메뉴 건너뛰기




Volumn 45, Issue , 2012, Pages 199-211

Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro-fuzzy inference system and GIS

Author keywords

Adaptive neuro fuzzy inference system (ANFIS); GIS; Hoa Binh province; Landslide susceptibility; Vietnam

Indexed keywords

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; ANFIS MODEL; AREA UNDER THE CURVES; DATA SETS; HOA BINH PROVINCE; HYBRID LEARNING ALGORITHM; LANDSLIDE SUSCEPTIBILITY; LANDSLIDE SUSCEPTIBILITY MAPPING; MODELING PROCESS; POTENTIAL APPLICATIONS; PREDICTION CAPABILITY; PREDICTION RATE; SOIL TYPES; VALIDATION RESULTS; VIET NAM;

EID: 84863487918     PISSN: 00983004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cageo.2011.10.031     Document Type: Article
Times cited : (348)

References (58)
  • 1
    • 78650171699 scopus 로고    scopus 로고
    • Bayesian belief network learning algorithms for modeling contextual relationships in natural imagery: a comparative study
    • Abul Hasanat M., Ramachandram D., Mandava R. Bayesian belief network learning algorithms for modeling contextual relationships in natural imagery: a comparative study. Artificial Intelligence Review 2010, 34:291-308.
    • (2010) Artificial Intelligence Review , vol.34 , pp. 291-308
    • Abul Hasanat, M.1    Ramachandram, D.2    Mandava, R.3
  • 2
    • 82455187958 scopus 로고    scopus 로고
    • An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
    • (Article on-line first avaiable)
    • Akgun A., Sezer E.A., Nefeslioglu H.A., Gokceoglu C., Pradhan B. An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm. Computers & Geosciences 2011, (Article on-line first avaiable). 10.1016/j.cageo.2011.04.012.
    • (2011) Computers & Geosciences
    • Akgun, A.1    Sezer, E.A.2    Nefeslioglu, H.A.3    Gokceoglu, C.4    Pradhan, B.5
  • 3
    • 84863440314 scopus 로고    scopus 로고
    • Neural network-based fuzzy inference system for exchange rate prediction
    • Alakhras M.N.Y. Neural network-based fuzzy inference system for exchange rate prediction. Journal of Computer Science 2005, 112-120.
    • (2005) Journal of Computer Science , pp. 112-120
    • Alakhras, M.N.Y.1
  • 4
    • 33947238766 scopus 로고    scopus 로고
    • Adaptive neuro-fuzzy inference systems (ANFIS) application to investigate potential use of natural ventilation in new building designs in Turkey
    • Ayata T., Çam E., Yildiz O. Adaptive neuro-fuzzy inference systems (ANFIS) application to investigate potential use of natural ventilation in new building designs in Turkey. Energy Conversion and Management 2007, 48:1472-1479.
    • (2007) Energy Conversion and Management , vol.48 , pp. 1472-1479
    • Ayata, T.1    Çam, E.2    Yildiz, O.3
  • 5
    • 30844446670 scopus 로고    scopus 로고
    • Spatial prediction models for landslide hazards: review, comparison and evaluation
    • Brenning A. Spatial prediction models for landslide hazards: review, comparison and evaluation. Natural Hazards and Earth System Sciences 2005, 5:853-862.
    • (2005) Natural Hazards and Earth System Sciences , vol.5 , pp. 853-862
    • Brenning, A.1
  • 6
    • 80955178875 scopus 로고    scopus 로고
    • Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression
    • Bui D., Lofman O., Revhaug I., Dick O. Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression. Natural Hazards 2011, 1-32. 10.1007/s11069-011-9844-2.
    • (2011) Natural Hazards , pp. 1-32
    • Bui, D.1    Lofman, O.2    Revhaug, I.3    Dick, O.4
  • 7
    • 34548482506 scopus 로고    scopus 로고
    • A novel approach for ANFIS modelling based on full factorial design
    • Buragohain M., Mahanta C. A novel approach for ANFIS modelling based on full factorial design. Applied Soft Computing 2008, 8:609-625.
