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Volumn 16, Issue 2, 2010, Pages 107-126

Comparison and validation of landslide susceptibility maps using an artificial neural network model for three test areas in Malaysia

Author keywords

Cross application; Landslides; Malaysia; Neural network model

Indexed keywords

AERIAL PHOTOGRAPHS; ARTIFICIAL NEURAL NETWORK MODELS; CROSS APPLICATION; FIELD SURVEYS; GEOGRAPHICAL INFORMATION SYSTEMS; GEOINFORMATION TECHNOLOGIES; INVENTORY REPORT; LAND COVER; LANDSLIDE SUSCEPTIBILITY; MALAYSIA; MALAYSIANS; NATURAL HAZARD; NEURAL NETWORK MODEL; SPATIAL DATABASE; STUDY AREAS; VERIFICATION RESULTS;

EID: 79955066106     PISSN: 10787275     EISSN: None     Source Type: Journal    
DOI: 10.2113/gseegeosci.16.2.107     Document Type: Article
Times cited : (97)

References (43)
  • 1
    • 77953651150 scopus 로고    scopus 로고
    • Characterization and geotechnical properties of Penang residual soils with emphasis on landslides
    • AHMAD, F.; YAHAYA, A. S.; AND FAROOQI, M. A., 2006, Characterization and geotechnical properties of Penang residual soils with emphasis on landslides: American Journal of Environmental Sciences, Vol. 2, No. 4, pp. 121-128.
    • (2006) American Journal of Environmental Sciences , vol.2 , Issue.4 , pp. 121-128
    • Ahmad, F.1    Yahaya, A.S.2    Farooqi, M.A.3
  • 2
    • 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
    • DOI 10.1007/s00254-007-0882-8
    • AKGUN, A.; DAG, S.; AND BULUT, F., 2008, Landslide susceptibility mapping for a landslide-prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models: Environmental Geology, Vol. 54, No. 6, pp. 1127-1143. (Pubitemid 351641263)
    • (2008) Environmental Geology , vol.54 , Issue.6 , pp. 1127-1143
    • Akgun, A.1    Dag, S.2    Bulut, F.3
  • 3
    • 0032420126 scopus 로고    scopus 로고
    • Generalised linear modelling of susceptibility to landsliding in the central Apennines, Italy
    • DOI 10.1016/S0098-3004(97)00117-9, PII S0098300497000179
    • ATKINSON, P. M. AND MASSARI, R., 1998, Generalized linear modeling of susceptibility to landsliding in the central Apennines, Italy: Computer & Geosciences, Vol. 24, pp. 373-385. (Pubitemid 29000018)
    • (1998) Computers and Geosciences , vol.24 , Issue.4 , pp. 373-385
    • Atkinson, P.M.1    Massari, R.2
  • 5
    • 0032736758 scopus 로고    scopus 로고
    • Probabilistic prediction models for landslide hazard mapping
    • CHUNG, C. F. AND FABBRI, A. G., 1999, Probabilistic prediction models for landslide hazard mapping: Photogrammetric Engineering and Remote Sensing, Vol. 65, No. 12, pp. 1389-1399.
    • (1999) Photogrammetric Engineering and Remote Sensing , vol.65 , Issue.12 , pp. 1389-1399
    • Chung, C.F.1    Fabbri, A.G.2
  • 6
    • 33748755108 scopus 로고    scopus 로고
    • A GIS-based automated procedure for landslide susceptibility mapping by the Conditional Analysis method: The Baganza valley case study (Italian Northern Apennines)
    • DOI 10.1007/s00254-006-0264-7
    • CLERICI, A.; PEREGO, S.; TELLINI, C.; AND VESCOVI, P., 2006, A GIS-based automated procedure for landslide susceptibility mapping by the conditional analysis method: The Baganza valley case study (Italian northern Apennines): Environmental Geology, Vol. 50, pp. 941-961. (Pubitemid 44399591)
    • (2006) Environmental Geology , vol.50 , Issue.7 , pp. 941-961
    • Clerici, A.1    Perego, S.2    Tellini, C.3    Vescovi, P.4
  • 7
    • 39449108082 scopus 로고    scopus 로고
    • GIS-based weights-ofevidence modelling of rainfall-induced landslides in small catchments for landslide susceptibility mapping
    • DAHAL, R. K.; HASEGAWA, S.; NONOMURA, S.; YAMANAKA, M.; MASUDA, T.; AND NISHINO, K., 2008, GIS-based weights-ofevidence modelling of rainfall-induced landslides in small catchments for landslide susceptibility mapping: Environmental Geology, Vol. 54, No. 2, pp. 314-324.
