메뉴 건너뛰기




Volumn 59, Issue 3, 2011, Pages 1491-1512

Combining neural network with fuzzy, certainty factor and likelihood ratio concepts for spatial prediction of landslides

Author keywords

ANN; Certainty factor; Fuzzy; Landslide susceptibility zonation; Likelihood ratio; Success rate

Indexed keywords

ACCURACY ASSESSMENT; ARTIFICIAL NEURAL NETWORK; COMPARATIVE STUDY; FUZZY MATHEMATICS; GEODYNAMICS; GEOTECHNICAL MAPPING; HAZARD ASSESSMENT; LANDSLIDE; MAXIMUM LIKELIHOOD ANALYSIS; PREDICTION; SAFETY;

EID: 80255137525     PISSN: 0921030X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11069-011-9847-z     Document Type: Article
Times cited : (112)

References (47)
  • 1
    • 0027009283 scopus 로고
    • Landslide hazard evaluation and zonation mapping in mountainous terrain
    • Anbalagan R (1992) Landslide hazard evaluation and zonation mapping in mountainous terrain. Eng Geol 32: 269-277.
    • (1992) Eng Geol , vol.32 , pp. 269-277
    • Anbalagan, R.1
  • 2
    • 1342330867 scopus 로고    scopus 로고
    • An artificial neural network approach for landslide hazard zonation in the Bhagirathi (Ganga) Valley, Himalayas
    • Arora MK, Das Gupta AS, Gupta RP (2004) An artificial neural network approach for landslide hazard zonation in the Bhagirathi (Ganga) Valley, Himalayas. Int J Remote Sens 25(3): 559-572.
    • (2004) Int J Remote Sens , vol.25 , Issue.3 , pp. 559-572
    • Arora, M.K.1    Das Gupta, A.S.2    Gupta, R.P.3
  • 5
    • 0032736758 scopus 로고    scopus 로고
    • Probabilistic prediction models for landslide hazard mapping
    • Chung C-JF, Fabbri AG (1999) Probabilistic prediction models for landslide hazard mapping. Photogramm Eng Remote Sens 65(12): 1389-1399.
    • (1999) Photogramm Eng Remote Sens , vol.65 , Issue.12 , pp. 1389-1399
    • Chung, C.-J.F.1    Fabbri, A.G.2
  • 6
    • 0036887929 scopus 로고    scopus 로고
    • A procedure for landslide susceptibility zonation by the conditional analysis method
    • Clerici A, Perego S, Tellini C, Vescovi P (2002) A procedure for landslide susceptibility zonation by the conditional analysis method. Geomorphology 48: 349-364.
    • (2002) Geomorphology , vol.48 , pp. 349-364
    • Clerici, A.1    Perego, S.2    Tellini, C.3    Vescovi, P.4
  • 7
    • 0033879521 scopus 로고    scopus 로고
    • Landslide hazard mapping and its evaluation using GIS: an investigation of sampling schemes for a grid-cell based quantitative method
    • Dhakal AS, Amada T, Aniya M (2000) Landslide hazard mapping and its evaluation using GIS: an investigation of sampling schemes for a grid-cell based quantitative method. Photogramm Eng Remote Sens 66(8): 981-989.
    • (2000) Photogramm Eng Remote Sens , vol.66 , Issue.8 , pp. 981-989
    • Dhakal, A.S.1    Amada, T.2    Aniya, M.3
  • 9
    • 11344253904 scopus 로고    scopus 로고
    • Use of fuzzy relations to produce landslide susceptibility map of a landslide pron area (West Black Sea Region, Turkey)
    • Ercanoglu M, Gokceoglu C (2004) Use of fuzzy relations to produce landslide susceptibility map of a landslide pron area (West Black Sea Region, Turkey). Eng Geol 75(3& 4): 229-250.
    • (2004) Eng Geol , vol.75 , Issue.3-4 , pp. 229-250
    • Ercanoglu, M.1    Gokceoglu, C.2
  • 10
    • 15044352194 scopus 로고    scopus 로고
    • Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela
    • Gomez H, Kavzoglu T (2005) Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela. Eng Geol 78(1-2): 11-27.
    • (2005) Eng Geol , vol.78 , Issue.1-2 , pp. 11-27
    • Gomez, H.1    Kavzoglu, T.2
  • 11
    • 0347588422 scopus 로고    scopus 로고
    • Integrating a fuzzy k-means classification and a Bayesian approach for spatial prediction of landslide hazard
    • Gorsevski PV, Gessler PE, Jankowski P (2003) Integrating a fuzzy k-means classification and a Bayesian approach for spatial prediction of landslide hazard. J Geograph Syst 5: 223-251.
    • (2003) J Geograph Syst , vol.5 , pp. 223-251