    • (2008) Applied Soft Computing , vol.8 , pp. 609-625
    • Buragohain, M.1    Mahanta, C.2
  • 8
    • 39849085647 scopus 로고    scopus 로고
    • Neural networks and landslide susceptibility: a case study of the urban area of Potenza
    • Caniani D., Pascale S., Sdao F., Sole A. Neural networks and landslide susceptibility: a case study of the urban area of Potenza. Natural Hazards 2007, 45:55-72.
    • (2007) Natural Hazards , vol.45 , pp. 55-72
    • Caniani, D.1    Pascale, S.2    Sdao, F.3    Sole, A.4
  • 9
    • 84974743850 scopus 로고
    • Fuzzy model identification based on cluster estimation
    • Chiu S.L. Fuzzy model identification based on cluster estimation. Journal of Intelligent and Fuzzy Systems 1994, 2:267-278.
    • (1994) Journal of Intelligent and Fuzzy Systems , vol.2 , pp. 267-278
    • Chiu, S.L.1
  • 10
    • 85169676282 scopus 로고    scopus 로고
    • An efficient method for extracting fuzzy classification rules from high dimensional data
    • Chiu S.L. An efficient method for extracting fuzzy classification rules from high dimensional data. Advanced Computational Intelligence 1997, 1:1-7.
    • (1997) Advanced Computational Intelligence , vol.1 , pp. 1-7
    • Chiu, S.L.1
  • 12
    • 0742288013 scopus 로고    scopus 로고
    • Validation of spatial prediction models for landslide hazard mapping
    • Chung C.J.F., Fabbri A.G. Validation of spatial prediction models for landslide hazard mapping. Natural Hazards 2003, 30:451-472.
    • (2003) Natural Hazards , vol.30 , pp. 451-472
    • Chung, C.J.F.1    Fabbri, A.G.2
  • 14
    • 20344385052 scopus 로고    scopus 로고
    • Applicability of neuro-fuzzy techniques in predicting ground-water vulnerability: a GIS-based sensitivity analysis
    • Dixon B. Applicability of neuro-fuzzy techniques in predicting ground-water vulnerability: a GIS-based sensitivity analysis. Journal of Hydrology 2005, 309:17-38.
    • (2005) Journal of Hydrology , vol.309 , pp. 17-38
    • Dixon, B.1
  • 15
    • 50149097955 scopus 로고    scopus 로고
    • Extracting compact fuzzy rules for nonlinear system modeling using subtractive clustering, GA and unscented filter
    • Eftekhari M., Katebi S.D. Extracting compact fuzzy rules for nonlinear system modeling using subtractive clustering, GA and unscented filter. Applied Mathematical Modelling 2008, 32:2634-2651.
    • (2008) Applied Mathematical Modelling , vol.32 , pp. 2634-2651
    • Eftekhari, M.1    Katebi, S.D.2
  • 16
    • 33947693294 scopus 로고    scopus 로고
    • A neuro-fuzzy model for inflow forecasting of the Nile river at Aswan high dam
    • El-Shafie A., Taha M., Noureldin A. A neuro-fuzzy model for inflow forecasting of the Nile river at Aswan high dam. Water Resources Management 2007, 21:533-556.
    • (2007) Water Resources Management , vol.21 , pp. 533-556
    • El-Shafie, A.1    Taha, M.2    Noureldin, A.3
  • 17
    • 30844473280 scopus 로고    scopus 로고
    • Landslide susceptibility assessment of SE Bartin (West Black Sea region, Turkey) by artificial neural networks
    • Ercanoglu M. Landslide susceptibility assessment of SE Bartin (West Black Sea region, Turkey) by artificial neural networks. Natural Hazards and Earth System Sciences 2005, 5:14.
    • (2005) Natural Hazards and Earth System Sciences , vol.5 , pp. 14
    • Ercanoglu, M.1
  • 18
    • 0036487950 scopus 로고    scopus 로고
    • Assessment of landslide susceptibility for a landslide-prone area (north of Yenice, NW Turkey) by fuzzy approach
    • Ercanoglu M., Gokceoglu C. Assessment of landslide susceptibility for a landslide-prone area (north of Yenice, NW Turkey) by fuzzy approach. Environmental Geology 2002, 41:720-730.
