Integrating the Analytical Hierarchy Process (AHP) and the frequency ratio (FR) model in landslide susceptibility mapping of Shiv-khola watershed, Darjeeling Himalaya

Sujit Mondal , Ramkrishna Maiti

International Journal of Disaster Risk Science ›› 2013, Vol. 4 ›› Issue (4) : 200 -212.

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International Journal of Disaster Risk Science ›› 2013, Vol. 4 ›› Issue (4) : 200 -212. DOI: 10.1007/s13753-013-0021-y
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Integrating the Analytical Hierarchy Process (AHP) and the frequency ratio (FR) model in landslide susceptibility mapping of Shiv-khola watershed, Darjeeling Himalaya

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Abstract

To prepare a landslide susceptibility map of Shiv-khola watershed, one of the landslide prone parts of Darjeeling Himalaya, remote sensing and GIS tools were used to integrate 10 landslide triggering parameters: lithology, slope angle, slope aspect, slope curvature, drainage density, upslope contributing area (UCA), lineament, settlement density, road contributing area (RCA), and land use and land cover (LULC). The Analytical Hierarchy Process (AHP) was applied to derive factor weights using MATLAB with reasonable consistency ratio (CR). The frequency ratio (FR) model was used to derive class frequency ratio or class weights that indicate the relative importance of individual classes for each factor. The weighted linear combination (WLC) method was used to determine the landslide susceptibility index value (LSIV) on a GIS platform, by incorporating both factor weights and class weights. The Shiv-khola watershed is classified into five landslide susceptibility zones. The overall classification accuracy is 99.22 and Kappa Statistics is 0.894.

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Analytical Hierarchy Process (AHP) / frequency ratio (FR) model / India / landslide susceptibility / West Bengal

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Sujit Mondal, Ramkrishna Maiti. Integrating the Analytical Hierarchy Process (AHP) and the frequency ratio (FR) model in landslide susceptibility mapping of Shiv-khola watershed, Darjeeling Himalaya. International Journal of Disaster Risk Science, 2013, 4(4): 200-212 DOI:10.1007/s13753-013-0021-y

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References

[1]

Avinash K G, Ashamanjari K G. A GIS and Frequency Ratio Based Landslide Susceptibility Mapping: Aghnashini River Catchment, Uttara Kannada, India. International Journal of Geomatics and Geosciences, 2010, 1(3): 343-354.

[2]

Bhattarai P, Aoyama K. Mass Movement Problems along Prithwi Highway, Nepal. Annual Report of Research Institute for Hazards in Snowy Areas, Niigata University, No. 23, 2001 85-92.

[3]

Borga M, Fontana D G, Ros D D, Marchi L. Shallow Landslide Hazard Assessment Using Physically Based Model and Digital Elevation Data. Environmental Geology, 1998, 35(2–3): 81-88 10.1007/s002540050295

[4]

Bradinoni F, Church M. Representing the Landslide Magnitude Frequency Relation. Capilano River Basin, British Columbia. Earth Surface Processes and Landforms, 2004, 29(1): 115-124 10.1002/esp.1029

[5]

Carson M A. Threshold and Characteristic Angles of Straight Slopes. Proceedings of the 4th Guelph Symposium on Geomorphology, 1975 19-34.

[6]

Catlos E J, Harrison T M, Kohn M J, Grove M, Ryerson F J, Manning C E, Upreti B N. Geochronologic and Thermobarometric Constraints on the Evolution on the Main Central Thrust, Central Nepal Himalaya. Journal of Geophysical Research, 2001, 106(B8): 16177-16204 10.1029/2000JB900375

[7]

Congalton R. A Review of Assessing the Accuracy of Classification of Remotely Sensed Data. Remote Sensing of Environment, 1991, 37(1): 35-46 10.1016/0034-4257(91)90048-B

[8]

Dai F C, Lee C F. Landslide Characteristics and Slope Instability Modeling Using GIS, Lantau Island, Hong Kong. Geomorphology, 2002, 42(3–4): 213-228 10.1016/S0169-555X(01)00087-3

[9]

Dhakal A S, Amada T, Aniya M. Landslide Hazard Mapping and Its Evaluation Using GIS: An Investigation of Sampling Schemes for a Grid-Cell Based Quantitative Method. Photogrametric Engineering and Remote Sensing, 2000, 66(8): 981-989.

