Landslide susceptibility zonation mapping and its validation in part of Garhwal Lesser Himalaya, India, using binary logistic regression analysis and receiver operating characteristic curve method

Landslides

Volumn 6, Issue 1, 2009, Pages 17-26

  Mathew, John ^a   Jha, V K ^a   Rawat, G S ^b  

^a INDIAN SPACE RESEARCH ORGANISATION   (India)

^b H N B GARHWAL UNIVERSITY   (India)

Author keywords

Binary logistic regression; GIS; Landslide

Indexed keywords

BINARY LOGISTIC REGRESSION; GIS; LANDSLIDE HAZARDS; LANDSLIDE SUSCEPTIBILITIES; LESSER HIMALAYA; LOGISTIC REGRESSION ANALYSIS; LOGISTIC REGRESSION MODELS; MAIN BOUNDARY THRUSTS; MAXIMUM LIKELIHOOD ESTIMATION METHODS; MULTIVARIATE STATISTICAL METHODS; PREDICTOR VARIABLES; QUANTITATIVE APPROACHES; RECEIVER OPERATING CHARACTERISTIC CURVE ANALYSIS; RECEIVER OPERATING CHARACTERISTIC CURVES; REGRESSION MODELS; SLOPE FAILURES; SLOPE INSTABILITIES; SPATIAL DISTRIBUTIONS; SPATIAL MODELLING; STUDY AREAS;

DATA PROCESSING; GEOGRAPHIC INFORMATION SYSTEMS; LANDSLIDES; LOGISTICS; MAXIMUM LIKELIHOOD ESTIMATION; METAL ANALYSIS; MULTIVARIANT ANALYSIS; PROBABILITY DENSITY FUNCTION; SIZE DISTRIBUTION; STATISTICS;

REGRESSION ANALYSIS;

DATABASE; GIS; HAZARD MANAGEMENT; LANDSLIDE; MAXIMUM LIKELIHOOD ANALYSIS; MULTIVARIATE ANALYSIS; REGRESSION ANALYSIS; SLOPE FAILURE; SLOPE STABILITY; SPATIAL DISTRIBUTION; THRUST; ZONATION;

ASIA; EURASIA; GARHWAL HIMALAYAS; HIMALAYAS; INDIA; SOUTH ASIA; UTTARAKHAND;

EID: 64949087750     PISSN: 1612510X     EISSN: 16125118     Source Type: Journal    
DOI: 10.1007/s10346-008-0138-z     Document Type: Article

References (43)

