메뉴 건너뛰기




Volumn 48, Issue 12, 2010, Pages 4164-4177

Landslide susceptibility mapping by neuro-fuzzy approach in a landslide-prone area (Cameron Highlands, Malaysia)

Author keywords

Adaptive neuro fuzzy inference system (ANFIS) model; Cameron Highlands; geographic information system (GIS); landslide susceptibility; Malaysia; neuro fuzzy; remote sensing

Indexed keywords

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM (ANFIS) MODEL; CAMERON HIGHLANDS; GEOGRAPHIC INFORMATION; LANDSLIDE SUSCEPTIBILITY; MALAYSIA; NEURO-FUZZY;

EID: 78649318558     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2010.2050328     Document Type: Article
Times cited : (247)

References (61)
  • 1
    • 0003865782 scopus 로고
    • IAEG Commission on Landslides: Landslide hazard zonation-A review of principles and practice
    • Paris, France
    • D. J. Varnes, "IAEG Commission on Landslides: Landslide hazard zonation-A review of principles and practice", UNESCO, Paris, France, 1984.
    • (1984) UNESCO
    • Varnes, D.J.1
  • 2
    • 0343069785 scopus 로고    scopus 로고
    • Landslide hazard evaluation: A review of current techniques and their application in a multi-scale study, Central Italy
    • Dec
    • F. Guzzetti, A. Carrarra, M. Cardinali, and P. Reichenbach, "Landslide hazard evaluation: A review of current techniques and their application in a multi-scale study, Central Italy", Geomorphology, vol. 31, no. 1-4, pp. 181-216, Dec. 1999.
    • (1999) Geomorphology , vol.31 , Issue.1-4 , pp. 181-216
    • Guzzetti, F.1    Carrarra, A.2    Cardinali, M.3    Reichenbach, P.4
  • 3
    • 33750806806 scopus 로고    scopus 로고
    • Detecting landslide location using KOMPSAT 1 and its application to landslide-susceptibility mapping at the Gangneung area, Korea
    • S. Lee and M. J. Lee, "Detecting landslide location using KOMPSAT 1 and its application to landslide-susceptibility mapping at the Gangneung area, Korea", Adv. Space Res., vol. 38, no. 10, pp. 2261-2271, 2006.
    • (2006) Adv. Space Res. , vol.38 , Issue.10 , pp. 2261-2271
    • Lee, S.1    Lee, M.J.2
  • 4
    • 33646521055 scopus 로고    scopus 로고
    • Estimation of stress and its use in evaluation of landslide prone regions using remote sensing data
    • B. Pradhan, R. P. Singh, and M. F. Buchroithner, "Estimation of stress and its use in evaluation of landslide prone regions using remote sensing data", Adv. Space Res., vol. 37, no. 4, pp. 698-709, 2006.
    • (2006) Adv. Space Res. , vol.37 , Issue.4 , pp. 698-709
    • Pradhan, B.1    Singh, R.P.2    Buchroithner, M.F.3
  • 5
    • 33845678462 scopus 로고    scopus 로고
    • Probabilistic landslide risk mapping at Penang Island, Malaysia
    • Dec
    • S. Lee and B. Pradhan, "Probabilistic landslide risk mapping at Penang Island, Malaysia", J. Earth Syst. Sci., vol. 115, no. 6, pp. 661-672, Dec. 2006.
    • (2006) J. Earth Syst. Sci. , vol.115 , Issue.6 , pp. 661-672
    • Lee, S.1    Pradhan, B.2
  • 6
    • 33847014755 scopus 로고    scopus 로고
    • Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models
    • Mar
    • S. Lee and B. Pradhan, "Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models", Landslides, vol. 4, no. 1, pp. 33-41, Mar. 2007.
    • (2007) Landslides , vol.4 , Issue.1 , pp. 33-41
    • Lee, S.1    Pradhan, B.2
  • 7
    • 43149096254 scopus 로고    scopus 로고
    • Landslide susceptibility mapping for a landslide-prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models
    • May
    • A. Akgün, S. Dag, and F. Bulut, "Landslide susceptibility mapping for a landslide-prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models", Environ. Geol., vol. 54, no. 6, pp. 1127-1143, May 2008.
