메뉴 건너뛰기




Volumn 204, Issue , 2014, Pages 646-656

Producing a landslide inventory map using pixel-based and object-oriented approaches optimized by Taguchi method

Author keywords

Landslide inventory; Object oriented classification; Optimization; Pixel based classification; Taguchi method

Indexed keywords

ACCURACY ASSESSMENT; GEOMORPHOLOGICAL MAPPING; HAZARD ASSESSMENT; IMAGE CLASSIFICATION; LAND USE CHANGE; LANDSLIDE; OPTIMIZATION; PIXEL; ARTIFICIAL NEURAL NETWORK; MASS MOVEMENT; NATURAL HAZARD; SATELLITE DATA; SATELLITE IMAGERY;

EID: 84887404317     PISSN: 0169555X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.geomorph.2013.09.012     Document Type: Article
Times cited : (132)

References (75)
  • 1
    • 0034694544 scopus 로고    scopus 로고
    • Evolution of the north flank of Tenerife by recurrent giant landslides
    • Ablay G., Hürliman M. Evolution of the north flank of Tenerife by recurrent giant landslides. J. Volcanol. Geotherm. Res. 2000, 103:135-159.
    • (2000) J. Volcanol. Geotherm. Res. , vol.103 , pp. 135-159
    • Ablay, G.1    Hürliman, M.2
  • 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
    • Akgün A., Dag S., Bulut F. Landslide susceptibility mapping for a landslide-prone area (Findikli, NE of Turkey) by likelihood-frequency ratio and weighted linear combination models. Environ. Geol. 2008, 54:1127-1143.
    • (2008) Environ. Geol. , vol.54 , pp. 1127-1143
    • Akgün, A.1    Dag, S.2    Bulut, F.3
  • 3
    • 1842616114 scopus 로고    scopus 로고
    • Regional stratigraphy of the Zagros fold and thrust belt of Iran and its proforeland evolution
    • Alavi M. Regional stratigraphy of the Zagros fold and thrust belt of Iran and its proforeland evolution. Am. J. Sci. 2004, 3004:1-20.
    • (2004) Am. J. Sci. , vol.3004 , pp. 1-20
    • Alavi, M.1
  • 4
    • 12144281255 scopus 로고    scopus 로고
    • Inventory of landslides and susceptibility mapping in the Dessie area, northern Ethiopia
    • Ayenew T., Barbieri G. Inventory of landslides and susceptibility mapping in the Dessie area, northern Ethiopia. Eng. Geol. 2005, 77:1-15.
    • (2005) Eng. Geol. , vol.77 , pp. 1-15
    • Ayenew, T.1    Barbieri, G.2
  • 5
    • 33745188264 scopus 로고    scopus 로고
    • High spatial resolution satellite imagery, DEM derivatives, and image segmentation for the detection of mass wasting processes
    • Barlow J., Franklin S., Martin Y. High spatial resolution satellite imagery, DEM derivatives, and image segmentation for the detection of mass wasting processes. Photogramm. Eng. Remote. Sens. 2006, 72(6):687-692.
    • (2006) Photogramm. Eng. Remote. Sens. , vol.72 , Issue.6 , pp. 687-692
    • Barlow, J.1    Franklin, S.2    Martin, Y.3
  • 6
    • 0036685120 scopus 로고    scopus 로고
    • Applicational aspects of support vector machines
    • Belousov A.I., Verzakov S.A., Von Frese J. Applicational aspects of support vector machines. J. Chemom. 2002, 16:482-489.
    • (2002) J. Chemom. , vol.16 , pp. 482-489
    • Belousov, A.I.1    Verzakov, S.A.2    Von Frese, J.3
  • 8
    • 77952673387 scopus 로고    scopus 로고
    • Analysis of landslide inventories for accurate prediction of debris-flow source areas
    • Blahut J., van Weste C.J., Sterlacchini S. Analysis of landslide inventories for accurate prediction of debris-flow source areas. Geomorphology 2010, 119:36-51.
    • (2010) Geomorphology , vol.119 , pp. 36-51
    • Blahut, J.1    van Weste, C.J.2    Sterlacchini, S.3
  • 9
    • 41549112556 scopus 로고    scopus 로고
    • Towards a framework for change detection based on image objects
    • Goettinger Geographische Abhandlungen, Goettingen, Germany, S. Erasmi, B. Cyffka, M. Kappas (Eds.)
    • Blaschke T. Towards a framework for change detection based on image objects. Remote Sensing and GIS for Environmental Studies 2005, 1-9. Goettinger Geographische Abhandlungen, Goettingen, Germany. S. Erasmi, B. Cyffka, M. Kappas (Eds.).
    • (2005) Remote Sensing and GIS for Environmental Studies , pp. 1-9
    • Blaschke, T.1
  • 10
    • 73249139477 scopus 로고    scopus 로고
    • Object based image analysis for remote sensing