1. R Anbalagan 1992 Landslide hazard evaluation and zonation mapping in mountainous terrain Eng Geol 32 269 277
2. MK Arora AS Das Gupta RP Gupta 2004 An artificial neural network approach for landslide hazard zonation in the Bhagirathi (Ganga) Valley, Himalayas Int J Remote Sens 25 3 559 572
3. PM Atkinson R Massari 1998 Generalized linear modelling of susceptibility to landsliding in the central Apennines, Italy Comput Geosci 24 373 385
4. J Barredo A Benavides J Hervas C van Westen 2000 Comparing heuristic landslide hazard assessment techniques using GIS in the Tirajana basin, Gran Canaria Island, Spain JAG 2 1 9 23
5. Begueria S, Lorente A (2002) Landslide hazard mapping by multivariate statistics: comparison of methods and case study in the Spanish Pyrenees. Technical report. Instituto Pirenaico de Ecologia, Saragossa, p 19
6. A Carrara 1983 Multivariate models for landslide hazard evaluation Math Geol 15 3 403 427
7. Carrara A (1988) Landslide hazard mapping by statistical methods: a black-box approach. In: Proceeding of workshop on natural disaster in European Mediterranean Countries, Perugia, Italy, pp 205-224
8. Carrara A, Cardinalli M, Detti R, Guzzetti F, Pasquvi V, Reichenbach P (1990) Geographical information systems and multivariate models in landslide hazard evaluation. In: Proceeding of ALPS 90, Alpine Landslide Practical Seminar, Sixth International Conference and Field workshop on landslides, Milan, Italy, 31 August-12 September 1990, pp 17-28
9. A Carrara M Cardinalli R Detti F Guzzetti V Pasquvi P Reichenbach 1991 GIS techniques and statistical models in evaluating landslide hazard Earth Surf Processes Landf 16 5 427 445
10. A Carrara M Cardinalli F Guzzetti 1992 Uncertainty in assessing landslide hazard and risk ITC J 2 172 183
11. A Carrara G Crosta P Frattini 2003 Geomorphological and historical data in assessing landslide hazard Earth Surf Processes Landf 28 1125 1142
12. FC Dai CF Lee 2002 Landslide characteristics and slope instability modelling using GIS in Lantau Island, Hong Kong Geomorphology 42 213 238
13. FC Dai CF Lee J Li ZW Xu 2001 Assessment of landslide susceptibility on the natural terrain of Lantau Island, Hong Kong Environ Geol 40 381 391
14. Davis JC, Ohlmacher GC (2002) Landslide hazard prediction using generalized logistic regression. In: Proceedings of 8th Annual Conference of the International Association for Mathematical Geology, Berlin, Germany, pp 501-506
15. L Donati MC Turrini 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
16. Gorsevski PV, Gessler P, Foltz RB (2000a) Spatial prediction of landslide hazard using discriminant analysis and GIS. In: Proceedings of GIS in the Rockies 2000: Conference and Workshop Applications for the 21st Century, Denver, Colorado, 25 - 27 September 2000, p 10
17. Gorsevski PV, Gessler PE, Foltz RB (2000b) Spatial prediction of landslide hazard using logistic regression and GIS. In: Proceedings of the 4th International Conference on Integrating GIS and Environmental Modelling: Problems, Prospects and Research Needs, Banff, Alberta, 2-8 September 2000, p 10
18. GSI (2005) Geological quadrangle map 53J. Geological Survey of India, Calcutta
19. RP Gupta BC Joshi 1990 Landslide hazard zoning using the GIS approach-a case study from the Ramganga Catchment, Himalayas Eng Geol 28 119 131
20. V Gupta MP Sah NS Virdi SK Bartarya 1993 Landslide hazard zonation in the Upper Satlej Valley, District Kinnaur, Himachal Pradesh J Himal Geol 4 81 93
21. RP Gupta AK Saha MK Arora A Kumar 1999 Landslide hazard zonation in a part of Bhagirathy Valley, Garhwal Himalayas, using integrated remote sensing-GIS J Himal Geol 20 2 71 85
22. Hair JF, Black B, Babin B, Anderson RE, Tatham RL (2006) Multivariate data analysis, 6th edn. Prentice Hall, London, p 928
23. JA Hanley BJ McNeil 1982 The meaning and use of the area under a receiver operating characteristic (ROC) curve Radiology 143 1 29 36
24. Johnson DE (1998) Applied multivariate methods for data analysis. Duxbury, Pacific Grove
25. DP Kanungo MK Arora S Sarkar RP Gupta 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 85 347 366
26. Kleinbaum DG (1994) Logistic regression: a self learning text. Springer, New York, p 282
27. S Lee 2005 Application of logistic regression model and its validation for landslide susceptibility mapping using GIS and remote sensing data Int J Remote Sens 26 7 1477 1491
28. Lee S, Evangelista DG (2005) Landslide susceptibility mapping using probability and statistics models in Baguio City, Philippines. In: Proceedings of the 31st International Symposium on remote sensing of environment, 20-24 June, 2005, St. Petersburg, Russia, p 4
29. S Lee K Min 2001 Statistical analysis of landslide susceptibility at Yongin, Korea Environ Geol 40 1095 1113
30. S Lee JH Ryu MJ Lee JS Won 2006 The application of artificial neural networks to landslide susceptibility mapping at Janghung, Korea Math Geol 38 2 199 220
31. J Mathew VK Jha GS Rawat 2007 Weights of evidence modelling for landslide hazard zonation mapping in part of Bhagirathi valley, Uttarakhand Curr Sci 92 5 628 638
32. NRSA (2001) Landslide hazard zonation mapping along the corridors of the pilgrimage routes in Uttaranchal Himalaya. Technical document, NRSA, Department of Space, India
33. GC Ohlmacher JC Davis 2003 Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA Eng Geol 69 331 343
34. AK Pachauri M Pant 1992 Landslide hazard mapping based on geological attributes Eng Geol 32 81 100
35. Panikkar SV (1995) Landslide hazard zonation in Mussoorie Hills. Ph.D. Thesis, Department of Earth Sciences, IIT Bombay, p 136
36. SV Panikkar V Subramanyan 1996 A geomorphic evaluation of landslides around Dehradun and Mussoorie, Uttar Pradesh, India Geomorphology 15 169 181
37. G Philip KV Ravindran J Mathew 2003 Mapping the Nidar ophiolite complex of the Indus Suture Zone, Northwestern-Trans Himalaya using IRS-1C/1D data Int J Remote Sens 24 24 4979 4994
38. AK Saha RP Gupta MK Arora 2002 GIS-based landslide hazard zonation in a part of the Himalayas Int J Remote Sens 23 357 369
39. AK Saha RP Gupta I Sarkar MK Arora E Csaplovics 2005 An approach for GIS-based statistical landslide susceptibility zonation-with a case study in the Himalayas Landslides 2 61 69
40. Suzen ML (2002) Data driven landslide hazard assessment using geographical information systems and remote sensing. Ph.D. Thesis, Middle East Technical University, Turkey, p 196
41. M Süzen V Doyuran 2004 A comparison of the GIS based landslide susceptibility assessment methods: multivariate versus bivariate Environ Geol 45 5 665 679
42. Valdiya KS (1980) Geology of Kumaun lesser Himalaya. Wadiya Institute of Himalayan Geology, Dehradun, p 291
43. MH Zweig G Campbell 1993 Receiver operating characteristic plots: a fundamental evaluation tool in clinical medicine Clinical Chemistry 39 4 561 577