    • (2008) Environ. Geol. , vol.54 , Issue.6 , pp. 1127-1143
    • Akgün, A.1    Dag, S.2    Bulut, F.3
  • 8
    • 38849178211 scopus 로고    scopus 로고
    • Extraction of potential debris source areas by logistic regression technique: A case study from Barla, Besparmak and Kapi mountains (NW Taurids, Turkey)
    • Mar
    • M. C. Tunusluoglu, C. Gokceoglu, H. A. Nefeslioglu, and H. Sonmez, "Extraction of potential debris source areas by logistic regression technique: A case study from Barla, Besparmak and Kapi mountains (NW Taurids, Turkey)", Environ. Geol., vol. 54, no. 1, pp. 9-22, Mar. 2008.
    • (2008) Environ. Geol. , vol.54 , Issue.1 , pp. 9-22
    • Tunusluoglu, M.C.1    Gokceoglu, C.2    Nefeslioglu, H.A.3    Sonmez, H.4
  • 9
    • 28744433717 scopus 로고    scopus 로고
    • Susceptibility assessments of shallow earthflows triggered by heavy rainfall at three subcatchments by logistic regression analyses
    • T. Can, H. A. Nefeslioglu, C. Gokceoglu, H. Sonmez, and T. Y. Duman, "Susceptibility assessments of shallow earthflows triggered by heavy rainfall at three subcatchments by logistic regression analyses", Geomorphology, vol. 72, no. 1-4, pp. 250-271, 2005.
    • (2005) Geomorphology , vol.72 , Issue.1-4 , pp. 250-271
    • Can, T.1    Nefeslioglu, H.A.2    Gokceoglu, C.3    Sonmez, H.4    Duman, T.Y.5
  • 10
    • 18544372440 scopus 로고    scopus 로고
    • Application of logistic regression model and its validation for landslide susceptibility mapping using GIS and remote sensing data
    • Apr
    • S. Lee, "Application of logistic regression model and its validation for landslide susceptibility mapping using GIS and remote sensing data", Int. J. Remote Sens., vol. 26, no. 7, pp. 1477-1491, Apr. 2005.
    • (2005) Int. J. Remote Sens. , vol.26 , Issue.7 , pp. 1477-1491
    • Lee, S.1
  • 11
    • 61349094840 scopus 로고    scopus 로고
    • Utilization of optical remote sensing data and geographic information system tools for regional landslide hazard analysis by using binomial logistic regression model
    • Oct
    • B. Pradhan, S. Lee, S. Mansor, M. F. Buchroithner, N. Jallaluddin, and Z. Khujaimah, "Utilization of optical remote sensing data and geographic information system tools for regional landslide hazard analysis by using binomial logistic regression model", Appl. Remote Sens., vol. 2, no. 1, pp. 1-11, Oct. 2008.
    • (2008) Appl. Remote Sens. , vol.2 , Issue.1 , pp. 1-11
    • Pradhan, B.1    Lee, S.2    Mansor, S.3    Buchroithner, M.F.4    Jallaluddin, N.5    Khujaimah, Z.6
  • 12
    • 48449091073 scopus 로고    scopus 로고
    • Implementation of reconstructed geomorphologic units in landslide susceptibility mapping: The Melen Gorge (NW Turkey)
    • Sep
    • T. Gorum, B. Gonencgil, C. Gokceoglu, and H. A. Nefeslioglu, "Implementation of reconstructed geomorphologic units in landslide susceptibility mapping: The Melen Gorge (NW Turkey)", Nat. Hazards, vol. 46, no. 3, pp. 323-351, Sep. 2008.
    • (2008) Nat. Hazards , vol.46 , Issue.3 , pp. 323-351
    • Gorum, T.1    Gonencgil, B.2    Gokceoglu, C.3    Nefeslioglu, H.A.4
  • 13
    • 40649084527 scopus 로고    scopus 로고
    • An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps
    • Apr
    • H. A. Nefeslioglu, C. Gokceoglu, and H. Sonmez, "An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps", Eng. Geol., vol. 97, no. 3/4, pp. 171-191, Apr. 2008.