    • (2008) Environmental Geology , vol.54 , Issue.2 , pp. 314-324
    • Dahal, R.K.1    Hasegawa, S.2    Nonomura, S.3    Yamanaka, M.4    Masuda, T.5    Nishino, K.6
  • 8
    • 0036487950 scopus 로고    scopus 로고
    • Assessment of landslide susceptibility for a landslide-prone area (north of Yenice, NW Turkey) by fuzzy approach
    • DOI 10.1007/s00254-001-0454-2
    • ERCANOGLU, M. AND GOKCEOGLU, C., 2002, Assessment of landslide susceptibility for a landslide-prone area (north of Yenice, NW Turkey) by fuzzy approach: Environmental Geology, Vol. 41, pp. 720-730. (Pubitemid 36053029)
    • (2002) Environmental Geology , vol.41 , Issue.6 , pp. 720-730
    • Ercanoglu, M.1    Gokceoglu, C.2
  • 9
    • 0034162205 scopus 로고    scopus 로고
    • Discontinuity controlled probabilistic slope failure risk maps of the Altindag (settlement) region in Turkey
    • DOI 10.1016/S0013-7952(99)00083-6, PII S0013795299000836
    • GOKCEOGLU, C.; SONMEZ, H.; AND ERCANOGLU, M., 2000, Discontinuity controlled probabilistic slope failure risk maps of the Altindag (settlement) region in Turkey: Engineering Geology, Vol. 55, pp. 277-296. (Pubitemid 30168424)
    • (2000) Engineering Geology , vol.55 , Issue.4 , pp. 277-296
    • Gokceoglu, C.1    Sonmez, H.2    Ercanoglu, M.3
  • 10
    • 0343069785 scopus 로고    scopus 로고
    • Landslide hazard evaluation: A review of current techniques and their application in a multi-scale study, Central Italy
    • DOI 10.1016/S0169-555X(99)00078-1, PII S0169555X99000781, 28th Annual Binghampton Symposium: changing the face of the Earth - engineering geomorphology
    • 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, Vol. 31, pp. 181-216. (Pubitemid 30247527)
    • (1999) Geomorphology , vol.31 , Issue.1-4 , pp. 181-216
    • Guzzetti, F.1    Carrara, A.2    Cardinali, M.3    Reichenbach, P.4
  • 12
    • 42449164276 scopus 로고    scopus 로고
    • Doline probability map using logistic regression and GIS technology in the central Ebro Basin (Spain)
    • DOI 10.1007/s00254-007-0895-3, Advances and challenges of GIS and DBMS applications in karst
    • LAMELAS, M. T.; MARINONI, O.; HOPPE, A.; AND RIVA, J., 2008, Doline probability map using logistic regression and GIS technology in the central Ebro Basin (Spain): Environmental Geology, Vol. 54, No. 5, pp. 963-977. (Pubitemid 351568651)
    • (2008) Environmental Geology , vol.54 , Issue.5 , pp. 963-977
    • Lamelas, M.T.1    Marinoni, O.2    Hoppe, A.3    De La Riva, J.4
  • 13
    • 18544372440 scopus 로고    scopus 로고
    • Application of logistic regression model and its validation for landslide susceptibility mapping using GIS and remote sensing data
    • DOI 10.1080/01431160412331331012
    • LEE, S., 2005, Application of logistic regression model and its validation for landslide susceptibility mapping using GIS and remote sensing data. International Journal of Remote Sensing, Vol. 26, pp. 1477-1491. (Pubitemid 40659696)
    • (2005) International Journal of Remote Sensing , vol.26 , Issue.7 , pp. 1477-1491
    • Lee, S.1
  • 14
    • 37449009261 scopus 로고    scopus 로고
    • Comparison of landslide susceptibility maps generated through multiple logistic regression for three test areas in Korea
    • LEE, S., 2007a, Comparison of landslide susceptibility maps generated through multiple logistic regression for three test areas in Korea: Earth Surface Processes and Landforms, Vol. 32, No. 14, pp. 2133-2148.