    • (2002) Environmental Geology , vol.41 , pp. 720-730
    • Ercanoglu, M.1    Gokceoglu, C.2
  • 19
    • 11344253904 scopus 로고    scopus 로고
    • Use of fuzzy relations to produce landslide susceptibility map of a landslide prone area (West Black Sea Region, Turkey)
    • Ercanoglu M., Gokceoglu C. Use of fuzzy relations to produce landslide susceptibility map of a landslide prone area (West Black Sea Region, Turkey). Engineering Geology 2004, 75:229-250.
    • (2004) Engineering Geology , vol.75 , pp. 229-250
    • Ercanoglu, M.1    Gokceoglu, C.2
  • 20
    • 14844322351 scopus 로고    scopus 로고
    • Artificial neural networks applied to landslide susceptibility assessment
    • Ermini L., Catani F., Casagli N. Artificial neural networks applied to landslide susceptibility assessment. Geomorphology 2005, 66:327-343.
    • (2005) Geomorphology , vol.66 , pp. 327-343
    • Ermini, L.1    Catani, F.2    Casagli, N.3
  • 22
    • 0343069785 scopus 로고    scopus 로고
    • Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy
    • 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. Geomorphology 1999, 31:181-216.
    • (1999) Geomorphology , vol.31 , pp. 181-216
    • Guzzetti, F.1    Carrara, A.2    Cardinali, M.3    Reichenbach, P.4
  • 23
    • 80955182190 scopus 로고    scopus 로고
    • Investigation and assessment of the types of geological hazard in the territory of Vietnam and recommendation of remedial measures
    • Phase II: a study of the Northern mountainous province. Vietnam Academy of Science and Technology
    • Hue, T.T., Duong, T.V., Toan, D.V., Nghinh, L.T., Minh, V.C., Pho, N.V., Xuan, P.T., Hoan, L.T., Huyen, N.X., Pha, P.D., Chinh, V.V., Thom, B.V., 2004. Investigation and assessment of the types of geological hazard in the territory of Vietnam and recommendation of remedial measures. Phase II: a study of the Northern mountainous province. Vietnam Academy of Science and Technology-Institute of Geological Sciences, Hanoi, p. 361.
    • (2004)
    • Hue, T.T.1    Duong, T.V.2    Toan, D.V.3    Nghinh, L.T.4    Minh, V.C.5    Pho, N.V.6    Xuan, P.T.7    Hoan, L.T.8    Huyen, N.X.9    Pha, P.D.10    Chinh, V.V.11    Thom, B.V.12
  • 26
    • 55849145891 scopus 로고    scopus 로고
    • Landslide risk assessment using concepts of danger pixels and fuzzy set theory in Darjeeling Himalayas
    • Kanungo D., Arora M., Gupta R., Sarkar S. Landslide risk assessment using concepts of danger pixels and fuzzy set theory in Darjeeling Himalayas. Landslides 2008, 5:407-416.
    • (2008) Landslides , vol.5 , pp. 407-416
    • Kanungo, D.1    Arora, M.2    Gupta, R.3    Sarkar, S.4
  • 27
    • 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 D.P., Arora M.K., Sarkar S., Gupta R.P. A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas. Engineering Geology 2006, 85:347-366.
    • (2006) Engineering Geology , vol.85 , pp. 347-366
    • Kanungo, D.P.1    Arora, M.K.2    Sarkar, S.3    Gupta, R.P.4
  • 28
    • 33746832391 scopus 로고    scopus 로고
    • Adaptive neural-based fuzzy inference system (ANFIS) approach for modelling hydrological time series
    • Keskin M.E., Taylan D., Terzi O. Adaptive neural-based fuzzy inference system (ANFIS) approach for modelling hydrological time series. Hydrological Sciences 2006, 51.
    • (2006) Hydrological Sciences , pp. 51
    • Keskin, M.E.1    Taylan, D.2    Terzi, O.3
  • 29
    • 37149016011 scopus 로고    scopus 로고
    • Application of multiple regression and adaptive neuro fuzzy inference system for the prediction of surface roughness
    • Kumanan S., Jesuthanam C.P., Kumar R.A. Application of multiple regression and adaptive neuro fuzzy inference system for the prediction of surface roughness. International Journal of Advanced Manufacturing Technology 2008, 35:778-788.
