. Photogramm Eng Rem S 65(12): 1389-1399.
10. Dahal RK, Hasegawa S, Nonomura S, Yamanaka M, Masuda T, Nishino K (2008) GIS-based weights-of-evidence modelling of rainfall-induced landslides in small catchments for landslide susceptibility mapping. Environ Geol 54(2): 314-324.
11. Ercanoglu M, Gokceoglu C (2002) Assessment of landslide susceptibility for a landslide-prone area (north of Yenice, NW Turkey) by fuzzy approach. Environ Geol 41: 720-730.
12. Ermini L, Catani F, Casagli N (2005) Artificial neural networks applied to landslide susceptibility assessment. Geomorphology 66(1-4): 327-343.
13. Gokceoglu C, Sonmez H, Ercanoglu M (2000) Discontinuity controlled probabilistic slope failure risk maps of the Altindag (settlement) region in Turkey. Eng Geol 55: 277-296.
14. Gomez HT, Kavzoglu T (2005) Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela. Eng Geol 78(1-2): 11-27.
15. Guzzetti F, Carrarra A, Cardinali M, Reichenbach P (1999) Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy. Geomorphol 31: 181-216.
16. Hines JW (1997) Fuzzy and neural approaches in engineering. John Wiley and Sons Inc, New York, p 210.
17. Juang CH, Lee DH, Sheu C (1992) Mapping slope failure potential using fuzzy sets. J Geotech Eng 118(3): 475-494.
18. Kanungo DP, Arora MK, Sarkar S, Gupta RP (2006) A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas. Eng Geol 85(3-4): 347-366.
19. Lee S (2005) Application of logistic regression model and its validation for landslide susceptibility mapping using GIS and remote sensing data. Int J Remote Sens 26: 1477-1491.
20. Lee S (2007) Comparison of landslide susceptibility maps generated through multiple logistic regression for three test areas in Korea. Earth Surf Proc Land 32: 2133-2148.
21. Lee S (2007) Application and verification of fuzzy algebraic operators to landslide susceptibility mapping. Environ. Geol 52: 615-623.
22. Lee S, Min K (2001) Statistical analysis of landslide susceptibility at Yongin, Korea. Environ Geol 40: 1095-1113.
23. Lee S, Chwae U, Min K (2002) Landslide susceptibility mapping by correlation between topography and geological structure: the Janghung area, Korea. Geomorphology 46: 49-162.
24. Lee S, Choi J, Min K (2002) Landslide susceptibility analysis and verification using the Bayesian probability model. Environ Geol 43: 120-131.
25. Lee S, Evangelista DG (2006) Earthquake induced landslide susceptibility mapping using an artificial neural network. Nat Hazard Earth Sys 6: 687-695.
26. Lee S, Pradhan B (2006) Probabilistic landslide risk mapping at Penang Island, Malaysia. J Earth Sys Sci 115(6): 661-672.
27. Lee S, Pradhan B (2007) Utilization of optical remote sensing data and GIS tools for regional landslide hazard analysis by using an artificial neural network model at Selangor, Malaysia. Earth Sci Front 14(6): 143-151.
28. Lee S, Ryu JH, Min K, Won JS (2003) Landslide susceptibility analysis using GIS and artificial neural network. Earth Surf Proc Land 27: 1361-1376.
29. Lee S, Ryu JH, Lee MJ, Won JS (2003) Landslide susceptibility analysis using artificial neural network at Boun, Korea. Environ Geol 44: 820-833.
30. Lee S, Choi U (2003) Development of GIS-based geological hazard information system and its application for landslide analysis in Korea. Geosci J 7: 243-252.
31. 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.
32. Lee S, Choi J, Min K (2004) Probabilistic landslide hazard mapping using GIS and remote sensing data at Boun, Korea. Int J Remote Sens 25: 2037-2052.
33. Neaupane KM, Achet SH (2004) Use of backpropagation neural network for landslide monitoring: a case study in the higher Himalaya. Eng Geol 74(3-4): 213-226.
34. Nefeslioglu HA, Sezer E, Gokceoglu C, Bozkir AS, Duman TY (2010) Assessment of landslide susceptibility by decision trees in the metropolitan area of Istanbul, Turkey. Math Probl Eng (article on-line first available), doi: 10. 1155/2010/901095.