    • (2008) Eng. Geol. , vol.97 , Issue.3-4 , pp. 171-191
    • Nefeslioglu, H.A.1    Gokceoglu, C.2    Sonmez, H.3
  • 14
    • 0043231196 scopus 로고    scopus 로고
    • Landslide susceptibility mapping of the slopes in the residual soils of the Mengen region (Turkey) by deterministic stability analyses and image processing techniques
    • Oct
    • C. Gokceoglu and H. Aksoy, "Landslide susceptibility mapping of the slopes in the residual soils of the Mengen region (Turkey) by deterministic stability analyses and image processing techniques", Eng. Geol., vol. 44, no. 1-4, pp. 147-161, Oct. 1996.
    • (1996) Eng. Geol. , vol.44 , Issue.1-4 , pp. 147-161
    • Gokceoglu, C.1    Aksoy, H.2
  • 15
    • 0034162205 scopus 로고    scopus 로고
    • Discontinuity controlled probabilistic slope failure risk maps of the Altindag (settlement) region in Turkey
    • Mar
    • C. Gokceoglu, H. Sonmez, and M. Ercanoglu, "Discontinuity controlled probabilistic slope failure risk maps of the Altindag (settlement) region in Turkey", Eng. Geol., vol. 55, no. 4, pp. 277-296, Mar. 2000.
    • (2000) Eng. Geol. , vol.55 , Issue.4 , pp. 277-296
    • Gokceoglu, C.1    Sonmez, H.2    Ercanoglu, M.3
  • 16
    • 0037368239 scopus 로고    scopus 로고
    • Spatial probabilistic modeling of slope failure using an integrated GIS Monte Carlo simulation approach
    • Mar
    • G. Zhou, T. Esaki, Y. Mitani, M. Xie, and J. Mori, "Spatial probabilistic modeling of slope failure using an integrated GIS Monte Carlo simulation approach", Eng. Geol., vol. 68, no. 3/4, pp. 373-386, Mar. 2003.
    • (2003) Eng. Geol. , vol.68 , Issue.3-4 , pp. 373-386
    • Zhou, G.1    Esaki, T.2    Mitani, Y.3    Xie, M.4    Mori, J.5
  • 17
    • 71549130284 scopus 로고    scopus 로고
    • Geomorphological hazard analysis along the Egyptian red sea coast between Safaga and Quseir
    • A. M. Youssef, B. Pradhan, A. F. D. Gaber, and M. F. Buchroithner, "Geomorphological hazard analysis along the Egyptian red sea coast between Safaga and Quseir", Nat. Hazards Earth Syst. Sci., vol. 9, no. 3, pp. 751-766, 2009.
    • (2009) Nat. Hazards Earth Syst. Sci. , vol.9 , Issue.3 , pp. 751-766
    • Youssef, A.M.1    Pradhan, B.2    Gaber, A.F.D.3    Buchroithner, M.F.4
  • 18
    • 15944408054 scopus 로고    scopus 로고
    • Application of change detection techniques for monitoring man-induced landslide causal factors
    • C. Tarantino, P. Blonda, and G. Pasquariello, "Application of change detection techniques for monitoring man-induced landslide causal factors", in Proc. IEEE Int. Geosci. Remote Sens. Symp., 2004, vol. 2, pp. 1103-1106.
    • (2004) Proc. IEEE Int. Geosci. Remote Sens. Symp. , vol.2 , pp. 1103-1106
    • Tarantino, C.1    Blonda, P.2    Pasquariello, G.3
  • 19
    • 34249804195 scopus 로고    scopus 로고
    • Multisource data fusion for landslide classification using generalized positive Boolean functions
    • Jun
    • Y. L. Chang, L. S. Liang, C. C. Han, J. P. Phang, W. I. Liang, and K. S. Chen, "Multisource data fusion for landslide classification using generalized positive Boolean functions", IEEE Trans. Geosci. Remote Sens., vol. 45, no. 6, pp. 1697-1708, Jun. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.6 , pp. 1697-1708
    • Chang, Y.L.1    Liang, L.S.2    Han, C.C.3    Phang, J.P.4    Liang, W.I.5    Chen, K.S.6
  • 20
    • 0036487950 scopus 로고    scopus 로고
    • Assessment of landslide susceptibility for a landslide-prone area (North of Yenice, NW Turkey) by fuzzy approach
    • M. Ercanoglu and C. Gokceoglu, "Assessment of landslide susceptibility for a landslide-prone area (North of Yenice, NW Turkey) by fuzzy approach", Environ. Geol., vol. 41, pp. 720-730, 2002.