    • (2008) International Journal of Advanced Manufacturing Technology , vol.35 , pp. 778-788
    • Kumanan, S.1    Jesuthanam, C.P.2    Kumar, R.A.3
  • 30
    • 41249092382 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using an artificial neural network in the Gangneung area, Korea
    • Lee S. Landslide susceptibility mapping using an artificial neural network in the Gangneung area, Korea. International Journal of Remote Sensing 2007, 28:4763-4783.
    • (2007) International Journal of Remote Sensing , vol.28 , pp. 4763-4783
    • Lee, S.1
  • 31
    • 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
    • Lee S., Ryu J.H., Kim I.S. Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: case study of Youngin, Korea. Landslides 2007, 4:327-338.
    • (2007) Landslides , vol.4 , pp. 327-338
    • Lee, S.1    Ryu, J.H.2    Kim, I.S.3
  • 32
    • 0142123238 scopus 로고    scopus 로고
    • Use of an artificial neural network for analysis of the susceptibility to landslides at Boun, Korea
    • Lee S., Ryu J.H., Lee M.J., Won J.S. Use of an artificial neural network for analysis of the susceptibility to landslides at Boun, Korea. Environmental Geology 2003, 44:820-833.
    • (2003) Environmental Geology , vol.44 , pp. 820-833
    • Lee, S.1    Ryu, J.H.2    Lee, M.J.3    Won, J.S.4
  • 33
    • 1642505737 scopus 로고    scopus 로고
    • Determination and application of the weights for landslide susceptibility mapping using an artificial neural network
    • Lee S., Ryu J.H., Won J.S., Park H.J. Determination and application of the weights for landslide susceptibility mapping using an artificial neural network. Engineering Geology 2004, 71:289-302.
    • (2004) Engineering Geology , vol.71 , pp. 289-302
    • Lee, S.1    Ryu, J.H.2    Won, J.S.3    Park, H.J.4
  • 34
    • 80955181940 scopus 로고    scopus 로고
    • Construction of the environmental hazard zonation map for northwest territory of Vietnam
    • Vietnam Geography Assosiation, Hanoi
    • My, N.Q., 2007. Construction of the environmental hazard zonation map for northwest territory of Vietnam. Vietnam Geography Assosiation, Hanoi, p. 98.
    • (2007) , pp. 98
    • My, N.Q.1
  • 36
    • 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
    • Nefeslioglu H.A., Gokceoglu C., Sonmez H. An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps. Engineering Geology 2008, 97:171-191.
    • (2008) Engineering Geology , vol.97 , pp. 171-191
    • Nefeslioglu, H.A.1    Gokceoglu, C.2    Sonmez, H.3
  • 38
    • 80051570616 scopus 로고    scopus 로고
    • Application of a neuro-fuzzy model to landslide-susceptibility mapping for shallow landslides in a tropical hilly area
    • Oh H.-J., Pradhan B. Application of a neuro-fuzzy model to landslide-susceptibility mapping for shallow landslides in a tropical hilly area. Computers & Geosciences 2011, 37:1264-1276.
    • (2011) Computers & Geosciences , vol.37 , pp. 1264-1276
    • Oh, H.-J.1    Pradhan, B.2
  • 39
    • 78650712774 scopus 로고    scopus 로고
    • Application of an advanced fuzzy logic model for landslide susceptibility analysis
    • Pradhan B. Application of an advanced fuzzy logic model for landslide susceptibility analysis. International Journal of Computational Intelligence Systems 2010, 3:370-381.
    • (2010) International Journal of Computational Intelligence Systems , vol.3 , pp. 370-381
    • Pradhan, B.1
  • 40
    • 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
    • Pradhan B. Remote sensing and GIS-based landslide hazard analysis and cross-validation using multivariate logistic regression model on three test areas in Malaysia. Advances in Space Research 2010, 45:1244-1256.