    • (2007) Earth Surface Processes and Landforms , vol.32 , Issue.14 , pp. 2133-2148
    • Lee, S.1
  • 15
    • 34247618785 scopus 로고    scopus 로고
    • Application and verification of fuzzy algebraic operators to landslide susceptibility mapping
    • DOI 10.1007/s00254-006-0491-y
    • LEE, S., 2007b, Application and verification of fuzzy algebraic operators to landslide susceptibility mapping: Environmental Geology, Vol. 52, pp. 615-623. (Pubitemid 46682556)
    • (2007) Environmental Geology , vol.52 , Issue.4 , pp. 615-623
    • Lee, S.1
  • 16
    • 2942620081 scopus 로고    scopus 로고
    • Probabilistic landslide hazard mapping using GIS and remote sensing data at Boun, Korea
    • DOI 10.1080/01431160310001618734
    • LEE, S.; CHOI, J.; AND MIN, K., 2004b, Probabilistic landslide hazard mapping using GIS and remote sensing data at Boeun, Korea: International Journal of Remote Sensing, Vol. 25, pp. 2037-2052. (Pubitemid 38762489)
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.11 , pp. 2037-2052
    • Lee, S.1    Choi, J.2    Min, K.3
  • 17
    • 36849094385 scopus 로고    scopus 로고
    • Probabilistic landslide susceptibility mapping in the Lai Chau province of Vietnam: Focus on the relationship between tectonic fractures and landslides
    • LEE, S. AND DAN, N. T., 2005, Probabilistic landslide susceptibility mapping in the Lai Chau province of Vietnam: Focus on the relationship between tectonic fractures and landslides: Environmental Geology, Vol. 48, pp. 778-787.
    • (2005) Environmental Geology , vol.48 , pp. 778-787
    • Lee, S.1    Dan, N.T.2
  • 18
    • 33845678462 scopus 로고    scopus 로고
    • Probabilistic landslide risk mapping at Penang Island, Malaysia
    • LEE, S. AND PRADHAN, B., 2006, Probabilistic landslide risk mapping at Penang Island, Malaysia: Journal of Earth System Science, Vol. 115, No. 6, pp. 1-12.
    • (2006) Journal of Earth System Science , vol.115 , Issue.6 , pp. 1-12
    • Lee, S.1    Pradhan, B.2
  • 19
    • 33847014755 scopus 로고    scopus 로고
    • Landslide hazard mapping at Selangor, Malaysia, using frequency ratio and logistic regression models
    • LEE, S. AND PRADHAN, B., 2007, Landslide hazard mapping at Selangor, Malaysia, using frequency ratio and logistic regression models: Landslides, Vol. 4, pp. 33-41.
    • (2007) Landslides , vol.4 , pp. 33-41
    • Lee, S.1    Pradhan, B.2
  • 20
    • 1642505737 scopus 로고    scopus 로고
    • Determination and application of the weights for landslide susceptibility mapping using an artificial neural network
    • DOI 10.1016/S0013-7952(03)00142-X
    • LEE, S.; RYU, J. H.; WON, J. S.; AND PARK, H. J., 2004a, Determination and application of the weights for landslide susceptibility mapping using an artificial neural network: Engineering Geology, Vol. 71, pp. 289-302. (Pubitemid 38127091)
    • (2004) Engineering Geology , vol.71 , Issue.3-4 , pp. 289-302
    • Lee, S.1    Ryu, J.-H.2    Won, J.-S.3    Park, H.-J.4
  • 22
    • 35348854009 scopus 로고    scopus 로고
    • Artificial intelligence in the study of mountain landscapes
    • Bishop M. P. and Shorder, J. F. (Editors), Springer, Berlin
    • MOODY, A. AND KATZ, D. B., 2003, Artificial intelligence in the study of mountain landscapes. In Bishop, M. P. and Shorder, J. F. (Editors), Geographic Information Science and Mountain Geomorphology: Springer, Berlin, pp. 219-249.