[10]

Donati L, Turrini M C. An Objective and 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). Engineering Geology, 2002, 63(3–4): 277-289 10.1016/S0013-7952(01)00087-4

[11]

Dutta K K. A Landslip in Darjeeling & Neighouring Hills Slopes in June. 1950. Bulletin of the Geological Survey of India, 1966, 15(1): 7-30.

[12]

Gallant J C, Wilson J P, Wilson J P, Gallant J C. Primary Topographic Attributes. Terrain Analysis: Principles and Applications, 2000, New York: John Wiley & Sons 51-86.

[13]

Guzzetti F, Carrara A, Cardinali M, Reichenbach P. Landslide Hazard Evaluation: A Review of Current Techniques and Their Application in a Multi-Scale Study, Central Italy. Journal of Geomorphology, 1999, 31(1–4): 181-216 10.1016/S0169-555X(99)00078-1

[14]

Intarawichian N, Dasananda S. Frequency Ratio Model Based Landslide Susceptibility Mapping in Lower Mae Chaem Watershed, Northern Thailand. Environmental Earth Science, 2011, 64(8): 2271-2285 10.1007/s12665-011-1055-3

[15]

Jadda M. Landslide Susceptibility Evaluation and Factor Analysis. European Journal of Scientific Research, 2009, 33(4): 654-668.

[16]

Jibson W R, Edwin L H, John A M. A Method for Producing Digital Probabilistic Seismic Landslide Hazard Maps. Engineering Geology, 2000, 58(3–4): 271-289 10.1016/S0013-7952(00)00039-9

[17]

Lee S, Choi U. Development of GIS Based Geological Hazard Information System and Its Application for Landslide Analysis in Korea. Geoscience Journal, 2003, 7(3): 243-252 10.1007/BF02910291

[18]

Lee S, Choi J, Min K. Probabilistic Landslide Hazard Mapping Using GIS and Remote Sensing Data at Boun, Korea. International Journal of Remote Sensing, 2004, 25(11): 2037-2052 10.1080/01431160310001618734

[19]

Lee S, Pradhan B. Landslide Hazard Mapping at Selangor, Malaysia Using Frequency Ratio and Logistic Regression Models. Landslides Journal, 2007, 4(1): 33-41 10.1007/s10346-006-0047-y

[20]

Lee S, Ryu J H, Won J S, Park H J. Determination and Publication of the Weights for Landslide Susceptibility Mapping Using an Artificial Neural Network. Engineering Geology, 2004, 71(3): 289-302 10.1016/S0013-7952(03)00142-X

[21]

Lee S, Talib J A. Probabilistic Landslide Susceptibility and Factor Effect Analysis. Environmental Geology, 2005, 47(7): 982-990 10.1007/s00254-005-1228-z

[22]

Mallet F R. On the Geology and Mineral Resources of the Darjeeling District and Western Duars. Memoirs of the Geological Survey of India, 1875, 2: 1-72.

[23]

Mondal S, Maiti R. Landslide Susceptibility Analysis of Shiv-khola Watershed, Darjiling: A Remote Sensing & GIS Based Analytical Hierarchy Process (AHP). Journal of Indian Society of Remote Sensing, 2011

[24]

Muthu K, Petrou M. Landslide Hazard Mapping Using an Expert System and a GIS. Transactions on Geoscience and Remote Sensing, 2007, 45(2): 522-531 10.1109/TGRS.2006.885404

[25]

Nautiiyal S P. On the Stability of Certain Hill Slopes in and Around Darjeeling. W.B. Bulletin of the Geological Survey of India, Series B, 1966, 15(1): 31-48.