    • (2002) Environ. Geol. , vol.41 , pp. 720-730
    • Ercanoglu, M.1    Gokceoglu, C.2
  • 21
    • 0345566244 scopus 로고    scopus 로고
    • Landslide susceptibility analysis using GIS and artificial neural network
    • S. Lee, J. H. Ryu, K. Min, and J. S. Won, "Landslide susceptibility analysis using GIS and artificial neural network", Earth Surface Process. Landforms, vol. 27, pp. 1361-1376, 2003.
    • (2003) Earth Surface Process. Landforms , vol.27 , pp. 1361-1376
    • Lee, S.1    Ryu, J.H.2    Min, K.3    Won, J.S.4
  • 22
    • 1642505737 scopus 로고    scopus 로고
    • Determination and application of the weights for landslide susceptibility mapping using an artificial neural network
    • Feb
    • S. Lee, J. H. Ryu, J. S. Won, and H. J. Park, "Determination and application of the weights for landslide susceptibility mapping using an artificial neural network", Eng. Geol., vol. 71, no. 3/4, pp. 289-302, Feb. 2004.
    • (2004) Eng. Geol. , vol.71 , Issue.3-4 , pp. 289-302
    • Lee, S.1    Ryu, J.H.2    Won, J.S.3    Park, H.J.4
  • 23
    • 34247618785 scopus 로고    scopus 로고
    • Application and verification of fuzzy algebraic operators to landslide susceptibility mapping
    • Apr
    • S. Lee, "Application and verification of fuzzy algebraic operators to landslide susceptibility mapping", Environ. Geol., vol. 52, no. 4, pp. 615-623, Apr. 2007.
    • (2007) Environ. Geol. , vol.52 , Issue.4 , pp. 615-623
    • Lee, S.1
  • 24
    • 71549172663 scopus 로고    scopus 로고
    • Use of geospatial data for the development of fuzzy algebraic operators to landslide hazard mapping: A case study in Malaysia
    • B. Pradhan, S. Lee, and M. F. Buchroithner, "Use of geospatial data for the development of fuzzy algebraic operators to landslide hazard mapping: A case study in Malaysia", Appl. Geomat., vol. 1, pp. 3-15, 2009.
    • (2009) Appl. Geomat. , vol.1 , pp. 3-15
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 25
    • 34249825519 scopus 로고    scopus 로고
    • An experimental global prediction system for rainfall-triggered landslides using satellite remote sensing and geospatial datasets
    • Jun
    • Y. Hong, R. F. Adler, and G. Huffman, "An experimental global prediction system for rainfall-triggered landslides using satellite remote sensing and geospatial datasets", IEEE Trans. Geosci. Remote Sens., vol. 45, no. 6, pp. 1671-1680, Jun. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.6 , pp. 1671-1680
    • Hong, Y.1    Adler, R.F.2    Huffman, G.3
  • 26
    • 36849021068 scopus 로고    scopus 로고
    • Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: Case study of Youngin, Korea
    • Dec
    • S. Lee, J. H. Ryu, and I. S. Kim, "Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: Case study of Youngin, Korea", Landslides, vol. 4, no. 4, pp. 327-338, Dec. 2007.
    • (2007) Landslides , vol.4 , Issue.4 , pp. 327-338
    • Lee, S.1    Ryu, J.H.2    Kim, I.S.3
  • 27
    • 77954151133 scopus 로고    scopus 로고
    • Validation of an artificial neural network model for landslide susceptibility mapping
    • Apr
    • J. Choi, H. J. Oh, J. S. Won, and S. Lee, "Validation of an artificial neural network model for landslide susceptibility mapping", Environ. Earth Sci. (Online First), vol. 60, no. 3, pp. 473-483, Apr. 2010.
    • (2010) Environ. Earth Sci. (Online First) , vol.60 , Issue.3 , pp. 473-483
    • Choi, J.1    Oh, H.J.2    Won, J.S.3    Lee, S.4
  • 28
    • 38149109867 scopus 로고    scopus 로고
    • Artificial neural networks and cluster analysis in landslide susceptibility zonation
    • Feb
    • C. Melchiorre, M. Matteucci, A. Azzoni, and A. Zanchi, "Artificial neural networks and cluster analysis in landslide susceptibility zonation", Geomorphology, vol. 94, no. 3/4, pp. 379-400, Feb. 2008.