    • (2003) Geographic Information Science and Mountain Geomorphology , pp. 219-249
    • Moody, A.1    Katz, D.B.2
  • 23
    • 0038016577 scopus 로고    scopus 로고
    • Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA
    • DOI 10.1016/S0013-7952(03)00069-3
    • OHLMACHER, G. C. AND DAVIS, J. C., 2003, Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA: Engineering Geology, Vol. 69, pp. 331-343. (Pubitemid 36639751)
    • (2003) Engineering Geology , vol.69 , Issue.3-4 , pp. 331-343
    • Ohlmacher, G.C.1    Davis, J.C.2
  • 24
    • 0029415649 scopus 로고
    • A review and analysis of backpropagation neural networks for classification of remotely-sensed multi-spectral imagery
    • PAOLA, J. D. AND SCHOWENGERDT, R. A., 1995, A review and analysis of back propagation neural networks for classification of remotely sensed multi-spectral imagery: International Journal of Remote Sensing, Vol. 16, No. 16, pp. 3033-3058. (Pubitemid 26468294)
    • (1995) International Journal of Remote Sensing , vol.16 , Issue.16 , pp. 3033-3058
    • Paola, J.D.1    Schowengerdt, R.A.2
  • 25
    • 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 at Selangor, Malaysia
    • PRADHAN, B. AND 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 Science Frontier, Vol. 14, No. 6, pp. 143-152
    • (2008) Earth Science Frontier , vol.14 , Issue.6 , pp. 143-152
    • Pradhan, B.1    Lee, S.2
  • 26
    • 77954084069 scopus 로고    scopus 로고
    • Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network model
    • DOI 10.1007/s12665-009-0245-8
    • PRADHAN, B. AND LEE, S., 2009a, Delineation of landslide hazard areas on Penang Island, Malaysia, by using frequency ratio, logistic regression, and artificial neural network model: Environmental Earth Sciences (on-line first), DOI 10.1007/s12665-009-0245-8.
    • (2009) Environmental Earth Sciences (On-line First)
    • Pradhan, B.1    Lee, S.2
  • 27
    • 70350074037 scopus 로고    scopus 로고
    • Landslide risk analysis using artificial neural network model focusing on different training sites
    • PRADHAN, B. AND LEE, S., 2009b, Landslide risk analysis using artificial neural network model focusing on different training sites: International Journal of Physical Sciences, Vol. 4, No. 1, pp. 1-15.
    • (2009) International Journal of Physical Sciences , vol.4 , Issue.1 , pp. 1-15
    • Pradhan, B.1    Lee, S.2
  • 28
    • 77149157821 scopus 로고    scopus 로고
    • Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia
    • DOI 10.1007/s10346-009-0183-2
    • PRADHAN, B. AND LEE, S., 2009c, Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia: Landslides (on-line first), DOI 10.1007/s10346-009-0183-2.
    • (2009) Landslides (On-line First)
    • Pradhan, B.1    Lee, S.2
  • 29
    • 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
    • PRADHAN, B.; LEE, S.; AND BUCHROITHNER, M. F., 2009, Use of geospatial data for the development of fuzzy algebraic operators to landslide hazard mapping: A case study in Malaysia: Applied Geomatics, Vol. 1, pp. 3-15.
    • (2009) Applied Geomatics , vol.1 , pp. 3-15
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 30
    • 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
    • PRADHAN, B.; LEE, S.; MANSOR, S.; BUCHROITHNER, M. F.; AND JALLALUDDIN, N., 2008a, Utilization of optical remote sensing data and geographic information system tools for regional landslide hazard analysis by using binomial logistic regression model: Applied Remote Sensing, Vol. 2, pp. 1-11.
    • (2008) Applied Remote Sensing , vol.2 , pp. 1-11
    • Pradhan, B.1    Lee, S.2    Mansor, S.3    Buchroithner, M.F.4    Jallaluddin, N.5
  • 31
    • 84979676067 scopus 로고    scopus 로고
    • Application of data mining model for landslide hazard mapping
    • PART(B8), commission VIII
    • PRADHAN, B.; MANSOR, S.; LEE, S.; AND BUCHROITHNER, M. F., 2008b, Application of data mining model for landslide hazard mapping. Proceedings of ISPRS, Vol. XXXVII, Part(B8), commission VIII, pp. 187-196.
    • (2008) Proceedings of ISPRS , vol.37 , pp. 187-196
    • Pradhan, B.1    Mansor, S.2    Lee, S.3    Buchroithner, M.F.4
  • 32
    • 33646521055 scopus 로고    scopus 로고
    • Estimation of stress and its use in evaluation of landslide prone regions using remote sensing data
    • PRADHAN, B.; SINGH, R. P.; AND BUCHROITHNER, M. F., 2006, Estimation of stress and its use in evaluation of landslide prone regions using remote sensing data: Advances in Space Research, Vol. 37, pp. 698-709.