    • Blaschke T. Object based image analysis for remote sensing. ISPRS J. Photogramm. Remote Sens. 2010, 65(1):2-16.
    • (2010) ISPRS J. Photogramm. Remote Sens. , vol.65 , Issue.1 , pp. 2-16
    • Blaschke, T.1
  • 11
    • 67349239084 scopus 로고    scopus 로고
    • Automated landslide mapping using spectral analysis and high-resolution topographic data: Puget Sound lowlands, Washington, and Portland Hills, Oregon
    • Booth A.M., Roering J.J., Perron T. Automated landslide mapping using spectral analysis and high-resolution topographic data: Puget Sound lowlands, Washington, and Portland Hills, Oregon. Geomorphology 2009, 109:132-147.
    • (2009) Geomorphology , vol.109 , pp. 132-147
    • Booth, A.M.1    Roering, J.J.2    Perron, T.3
  • 13
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L. Random forests. Mach. Learn. 2001, 45:5-32.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 14
    • 57049102289 scopus 로고    scopus 로고
    • Benchmarking classifiers to optimally integrate terrain analysis and multispectral remote sensing in automatic rock glacier detection
    • Brenning A. Benchmarking classifiers to optimally integrate terrain analysis and multispectral remote sensing in automatic rock glacier detection. Remote Sens. Environ. 2009, 113(1):239-247.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.1 , pp. 239-247
    • Brenning, A.1
  • 15
    • 0035033188 scopus 로고    scopus 로고
    • Cause-effect models of large landslides
    • Brückl E.P. Cause-effect models of large landslides. Nat. Hazards 2001, 23:291-314.
    • (2001) Nat. Hazards , vol.23 , pp. 291-314
    • Brückl, E.P.1
  • 16
    • 33645115494 scopus 로고    scopus 로고
    • Assessing the extent of agriculture/pasture and secondary succession forest in the Brazilian Legal Amazon using SPOT VEGETATION data
    • Carreiras J.M.B., Pereira J.M.C., Campagnolo M.L., Shimabukuro Y.E. Assessing the extent of agriculture/pasture and secondary succession forest in the Brazilian Legal Amazon using SPOT VEGETATION data. Remote Sens. Environ. 2006, 101(3):283-298.
    • (2006) Remote Sens. Environ. , vol.101 , Issue.3 , pp. 283-298
    • Carreiras, J.M.B.1    Pereira, J.M.C.2    Campagnolo, M.L.3    Shimabukuro, Y.E.4
  • 19
    • 59349095546 scopus 로고    scopus 로고
    • The optimum conditions for combination of magnetic particles driven by a rotating magnetic field using the Taguchi method
    • Chou C.S., Ho C.Y., Huang C.I. The optimum conditions for combination of magnetic particles driven by a rotating magnetic field using the Taguchi method. Adv. Powder Technol. 2009, 20:55-61.
    • (2009) Adv. Powder Technol. , vol.20 , pp. 55-61
    • Chou, C.S.1    Ho, C.Y.2    Huang, C.I.3
  • 20
    • 7044226255 scopus 로고    scopus 로고
    • Landslide types and processes
    • Transportation Research Board, Washington, DC, A.K. Turner, R.L. Schuster (Eds.) Landslides, Investigation and Mitigation
    • Cruden D.M., Varnes D.J. Landslide types and processes. Special Report 247 1996, 36-75. Transportation Research Board, Washington, DC. 0360-859X. A.K. Turner, R.L. Schuster (Eds.).
    • (1996) Special Report 247 , pp. 36-75
    • Cruden, D.M.1    Varnes, D.J.2
  • 21
    • 33750482956 scopus 로고    scopus 로고
    • Automated classification of landform elements using object-based image analysis
    • Dragut L., Blaschke T. Automated classification of landform elements using object-based image analysis. Geomorphology 2006, 81:330-344.
    • (2006) Geomorphology , vol.81 , pp. 330-344
    • Dragut, L.1    Blaschke, T.2
  • 22
    • 79955008207 scopus 로고    scopus 로고
    • Object representations at multiple scales from digital elevation models
    • Dragut L., Eisank C. Object representations at multiple scales from digital elevation models. Geomorphology 2011, 129:183-189.
    • (2011) Geomorphology , vol.129 , pp. 183-189
    • Dragut, L.1    Eisank, C.2
  • 25
    • 33747105856 scopus 로고    scopus 로고
    • Parameter selection for region-growing image segmentation algorithms using spatial autocorrelation