    • Gorsevski, P.V.1    Gessler, P.E.2    Jankowski, P.3
  • 13
    • 0025197795 scopus 로고
    • Landslide hazard zonation using the GIS approach-a case study from the Ramganga Catchment, Himalayas
    • Gupta RP, Joshi BC (1990) Landslide hazard zonation using the GIS approach-a case study from the Ramganga Catchment, Himalayas. Eng Geol 28: 119-131.
    • (1990) Eng Geol , vol.28 , pp. 119-131
    • Gupta, R.P.1    Joshi, B.C.2
  • 14
    • 0002463845 scopus 로고
    • Landslide hazard zonation in the Upper Satlej Valley, District Kinnaur, Himachal Pradesh
    • Gupta V, Sah MP, Virdi NS, Bartarya SK (1993) Landslide hazard zonation in the Upper Satlej Valley, District Kinnaur, Himachal Pradesh. J Himal Geol 4: 81-93.
    • (1993) J Himal Geol , vol.4 , pp. 81-93
    • Gupta, V.1    Sah, M.P.2    Virdi, N.S.3    Bartarya, S.K.4
  • 15
    • 0007892990 scopus 로고    scopus 로고
    • Landslide hazard zonation in a part of Bhagirathy Valley, Garhwal Himalayas, using integrated remote sensing-GIS
    • Gupta RP, Saha AK, Arora MK, Kumar A (1999) Landslide hazard zonation in a part of Bhagirathy Valley, Garhwal Himalayas, using integrated remote sensing-GIS. J Himal Geol 20(2): 71-85.
    • (1999) J Himal Geol , vol.20 , Issue.2 , pp. 71-85
    • Gupta, R.P.1    Saha, A.K.2    Arora, M.K.3    Kumar, A.4
  • 16
    • 0028543366 scopus 로고
    • Training feedforward networks with the Marquardt algorithm
    • Hagan MT, Mehnaj M (1994) Training feedforward networks with the Marquardt algorithm. IEEE Trans Neural Netw 5(6): 989-993.
    • (1994) IEEE Trans Neural Netw , vol.5 , Issue.6 , pp. 989-993
    • Hagan, M.T.1    Mehnaj, M.2
  • 19
    • 0347300806 scopus 로고    scopus 로고
    • GIS-based hazard mapping and zonation of debris flows in Xiaojiang Basin, Southwestern China
    • He YP, Xie H, Cui P, Wei FQ, Zhong DL, Gardner JS (2003) GIS-based hazard mapping and zonation of debris flows in Xiaojiang Basin, Southwestern China. Env Geol 45: 286-293.
    • (2003) Env Geol , vol.45 , pp. 286-293
    • He, Y.P.1    Xie, H.2    Cui, P.3    Wei, F.Q.4    Zhong, D.L.5    Gardner, J.S.6
  • 20
    • 0000570405 scopus 로고
    • Probabilistic interpretation of MYCIN's certainty factors
    • L. N. Kanal and J. F. Lemmer (Eds.), New York: Elsevier
    • Heckerman D (1986) Probabilistic interpretation of MYCIN's certainty factors. In: Kanal LN, Lemmer JF (eds) Uncertainty in artificial intelligence. Elsevier, New York, pp 298-311.
    • (1986) Uncertainty in Artificial Intelligence , pp. 298-311
    • Heckerman, D.1
  • 21
    • 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
    • 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: 347-366.
    • (2006) Eng Geol , vol.85 , pp. 347-366
    • Kanungo, D.P.1    Arora, M.K.2    Sarkar, S.3    Gupta, R.P.4
  • 23
    • 7544221310 scopus 로고    scopus 로고
    • Landslide hazard spatial analysis and prediction using GIS in the Xiaojiang Watershed, Yunnan, China
    • Lan HX, Zhou CH, Wang LJ, Zhang HY, Li RH (2004) Landslide hazard spatial analysis and prediction using GIS in the Xiaojiang Watershed, Yunnan, China. Eng Geol 76: 109-128.
    • (2004) Eng Geol , vol.76 , pp. 109-128
    • Lan, H.X.1    Zhou, C.H.2    Wang, L.J.3    Zhang, H.Y.4    Li, R.H.5
  • 24
    • 0034886592 scopus 로고    scopus 로고
    • Statistical analysis of landslide susceptibility at Yongin, Korea
    • Lee S, Min KD (2001) Statistical analysis of landslide susceptibility at Yongin, Korea. Env Geol 40(9): 1095-1113.
    • (2001) Env Geol , vol.40 , Issue.9 , pp. 1095-1113
    • Lee, S.1    Min, K.D.2
  • 26
    • 0038521636 scopus 로고    scopus 로고
    • Landslide susceptibility analysis and verification using the Bayesian probability model
    • Lee S, Choi J, Min KD (2002b) Landslide susceptibility analysis and verification using the Bayesian probability model. Env Geol 43: 120-131.
    • (2002) Env Geol , vol.43 , pp. 120-131