    • (2006) Advances in Space Research , vol.37 , pp. 698-709
    • Pradhan, B.1    Singh, R.P.2    Buchroithner, M.F.3
  • 33
    • 17444397755 scopus 로고    scopus 로고
    • An approach for GIS-based statistical landslide susceptibility zonation-with a case study in the Himalayas
    • DOI 10.1007/s10346-004-0039-8
    • SAHA, A. K.; GUPTA, R. P.; SARKAR, I.; ARORA, M. K.; AND CSAPLOVICS, E., 2005a, An approach for GIS-based statistical landslide susceptibility zonation-with a case study in the Himalayas: Landslide, Vol. 2, pp. 61-69. (Pubitemid 40550367)
    • (2005) Landslides , vol.2 , Issue.1 , pp. 61-69
    • Saha, A.K.1    Gupta, R.P.2    Sarkar, I.3    Arora, M.K.4    Csaplovics, E.5
  • 35
    • 4444237740 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using the fuzzy gamma approach in a GIS, Kakan catchment area, southwest Iran
    • DOI 10.1111/j.1400-0952.2004.01068.x
    • TANGESTANI, M. H., 2004, Landslide susceptibility mapping using the fuzzy gamma approach in a GIS, Kakan catchment area, southwest Iran: Australian Journal of Earth Sciences, Vol. 51, pp. 439-450. (Pubitemid 39196682)
    • (2004) Australian Journal of Earth Sciences , vol.51 , Issue.3 , pp. 439-450
    • Tangestani, M.H.1
  • 36
    • 79957439782 scopus 로고    scopus 로고
    • THE MATHWORKS, INC. (1999), MATLAB Rev 5.3, The Math-Works, Inc., Natick, MA, USA
    • THE MATHWORKS, INC. (1999), MATLAB Rev 5.3, The Math-Works, Inc., Natick, MA, USA.
  • 37
    • 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)
    • DOI 10.1007/s00254-007-0788-5
    • TUNUSLUOGLU, M. C.; GOKCEOGLU, C.; NEFESLIOGLU, H. A.; AND SONMEZ, H., 2007, Extraction of potential debris source areas by logistic regression technique: A case study from Barla, Besparmak and Kapi mountains (NW Taurids, Turkey): Environmental Geology, Vol. 54, No. 1, pp. 9-22. (Pubitemid 351208266)
    • (2008) Environmental Geology , vol.54 , Issue.1 , pp. 9-22
    • Tunusluoglu, M.C.1    Gokceoglu, C.2    Nefeslioglu, H.A.3    Sonmez, H.4
  • 39
    • 0001660290 scopus 로고
    • Landslide hazard zonation: A review of principles and practice
    • VARNES, D. J., 1984, Landslide hazard zonation: A review of principles and practice: Natural Hazards, Vol. 3, pp. 63.
    • (1984) Natural Hazards , vol.3 , pp. 63
    • Varnes, D.J.1
  • 40
    • 20444373745 scopus 로고    scopus 로고
    • Comparative evaluation of landslide susceptibility in Minamata area, Japan
    • DOI 10.1007/s00254-005-1225-2
    • WANG, H. B. AND SASSA, K., 2005, Comparative evaluation of landslide susceptibility in Minamata area, Japan: Environmental Geology, Vol. 47, pp. 956-966. (Pubitemid 40793264)
    • (2005) Environmental Geology , vol.47 , Issue.7 , pp. 956-966
    • Wang, H.B.1    Sassa, K.2
  • 41
    • 8744316062 scopus 로고    scopus 로고
    • A time-space based approach for mapping rainfall-induced shallow landslide hazard
    • DOI 10.1007/s00254-004-1069-1
    • XIE, M.; ESAKI, T.; AND CAI, M., 2004, A time-space based approach for mapping rainfall-induced shallow landslide hazard: Environmental Geology, Vol. 46, pp. 840-850. (Pubitemid 39508929)
    • (2004) Environmental Geology , vol.46 , Issue.6-7 , pp. 840-850
    • Xie, M.1    Esaki, T.2    Cai, M.3
  • 43
    • 0033101401 scopus 로고    scopus 로고
    • Verification of the nonparametric characteristics of back propagation neural networks for image classification
    • ZHOU, W., 1999, Verification of the nonparametric characteristics of back propagation neural networks for image classification: IEEE Transaction on Geoscience and Remote Sensing, Vol. 38, pp. 771-779.
    • (1999) IEEE Transaction on Geoscience and Remote Sensing , vol.38 , pp. 771-779
    • Zhou, W.1


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