    • (2010) Advances in Space Research , vol.45 , pp. 1244-1256
    • Pradhan, B.1
  • 41
    • 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
    • Pradhan B. Manifestation of an advanced fuzzy logic model coupled with Geo-information techniques to landslide susceptibility mapping and their comparison with logistic regression modelling. Environmental and Ecological Statistics 2011, 18:471-493.
    • (2011) Environmental and Ecological Statistics , vol.18 , pp. 471-493
    • Pradhan, B.1
  • 42
    • 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
    • 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 Sciences 2010, 60:1037-1054.
    • (2010) Environmental Earth Sciences , vol.60 , pp. 1037-1054
    • Pradhan, B.1    Lee, S.2
  • 43
    • 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
    • Pradhan B., Lee S. Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling. Environmental Modelling & Software 2010, 25:747-759.
    • (2010) Environmental Modelling & Software , vol.25 , pp. 747-759
    • Pradhan, B.1    Lee, S.2
  • 44
    • 77149157821 scopus 로고    scopus 로고
    • Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia
    • Pradhan B., Lee S. Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia. Landslides 2010, 7:13-30.
    • (2010) Landslides , vol.7 , pp. 13-30
    • Pradhan, B.1    Lee, S.2
  • 45
    • 77952010906 scopus 로고    scopus 로고
    • A GIS-based back-propagation neural network model and its cross-application and validation for landslide susceptibility analyses
    • Pradhan B., Lee S., Buchroithner M.F. A GIS-based back-propagation neural network model and its cross-application and validation for landslide susceptibility analyses. Computers Environment and Urban Systems 2010, 34:216-235.
    • (2010) Computers Environment and Urban Systems , vol.34 , pp. 216-235
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 47
    • 37349082291 scopus 로고    scopus 로고
    • Wavelet transform and adaptive neuro-fuzzy inference system for color texture classification
    • Sengur A. Wavelet transform and adaptive neuro-fuzzy inference system for color texture classification. Expert Systems with Applications 2008, 34:2120-2128.
    • (2008) Expert Systems with Applications , vol.34 , pp. 2120-2128
    • Sengur, A.1
  • 48
    • 79952454832 scopus 로고    scopus 로고
    • Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia
    • Sezer E.A., Pradhan B., Gokceoglu C. Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia. Expert Systems with Applications 2011, 38:8208-8219.
    • (2011) Expert Systems with Applications , vol.38 , pp. 8208-8219
    • Sezer, E.A.1    Pradhan, B.2    Gokceoglu, C.3
  • 49
    • 67349145473 scopus 로고    scopus 로고
    • An expert system for the humidity and temperature control in HVAC systems using ANFIS and optimization with fuzzy modeling approach
    • Soyguder S., Alli H. An expert system for the humidity and temperature control in HVAC systems using ANFIS and optimization with fuzzy modeling approach. Energy and Buildings 2009, 41:814-822.
    • (2009) Energy and Buildings , vol.41 , pp. 814-822
    • Soyguder, S.1    Alli, H.2
  • 50
    • 0021892282 scopus 로고
    • Fuzzy identification of systems and its applications to modeling and control
    • Takagi T., Sugeno M. Fuzzy identification of systems and its applications to modeling and control. IEEE Transactions on Systems, Man, and Cybernetics 1985, 15:116-132.
    • (1985) IEEE Transactions on Systems, Man, and Cybernetics , vol.15 , pp. 116-132
    • Takagi, T.1    Sugeno, M.2
  • 51
    • 69649096613 scopus 로고    scopus 로고
    • An adaptive neuro-fuzzy model for prediction of student's academic performance
    • Taylan O., Karagözoĝlu B. An adaptive neuro-fuzzy model for prediction of student's academic performance. Computers & Industrial Engineering 2009, 57:732-741.
    • (2009) Computers & Industrial Engineering , vol.57 , pp. 732-741
    • Taylan, O.1    Karagözoĝlu, B.2
  • 53
    • 77955925179 scopus 로고    scopus 로고
    • A GIS-based neuro-fuzzy procedure for integrating knowledge and data in landslide susceptibility mapping
    • Vahidnia M.H., Alesheikh A.A., Alimohammadi A., Hosseinali F. A GIS-based neuro-fuzzy procedure for integrating knowledge and data in landslide susceptibility mapping. Computers & Geosciences 2010, 36:1101-1114.