    • Lee, S.1    Choi, J.2    Min, K.D.3
  • 27
    • 1642505737 scopus 로고    scopus 로고
    • Determination and application of the weights for landslide susceptibility mapping using an artificial neural network
    • Lee S, Ryu J, Won J, Park H (2004) Determination and application of the weights for landslide susceptibility mapping using an artificial neural network. Eng Geol 71: 289-302.
    • (2004) Eng Geol , vol.71 , pp. 289-302
    • Lee, S.1    Ryu, J.2    Won, J.3    Park, H.4
  • 28
    • 0344098900 scopus 로고    scopus 로고
    • A GIS-based potential analysis of the landslides induced by the Chi-Chi earthquake
    • Lin M-L, Tung C-C (2003) A GIS-based potential analysis of the landslides induced by the Chi-Chi earthquake. Eng Geol 71: 63-77.
    • (2003) Eng Geol , vol.71 , pp. 63-77
    • Lin, M.-L.1    Tung, C.-C.2
  • 29
    • 0032675715 scopus 로고    scopus 로고
    • A metric for spatial data layers in favorability mapping for geological events
    • Lu PF, An P (1999) A metric for spatial data layers in favorability mapping for geological events. IEEE Trans Geosci Remote Sens 37: 1194-1198.
    • (1999) IEEE Trans Geosci Remote Sens , vol.37 , pp. 1194-1198
    • Lu, P.F.1    An, P.2
  • 30
    • 0030456615 scopus 로고    scopus 로고
    • Terrain analysis and spatial assessment of landslide hazards in parts of Sikkim Himalaya
    • Mehrotra GS, Sarkar S, Kanungo DP, Mahadevaiah K (1996) Terrain analysis and spatial assessment of landslide hazards in parts of Sikkim Himalaya. Geol Soc India 47: 491-498.
    • (1996) Geol Soc India , vol.47 , pp. 491-498
    • Mehrotra, G.S.1    Sarkar, S.2    Kanungo, D.P.3    Mahadevaiah, K.4
  • 31
    • 10644287872 scopus 로고    scopus 로고
    • FUERO: foundations of a fuzzy exploratory model for soil erosion hazard prediction
    • Metternicht G, Gonzalez S (2005) FUERO: foundations of a fuzzy exploratory model for soil erosion hazard prediction. Environ Model Softw 20(6): 715-728.
    • (2005) Environ Model Softw , vol.20 , Issue.6 , pp. 715-728
    • Metternicht, G.1    Gonzalez, S.2
  • 32
    • 0032030090 scopus 로고    scopus 로고
    • Temporal remote sensing data and GIS application in landslide hazard zonation of part of Western Ghat, India
    • Nagarajan R, Mukherjee A, Roy A, Khire MV (1998) Temporal remote sensing data and GIS application in landslide hazard zonation of part of Western Ghat, India. Int J Remote Sens 19(4): 573-585.
    • (1998) Int J Remote Sens , vol.19 , Issue.4 , pp. 573-585
    • Nagarajan, R.1    Mukherjee, A.2    Roy, A.3    Khire, M.V.4
  • 33
    • 0026614634 scopus 로고
    • Landslide hazard mapping based on geological attributes
    • Pachauri AK, Pant M (1992) Landslide hazard mapping based on geological attributes. Eng Geol 32: 81-100.
    • (1992) Eng Geol , vol.32 , pp. 81-100
    • Pachauri, A.K.1    Pant, M.2
  • 35
    • 0037137940 scopus 로고    scopus 로고
    • GIS-based landslide hazard zonation in a part of the Himalayas
    • Saha AK, Gupta RP, Arora MK (2002) GIS-based landslide hazard zonation in a part of the Himalayas. Int J Remote Sens 23: 357-369.
    • (2002) Int J Remote Sens , vol.23 , pp. 357-369
    • Saha, A.K.1    Gupta, R.P.2    Arora, M.K.3
  • 36
    • 17444397755 scopus 로고    scopus 로고
    • An approach for GIS-based statistical landslide susceptibility zonation-with a case study in the Himalayas
    • Saha AK, Gupta RP, Sarkar I, Arora MK, Csaplovics E (2005) An approach for GIS-based statistical landslide susceptibility zonation-with a case study in the Himalayas. Landslides 2: 61-69.
    • (2005) Landslides , vol.2 , pp. 61-69
    • Saha, A.K.1    Gupta, R.P.2    Sarkar, I.3    Arora, M.K.4    Csaplovics, E.5
  • 37
    • 4143069152 scopus 로고    scopus 로고
    • An integrated approach for landslide susceptibility mapping using remote sensing and GIS
    • Sarkar S, Kanungo DP (2004) An integrated approach for landslide susceptibility mapping using remote sensing and GIS. Photogram Eng Remote Sens 70(5): 617-625.