    • (2008) Geomorphology , vol.94 , Issue.3-4 , pp. 379-400
    • Melchiorre, C.1    Matteucci, M.2    Azzoni, A.3    Zanchi, A.4
  • 29
    • 33744829751 scopus 로고    scopus 로고
    • A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas
    • Jun
    • D. P. Kanungo, M. K. Arora, S. Sarkar, and R. P. Gupta, "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., vol. 85, no. 3/4, pp. 347-366, Jun. 2006.
    • (2006) Eng. Geol. , vol.85 , Issue.3-4 , pp. 347-366
    • Kanungo, D.P.1    Arora, M.K.2    Sarkar, S.3    Gupta, R.P.4
  • 30
    • 14844322351 scopus 로고    scopus 로고
    • Artificial neural networks applied to landslide susceptibility assessment
    • Mar
    • L. Ermini, F. Catani, and N. Casagli, "Artificial neural networks applied to landslide susceptibility assessment", Geomorphology, vol. 66, no. 1-4, pp. 327-343, Mar. 2005.
    • (2005) Geomorphology , vol.66 , Issue.1-4 , pp. 327-343
    • Ermini, L.1    Catani, F.2    Casagli, N.3
  • 31
    • 29144505329 scopus 로고    scopus 로고
    • Landslide hazard and risk mapping at catchment scale in the Arno River basin
    • Dec
    • F. Catani, N. Casagli, L. Ermini, G. Righini, and G. Menduni, "Landslide hazard and risk mapping at catchment scale in the Arno River basin", Landslides, vol. 2, no. 4, pp. 329-342, Dec. 2005.
    • (2005) Landslides , vol.2 , Issue.4 , pp. 329-342
    • Catani, F.1    Casagli, N.2    Ermini, L.3    Righini, G.4    Menduni, G.5
  • 32
    • 70349254192 scopus 로고    scopus 로고
    • The application of remote sensing technology to the interpretation of land use for rainfallinduced landslides based on genetic algorithms and artificial neural networks
    • Jun
    • Y. R. Chen, J. W. Chen, S. C. Hsieh, and P. N. Ni, "The application of remote sensing technology to the interpretation of land use for rainfallinduced landslides based on genetic algorithms and artificial neural networks", IEEE J. Sel. Topics Appl. Earth Obs. Remote Sens., vol. 2, no. 2, pp. 87-95, Jun. 2009.
    • (2009) IEEE J. Sel. Topics Appl. Earth Obs. Remote Sens. , vol.2 , Issue.2 , pp. 87-95
    • Chen, Y.R.1    Chen, J.W.2    Hsieh, S.C.3    Ni, P.N.4
  • 33
    • 33645289453 scopus 로고    scopus 로고
    • Neural network modelling for regional hazard assessment of debris flow in Lake Qionghai Watershed, China
    • Apr
    • Y. Lui, H. C. Guo, R. Zou, and L. J. Wang, "Neural network modelling for regional hazard assessment of debris flow in Lake Qionghai Watershed, China", Environ. Geol., vol. 49, no. 7, pp. 968-976, Apr. 2006.
    • (2006) Environ. Geol. , vol.49 , Issue.7 , pp. 968-976
    • Lui, Y.1    Guo, H.C.2    Zou, R.3    Wang, L.J.4
  • 34
    • 33846598430 scopus 로고    scopus 로고
    • Landslide-hazard mapping using an expert system and a GIS
    • Feb
    • K. Muthu and M. Petrou, "Landslide-hazard mapping using an expert system and a GIS", IEEE Trans. Geosci. Remote Sens., vol. 45, no. 2, pp. 522-531, Feb. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.2 , pp. 522-531
    • Muthu, K.1    Petrou, M.2
  • 35
  • 36
    • 70350086738 scopus 로고    scopus 로고
    • Utilization of optical remote sensing data and GIS tools for regional landslide hazard analysis by using an artificial neural network model
    • Nov
    • B. Pradhan and S. Lee, "Utilization of optical remote sensing data and GIS tools for regional landslide hazard analysis by using an artificial neural network model", Earth Sci. Frontier, vol. 14, no. 6, pp. 143-152, Nov. 2007.