35. Oh HJ, Lee S, Chotikasathien W, Kim CH, Kwon JH (2009) Predictive landslide susceptibility mapping using spatial information in the Pechabun area of Thailand. Environ Geol 57: 641-651.
36. Ohlmacher GC, Davis JC (2003) Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansa, USA. Eng Geol 69: 331-343.
37. Pontius R, Schneider LC (2001) Landcover change model validation by an ROC method for the Ipswich watershed, Massachusetts, USA. Agric Ecosyst Environ 85: 239-248.
38. 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.
39. Pradhan B, Lee S (2008) Utilization of optical remote sensing data and GIS tools for regional landslide hazard analysis by using an artificial neural network model at Selangor, Malaysia. Earth Sci Front 14(6): 143-152.
40. Pradhan B, Lee S (2009) Landslide risk analysis using artificial neural network model focusing on different training sites. Int J Phys Sci 3(11): 1-15.
41. Pradhan B, 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 Sci 60: 1037-1054.
42. Pradhan B, Lee S (2010b) Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modeling. Environ Modell Softw 25(6): 747-759.
43. Pradhan B, Lee S (2010c) Regional landslide susceptibility analysis using backpropagation neural network model at Cameron Highland, Malaysia. Landslides 7(1): 13-30.
44. Pradhan B, Youssef AM (2009) Manifestation of remote sensing data and GIS for landslide hazard analysis using spatial-based statistical models. Arabian J Geosci (article on-line first available). doi: 10. 1007/s12517-009-0089-2.
45. Pradhan B, Lee S, Buchroithner MF (2009) Use of geospatial data for the development of fuzzy algebraic operators to landslide hazard mapping: a case study in Malaysia. Appl Geomat 1: 3-15.
46. Pradhan B, Lee S, Buchroithner M (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.
47. Pradhan B, Lee S, Buchroithner MF (2010b) A GIS-based back-propagation neural network model and its cross-application and validation for landslide susceptibility analyses. Comput Environ Urban Sys 34: 216-235.
48. Pradhan B, Sezer E, Gokceoglu C, Buchroithner MF (2010c) Landslide susceptibility mapping by neuro-fuzzy approach in a landslide prone area (Cameron Highlands, Malaysia). IEEE T Geoscie Remote 48(10): 1-14.
49. Pradhan B, Singh RP, 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.
50. Pradhan B, Lee S, Mansor S, Buchroithner MF, Jallaluddin N, Khuzaimah 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.
51. Remondo J, Gonzalez A, Diazde Teran JR, Cendrero A, Fabbri AG, Chung FC-J (2003) Validation of landslide susceptibility maps: examples and applications from a case study in Northern Spain. Nat Hazards 30: 437-449.
52. Saboya F Jr, Alves MG, Pinto WD (2006) Assessment of failure susceptibility of soil slopes using fuzzy logic. Eng Geol 86: 211-224.
53. Shou KJ, Wang CF (2003) Analysis of the Chiufengershan landslide triggered by the 1999 Chi-Chi earthquake in Taiwan. Eng Geol 68: 237-250.
54. Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240: 1285-1293.
55. van Westen CJ, Seijmonsbergen AC, Mantovani F (1999) Comparing landslide hazard maps. Nat Hazards 20(2-3): 137-158.
56. Varnes DJ (1984) Landslide hazard zonation: a review of principles and practice. Nat Hazards 3: 63.
57. Wang HB, Sassa K (2005) Comparative evaluation of landslide susceptibility in Minamata area, Japan. Environ Geol 47: 956-966.
58. Xie M, Esaki T, Cai M (2004) A time-space based approach for mapping rainfall-induced shallow landslide hazard. Environ Geol 46: 840-850.
59. Youssef AM, Pradhan B, Gaber AFD, Buchroithner MF (2009) Geomorphological hazard analysis along the Egyptian Red Sea Coast between Safaga and Quseir. Nat Hazard Earth Sys 9: 751-766.
60. Zadeh LA (1965) Fuzzy sets. Inf Control 8: 253-338.
61. Zimmerman HZ (1996) Fuzzy sets theory and its applications. Kluwer, Dordrecht.