[26]

Pandey A, Dabral P P, Chowdhary V M, Yadav N K. Landslide Hazard Zonation Using Remote Sensing and GIS: A Case Study of Dikrong River Basin, Arunachal Pradesh, India. Environmental Geology, 2008, 54(7): 1517-1529 10.1007/s00254-007-0933-1

[27]

Pistocchi A, Luzi L, Napolitano P. The Use of Predictive Modeling Techniques for Optimal Exploitation of Spatial Databases: A Case Study in Landslide Hazard Mapping with Expert System-Like Methods. Journal of Environmental Geology, 2002, 41(7): 765-775 10.1007/s002540100440

[28]

Pradhan B. Remote Sensing and GIS-Based Landslide Hazard Analysis and Cross Validation Using Multivariate Logistic Regression Model on Three Test Areas in Malaysia. Advance Space Research, 2010, 45(10): 1244-1256 10.1016/j.asr.2010.01.006

[29]

Pradhan B, Lee S. Delineation of Landslide Hazard Areas on Penang Island, Malaysia, by Using Frequency Ratio, Logistic Regression, and Artificial Neural Network Models. Environmental Earth Science, 2010, 60(5): 1037-1054 10.1007/s12665-009-0245-8

[30]

Pradhan B, Lee S. Regional Landslide Susceptibility Analysis Using Back-Propagation Neural Network Model at Cameron Highland, Malaysia. Landslides, 2010, 7(1): 13-30 10.1007/s10346-009-0183-2

[31]

Rowbotham D, Dudycha D N. GIS Modelling of Slope Stability in Phewa Tal Watershed, Nepal. Geomorphology, 1998, 26(1–3): 151-170 10.1016/S0169-555X(98)00056-7

[32]

Saaty T L. A Scaling Method for Priorities in Hierarchical Structures. Journal of Mathematical Psychology, 1977, 15(3): 234-281 10.1016/0022-2496(77)90033-5

[33]

Saaty T L. The Analytical Hierarchy Process, 1980, New York: McGraw Hill

[34]

Saaty T L, Vargas L G. Models, Methods. Concepts and Applications of the Analytic Hierarchy Process, 2000 1st Edition Boston: Kluwer Academic

[35]

Sarkar S, Kanungo D P. An Integrated Approach for Landslide Susceptibility Mapping Using Remote Sensing and GIS. Photogrammetric Engineering and Remote Sensing, 2004, 70(5): 617-625 10.14358/PERS.70.5.617

[36]

Sinha-Roy S. Himalayan Main Central Thrust and Its Implication for Himalayan Inverted Metamorphism. Tectonophysics, 1982, 84(2–4): 197-224 10.1016/0040-1951(82)90160-3

[37]

Tiwari B, Marui H. Estimation of Residual Shear Strength for Bentonite-Kaolin-Toyoura Sand Mixture. Journal of Japan Landslide Society, 2003, 40(2): 124-133 10.3313/jls.40.124

[38]

Tiwari B, Marui H. Objective Oriented Multi-Stage Ring Shear Test for the Shear Strength of the Landslide Soil. Journal of Geotechnical and Geoenvironmental Engineering, ASCE, 2004, 130(2): 217-222 10.1061/(ASCE)1090-0241(2004)130:2(217)

[39]

Vijith H, Madhu G. Estimating Potential Landslide Sites of an Upland Sub-Watershed in Western Ghat’s of Kerala (India) through Frequency Ratio and GIS. Environmental Geology, 2008, 55(7): 1397-1405 10.1007/s00254-007-1090-2

[40]

Windisch E J. The Hydraulics Problem in Slope Stability Analysis. Canadian Geotechnical Journal, 1991, 28(6): 903-909 10.1139/t91-107

[41]

Wu C Y, Qiao J P. Relationship Between Landslides and Lithology in the Three Gorges Reservoir Area Based on GIS and Information Value Model. Frontiers of Forestry in China, 2009, 4(2): 165-170 10.1007/s11461-009-0030-6

[42]

Yalcin A. GIS Based Landslide Susceptibility Mapping Using Analytical Hierarchy Process and Bivariate Statistics in Ardesen (Turkey): Comparisons of Results and Confirmations. Catena, 2008, 72(1): 1-12 10.1016/j.catena.2007.01.003

[43]

Yalcin A, Bulut F. Landslide Susceptibility Mapping Using GIS and Digital Photogrammetric Techniques: A Case Study from Ardesen (NE Turkey). Journal of Natural Hazard, 2007, 41(1): 201-226 10.1007/s11069-006-9030-0

[44]

Zhou C H, Lee C F, Li J, Xu Z W. On the Spatial Relationship between Landslide and Causative Factors on Lantau Island, Hong Kong. Geomorphology, 2002, 43(3–4): 197-207 10.1016/S0169-555X(01)00130-1

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