    • (2007) Earth Sci. Frontier , vol.14 , Issue.6 , pp. 143-152
    • Pradhan, B.1    Lee, S.2
  • 37
    • 77954084069 scopus 로고    scopus 로고
    • Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models
    • May
    • B. Pradhan and S. Lee, "Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network models", Environ. Earth Sci., vol. 60, no. 5, pp. 1037-1054, May 2010.
    • (2010) Environ. Earth Sci. , vol.60 , Issue.5 , pp. 1037-1054
    • Pradhan, B.1    Lee, S.2
  • 38
    • 76749088419 scopus 로고    scopus 로고
    • Landslide susceptibility assessment and factor effect analysis: Backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling
    • Jun
    • B. Pradhan and S. Lee, "Landslide susceptibility assessment and factor effect analysis: Backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling", Environ. Model. Softw., vol. 25, no. 6, pp. 747-759, Jun. 2010.
    • (2010) Environ. Model. Softw. , vol.25 , Issue.6 , pp. 747-759
    • Pradhan, B.1    Lee, S.2
  • 39
    • 77950518811 scopus 로고    scopus 로고
    • Remote sensing and GIS-based landslide hazard analysis and cross-validation using multivariate logistic regression model on three test areas in Malaysia
    • May
    • B. Pradhan, "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., vol. 45, no. 10, pp. 1244-1256, May 2010.
    • (2010) Adv. Space Res. , vol.45 , Issue.10 , pp. 1244-1256
    • Pradhan, B.1
  • 40
    • 77952010906 scopus 로고    scopus 로고
    • A GIS-based backpropagation neural network model and its cross-application and validation for landslide susceptibility analyses
    • May
    • B. Pradhan, S. Lee, and M. F. Buchroithner, "A GIS-based backpropagation neural network model and its cross-application and validation for landslide susceptibility analyses", Comput. Environ. Urban Syst., vol. 34, no. 3, pp. 216-235, May 2010.
    • (2010) Comput. Environ. Urban Syst. , vol.34 , Issue.3 , pp. 216-235
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 41
    • 77955354845 scopus 로고    scopus 로고
    • Remote sensing and GIS-based landslide susceptibility analysis and its cross-validation in three test areas using a frequency ratio model
    • B. Pradhan, S. Lee, and M. F. Buchroithner, "Remote sensing and GIS-based landslide susceptibility analysis and its cross-validation in three test areas using a frequency ratio model", Photogrammetrie, Fernerkundung, GeoInformation, vol. 1, pp. 17-32, 2010.
    • (2010) Photogrammetrie, Fernerkundung, GeoInformation , vol.1 , pp. 17-32
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 42
    • 77954455525 scopus 로고    scopus 로고
    • Manifestation of remote sensing data and GIS for landslide hazard analysis using spatial-based statistical models
    • DOI: 10.1007/s12517-009-0089-2, to be published
    • B. Pradhan and A. M. Youssef, "Manifestation of remote sensing data and GIS for landslide hazard analysis using spatial-based statistical models", Arab. J. Geosci., 2009, DOI: 10.1007/s12517-009-0089-2, to be published.
    • (2009) Arab. J. Geosci.
    • Pradhan, B.1    Youssef, A.M.2
  • 43
    • 80051846342 scopus 로고    scopus 로고
    • Manifestation of an advanced fuzzy logic model coupled with geo-information techniques to landslide susceptibility mapping and their comparison with logistic regression modelling
    • DOI: 10.1007/s10651-010-0147-7, to be published
    • B. Pradhan, "Manifestation of an advanced fuzzy logic model coupled with geo-information techniques to landslide susceptibility mapping and their comparison with logistic regression modelling", Environ. Ecol. Stat., 2010, DOI: 10.1007/s10651-010-0147-7, to be published.
    • (2010) Environ. Ecol. Stat.
    • Pradhan, B.1
  • 44
    • 78650613649 scopus 로고    scopus 로고
    • Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches
    • B. Pradhan, "Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches", J. Indian Soc. Remote Sens., vol. 39, pp. 47-66, 2010.