    • (2004) Photogram Eng Remote Sens , vol.70 , Issue.5 , pp. 617-625
    • Sarkar, S.1    Kanungo, D.P.2
  • 38
    • 0029487970 scopus 로고
    • Landslide hazard zonation: a case study in Garhwal Himalaya, India
    • Sarkar S, Kanungo DP, Mehrotra GS (1995) Landslide hazard zonation: a case study in Garhwal Himalaya, India. Mountain Res Dev 15(4): 301-309.
    • (1995) Mountain Res Dev , vol.15 , Issue.4 , pp. 301-309
    • Sarkar, S.1    Kanungo, D.P.2    Mehrotra, G.S.3
  • 40
    • 0016722472 scopus 로고
    • A model of inexact reasoning in medicine
    • Shortliffe EH, Buchanan GG (1975) A model of inexact reasoning in medicine. Math Biosci 23: 351-379.
    • (1975) Math Biosci , vol.23 , pp. 351-379
    • Shortliffe, E.H.1    Buchanan, G.G.2
  • 42
    • 0942302183 scopus 로고    scopus 로고
    • Data driven bivariate landslide susceptibility assessment using geographical information systems: a method and application to Asarsuyu Catchment, Turkey
    • Suzen ML, Doyuran V (2004) Data driven bivariate landslide susceptibility assessment using geographical information systems: a method and application to Asarsuyu Catchment, Turkey. Eng Geol 71: 303-321.
    • (2004) Eng Geol , vol.71 , pp. 303-321
    • Suzen, M.L.1    Doyuran, V.2
  • 43
    • 33744794392 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using the fuzzy gamma operation in a GIS, Kakan Catchment Area, Iran
    • Tangestani MH (2003) Landslide susceptibility mapping using the fuzzy gamma operation in a GIS, Kakan Catchment Area, Iran. In: Proceeding of map India conference 2003.
    • (2003) Proceeding of Map India Conference
    • Tangestani, M.H.1
  • 44
    • 0000509994 scopus 로고
    • GIS in landslide hazard zonation: a review, with examples from the Andes of Colombia
    • M. Price and I. Heywood (Eds.), Basingstoke: Taylor & Francis
    • van Westen CJ (1994) GIS in landslide hazard zonation: a review, with examples from the Andes of Colombia. In: Price M, Heywood I (eds) Mountain environments and geographic information system. Taylor & Francis, Basingstoke, pp 135-165.
    • (1994) Mountain Environments and Geographic Information System , pp. 135-165
    • van Westen, C.J.1
  • 45
    • 0007935033 scopus 로고    scopus 로고
    • Mass wasting, its manifestations, causes and control: some case histories from Himachal Himalaya
    • D. K. Agarwal, A. P. Krishna, V. Joshi, K. Kumar, and M. S. Palni (Eds.), Nainital: Gyanodaya Prakashan
    • Virdi NS, Sah MP, Bartarya SK (1997) Mass wasting, its manifestations, causes and control: some case histories from Himachal Himalaya. In: Agarwal DK, Krishna AP, Joshi V, Kumar K, Palni MS (eds) Perspectives of mountain risk engineering in the Himalayan Region. Gyanodaya Prakashan, Nainital, pp 111-130.
    • (1997) Perspectives of Mountain Risk Engineering in the Himalayan Region , pp. 111-130
    • Virdi, N.S.1    Sah, M.P.2    Bartarya, S.K.3
  • 46
    • 21044454864 scopus 로고    scopus 로고
    • Landslide susceptibility mapping: a comparison of logistic regression and neural networks methods in a Medium Scale Study, Hendek region (Turkey)
    • Yesilnacar E, Topal T (2005) Landslide susceptibility mapping: a comparison of logistic regression and neural networks methods in a Medium Scale Study, Hendek region (Turkey). Eng Geol 79: 251-266.
    • (2005) Eng Geol , vol.79 , pp. 251-266
    • Yesilnacar, E.1    Topal, T.2
  • 47
    • 0033101401 scopus 로고    scopus 로고
    • Verification of the nonparametric characteristics of backpropagation neural networks for image classification
    • Zhou W (1999) Verification of the nonparametric characteristics of backpropagation neural networks for image classification. IEEE Trans Geosci Remote Sens 37: 771-779.
    • (1999) IEEE Trans Geosci Remote Sens , vol.37 , pp. 771-779
    • Zhou, W.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.