    • (2010) Computers & Geosciences , vol.36 , pp. 1101-1114
    • Vahidnia, M.H.1    Alesheikh, A.A.2    Alimohammadi, A.3    Hosseinali, F.4
  • 54
    • 84863440315 scopus 로고    scopus 로고
    • Investigation and assessment of the current status and potential of landslide in some sections of the Ho Chi Minh Road, National Road 1A and proposed remedial measures to prevent landslide from threat of safety of peopl
    • Van, T.T., Anh, D.T., Hieu, H.H., Giap, N.X., Ke, T.D., Nam, T.D., Ngoc, D., Ngoc, D.T.Y., Thai, T.N., Thang, D.V., Tinh, N.V., Tuat, L.T., Tung, N.T., Tuy, P.K., Viet, H.A., 2006. Investigation and assessment of the current status and potential of landslide in some sections of the Ho Chi Minh Road, National Road 1A and proposed remedial measures to prevent landslide from threat of safety of people, property, and infrastructure. Vietnam Institute of Geoscience and Mineral Resources, Hanoi, p. 249.
    • (2006)
    • Van, T.T.1    Anh, D.T.2    Hieu, H.H.3    Giap, N.X.4    Ke, T.D.5    Nam, T.D.6    Ngoc, D.7    Ngoc, D.T.Y.8    Thai, T.N.9    Thang, D.V.10    Tinh, N.V.11    Tuat, L.T.12    Tung, N.T.13    Tuy, P.K.14    Viet, H.A.15
  • 55
    • 84863482375 scopus 로고    scopus 로고
    • Assessment and prediction of geological hazards in the 8 coastal provinces of central Vietnam from Quang Binh to Phu Yen-current status, causes, prediction and recommendation of remedial measures. Vietnam Institude of Geoscience and
    • Van, T.T., Tuy, P.K., Giap, N.X., Ke, T.D., Thai, T.N., Giang, N.T., Tho, H.M., Tuat, L.T., San, D.N., Hung, L.Q., Chung, H.T., Hoan, N.T., 2002. Assessment and prediction of geological hazards in the 8 coastal provinces of central Vietnam from Quang Binh to Phu Yen-current status, causes, prediction and recommendation of remedial measures. Vietnam Institude of Geoscience and Mineral Resourses, Hanoi, p. 215.
    • (2002)
    • Van, T.T.1    Tuy, P.K.2    Giap, N.X.3    Ke, T.D.4    Thai, T.N.5    Giang, N.T.6    Tho, H.M.7    Tuat, L.T.8    San, D.N.9    Hung, L.Q.10    Chung, H.T.11    Hoan, N.T.12
  • 56
    • 0742322763 scopus 로고    scopus 로고
    • Use of geomorphological information in indirect landslide susceptibility assessment
    • Van Westen C.J., Rengers N., Soeters R. Use of geomorphological information in indirect landslide susceptibility assessment. Natural Hazards 2003, 30:399-419.
    • (2003) Natural Hazards , vol.30 , pp. 399-419
    • Van Westen, C.J.1    Rengers, N.2    Soeters, R.3
  • 57
    • 79151474442 scopus 로고    scopus 로고
    • Multiple regression, ANN (RBF, MLP) and ANFIS models for prediction of swell potential of clayey soils
    • Yilmaz I., Kaynar O. Multiple regression, ANN (RBF, MLP) and ANFIS models for prediction of swell potential of clayey soils. Expert Systems with Applications 2011, 38:5958-5966.
    • (2011) Expert Systems with Applications , vol.38 , pp. 5958-5966
    • Yilmaz, I.1    Kaynar, O.2
  • 58
    • 36348985409 scopus 로고    scopus 로고
    • Using adaptive network based fuzzy inference system to forecast regional electricity loads
    • Ying L.C., Pan M.C. Using adaptive network based fuzzy inference system to forecast regional electricity loads. Energy Conversion and Management 2008, 49:205-211.
    • (2008) Energy Conversion and Management , vol.49 , pp. 205-211
    • Ying, L.C.1    Pan, M.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.