    • (2010) J. Indian Soc. Remote Sens. , vol.39 , pp. 47-66
    • Pradhan, B.1
  • 45
    • 11344253904 scopus 로고    scopus 로고
    • Use of fuzzy relations to produce landslide susceptibility map of a landslide prone area (West Black Sea Region, Turkey)
    • Nov
    • M. Ercanoglu and C. Gokceoglu, "Use of fuzzy relations to produce landslide susceptibility map of a landslide prone area (West Black Sea Region, Turkey)", Eng. Geol., vol. 75, no. 3/4, pp. 229-250, Nov. 2004.
    • (2004) Eng. Geol. , vol.75 , Issue.3-4 , pp. 229-250
    • Ercanoglu, M.1    Gokceoglu, C.2
  • 46
    • 70350074037 scopus 로고    scopus 로고
    • Landslide risk analysis using artificial neural network model focusing on different training sites
    • B. Pradhan and S. Lee, "Landslide risk analysis using artificial neural network model focusing on different training sites", Int. J. Phys. Sci., vol. 3, no. 11, pp. 1-15, 2009.
    • (2009) Int. J. Phys. Sci. , vol.3 , Issue.11 , pp. 1-15
    • Pradhan, B.1    Lee, S.2
  • 47
    • 77149133758 scopus 로고
    • The geochronology of the main range Batholith: Cameron Highlands road and Gunong Bujang Melaka
    • F. Bignel and G. Snelling, "The geochronology of the main range Batholith: Cameron Highlands road and Gunong Bujang Melaka", Overseas Geol. Miner. Resour., vol. 47, pp. 3-35, 1977.
    • (1977) Overseas Geol. Miner. Resour. , vol.47 , pp. 3-35
    • Bignel, F.1    Snelling, G.2
  • 48
    • 0002178679 scopus 로고
    • Magmatism, tin mineralization and tectonic development of Main Range, Malaysian Peninsula: Consequences for plate tectonic model of Southeast Asia based on Rb-Sr, K-Ar and fission track analysis
    • R. Krahenbuhl, "Magmatism, tin mineralization and tectonic development of Main Range, Malaysian Peninsula: Consequences for plate tectonic model of Southeast Asia based on Rb-Sr, K-Ar and fission track analysis", Geol. Soc. Malaysia Bull., vol. 29, pp. 12-28, 1991.
    • (1991) Geol. Soc. Malaysia Bull. , vol.29 , pp. 12-28
    • Krahenbuhl, R.1
  • 50
    • 77149156665 scopus 로고    scopus 로고
    • Geological terrain mapping. JMG unpublished report
    • W. S. Chow, M. Zakaria, A. Ferdaus, and A. Nurzaidi, "Geological terrain mapping. JMG unpublished report", JMG. SWP. GS, vol. 16, pp. 1-42, 2003.
    • (2003) JMG. SWP. GS , vol.16 , pp. 1-42
    • Chow, W.S.1    Zakaria, M.2    Ferdaus, A.3    Nurzaidi, A.4
  • 51
    • 77149157821 scopus 로고    scopus 로고
    • Regional landslide susceptibility analysis using backpropagation neural network model at Cameron Highlands, Malaysia
    • Mar
    • B. Pradhan and S. Lee, "Regional landslide susceptibility analysis using backpropagation neural network model at Cameron Highlands, Malaysia", Landslides, vol. 7, no. 1, pp. 13-30, Mar. 2010.
    • (2010) Landslides , vol.7 , Issue.1 , pp. 13-30
    • Pradhan, B.1    Lee, S.2
  • 52
    • 78649320518 scopus 로고    scopus 로고
    • Digital terrain analysis
    • pp. 1-27, in eastern Kentucky
    • J. P. Wilson and J. C. Gallant, "Digital terrain analysis", Soil Sci., vol. 121, pp. 234-241, 2000, pp. 1-27 in eastern Kentucky.
    • (2000) Soil Sci. , vol.121 , pp. 234-241
    • Wilson, J.P.1    Gallant, J.C.2
  • 53
    • 0001879375 scopus 로고    scopus 로고
    • What do terrain statistics really mean?
    • S. Lane, K. Richards, and J. Chandler, Eds. London, U. K.: Wiley
    • I. S. Evans, "What do terrain statistics really mean?" in Landform Monitoring, Modelling and Analysis, S. Lane, K. Richards, and J. Chandler, Eds. London, U. K.: Wiley, 1998, pp. 119-138.
    • (1998) Landform Monitoring, Modelling and Analysis , pp. 119-138
    • Evans, I.S.1
  • 54
    • 25844484423 scopus 로고    scopus 로고
    • Landslide susceptibility from topography in Guatemala
    • W. A. Lacerda, M. Ehrlich, S. A. B. Fontura, and A. S. F. Sayão, Eds. New York: Taylor & Francis
    • J. A. Coe, J. W. Godt, R. L. Baum, R. C. Bucknam, and J. A. Michael, "Landslide susceptibility from topography in Guatemala", in Landslides: Evaluation and Stabilization, W. A. Lacerda, M. Ehrlich, S. A. B. Fontura, and A. S. F. Sayão, Eds. New York: Taylor & Francis, 2004, pp. 69-78.
    • (2004) Landslides: Evaluation and Stabilization , pp. 69-78
    • Coe, J.A.1    Godt, J.W.2    Baum, R.L.3    Bucknam, R.C.4    Michael, J.A.5
  • 55
    • 0031412112 scopus 로고    scopus 로고
    • Rain and landslide manifestation correlation in Korinthos country, Greece
    • Athens, Greece
    • N. Nikolaou, "Rain and landslide manifestation correlation in Korinthos country, Greece", in Proc. Int. Symp. Eng. Geol. Environ., Athens, Greece, 1997, vol. 1, pp. 919-924.
    • (1997) Proc. Int. Symp. Eng. Geol. Environ. , vol.1 , pp. 919-924
    • Nikolaou, N.1
  • 56
    • 7544221310 scopus 로고    scopus 로고
    • Landslide hazard spatial analysis and prediction using GIS in the Xiaojiang watershed, Yunnan, China
    • Dec
    • H. X. Lan, C. H. Zhou, L. J. Wang, H. Y. Zhang, and R. H. Lic, "Landslide hazard spatial analysis and prediction using GIS in the Xiaojiang watershed, Yunnan, China", Eng. Geol., vol. 76, no. 1/2, pp. 109-128, Dec. 2004.
    • (2004) Eng. Geol. , vol.76 , Issue.1-2 , pp. 109-128
    • Lan, H.X.1    Zhou, C.H.2    Wang, L.J.3    Zhang, H.Y.4    Lic, R.H.5
  • 58
    • 0027601884 scopus 로고
    • ANFIS: Adaptive-network-based fuzzy inference systems
    • May/Jun
    • J. S. R. Jang, "ANFIS: Adaptive-network-based fuzzy inference systems", IEEE Trans. Syst., Man, Cybern., vol. 23, no. 3, pp. 665-685, May/Jun. 1993.
    • (1993) IEEE Trans. Syst., Man, Cybern. , vol.23 , Issue.3 , pp. 665-685
    • Jang, J.S.R.1
  • 59
    • 0025404409 scopus 로고
    • Fuzzy logic in control systems: Fuzzy logic controller-Part I
    • Mar./Apr
    • C. C. Lee, "Fuzzy logic in control systems: Fuzzy logic controller-Part I", IEEE Trans. Syst., Man, Cybern., vol. 20, no. 2, pp. 404-418, Mar./Apr. 1990.
    • (1990) IEEE Trans. Syst., Man, Cybern. , vol.20 , Issue.2 , pp. 404-418
    • Lee, C.C.1
  • 60
    • 0023890867 scopus 로고
    • Measuring the accuracy of diagnostic systems
    • Jun
    • J. A. Swets, "Measuring the accuracy of diagnostic systems", Science, vol. 240, no. 4857, pp. 1285-1293, Jun. 1988.
    • (1988) Science , vol.240 , Issue.4857 , pp. 1285-1293
    • Swets, J.A.1
  • 61
    • 0034653364 scopus 로고    scopus 로고
    • Comparing diagnostic tests: A simple graphic using likelihood ratios
    • Mar
    • B. Biggerstaff, "Comparing diagnostic tests: A simple graphic using likelihood ratios", Stat. Med., vol. 19, no. 5, pp. 649-663, Mar. 2000.
    • (2000) Stat. Med. , vol.19 , Issue.5 , pp. 649-663
    • Biggerstaff, B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.