    • Espindola G.M., Camara G., Reis I.A., Bins L.S., Monteiro A.M. Parameter selection for region-growing image segmentation algorithms using spatial autocorrelation. Int. J. Remote Sens. 2006, 27:3035-3040.
    • (2006) Int. J. Remote Sens. , vol.27 , pp. 3035-3040
    • Espindola, G.M.1    Camara, G.2    Reis, I.A.3    Bins, L.S.4    Monteiro, A.M.5
  • 26
    • 3042661357 scopus 로고    scopus 로고
    • Thematic map comparison: evaluating the statistical significance of differences in classification accuracy
    • Foody G.M. Thematic map comparison: evaluating the statistical significance of differences in classification accuracy. Photogramm. Eng. Remote. Sens. 2004, 70:627-633.
    • (2004) Photogramm. Eng. Remote. Sens. , vol.70 , pp. 627-633
    • Foody, G.M.1
  • 27
    • 0034988334 scopus 로고    scopus 로고
    • Mapping continuous distributions of land cover - a comparison of maximum likelihood estimation and artificial neural networks
    • (Vol.)
    • Frizzelle B.G., Moody A. Mapping continuous distributions of land cover - a comparison of maximum likelihood estimation and artificial neural networks. Photogrammetric Engineering and Remote Sensing 2001, 67693-67705. (Vol.).
    • (2001) Photogrammetric Engineering and Remote Sensing , pp. 67693-67705
    • Frizzelle, B.G.1    Moody, A.2
  • 29
    • 84857987391 scopus 로고    scopus 로고
    • GeoEye, Inc. (accessed 03.02.12)
    • GeoEye, Inc. GeoEye Product Guide (accessed 03.02.12). http://www.geoeye.com/CorpSite/assets/docs/brochures/GeoEyeProductGuide.pdf.
    • GeoEye Product Guide
  • 31
    • 80052381211 scopus 로고    scopus 로고
    • Landslide inventories: the essential part of seismic landslide hazard analyses
    • Harp E.L., Keefer D.K., Sat H.P., Yagi H. Landslide inventories: the essential part of seismic landslide hazard analyses. Eng. Geol. 2011, 122:9-21.
    • (2011) Eng. Geol. , vol.122 , pp. 9-21
    • Harp, E.L.1    Keefer, D.K.2    Sat, H.P.3    Yagi, H.4
  • 32
    • 79960713151 scopus 로고    scopus 로고
    • Mapping: inventories, susceptibility, hazard and risk
    • Springer, Berlin, K. Sassa, P. Canuti (Eds.)
    • Hervas J., Bobrowsky P. Mapping: inventories, susceptibility, hazard and risk. Landslides - Disaster Risk Reduction 2009, 321-349. Springer, Berlin. K. Sassa, P. Canuti (Eds.).
    • (2009) Landslides - Disaster Risk Reduction , pp. 321-349
    • Hervas, J.1    Bobrowsky, P.2
  • 33
    • 79961000307 scopus 로고    scopus 로고
    • Factors affecting landslides occurrence in agro-ecological zones in the Merek catchment, Iran
    • Heshmati M., Arifin A., Shamshuddin J., Majid N.M., Ghaituri M. Factors affecting landslides occurrence in agro-ecological zones in the Merek catchment, Iran. J. Arid Environ. 2011, 75:1072-1082.
    • (2011) J. Arid Environ. , vol.75 , pp. 1072-1082
    • Heshmati, M.1    Arifin, A.2    Shamshuddin, J.3    Majid, N.M.4    Ghaituri, M.5
  • 34
    • 0020118274 scopus 로고
    • Neural networks and physical systems with emergent collective computational abilities
    • Hopfield J.J. Neural networks and physical systems with emergent collective computational abilities. Proc. Natl. Acad. Sci. U. S. A. 1982, 79:2554-2558.
    • (1982) Proc. Natl. Acad. Sci. U. S. A. , vol.79 , pp. 2554-2558
    • Hopfield, J.J.1
  • 36
    • 0037138473 scopus 로고    scopus 로고
    • An assessment of support vector machines for land cover classification
    • Huang C., Davis L.S., Townshend J.R.G. An assessment of support vector machines for land cover classification. Int. J. Remote Sens. 2002, 23(4):725-749.
    • (2002) Int. J. Remote Sens. , vol.23 , Issue.4 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 37
    • 33746432211 scopus 로고    scopus 로고
    • Effects of vertical component of ground shaking on earthquake-induced landslide displacements using generalized Newmark's analysis
    • Inglès J., Darrozes J., Soula J.C. Effects of vertical component of ground shaking on earthquake-induced landslide displacements using generalized Newmark's analysis. Eng. Geol. 2006, 86:134-147.
    • (2006) Eng. Geol. , vol.86 , pp. 134-147
    • Inglès, J.1    Darrozes, J.2    Soula, J.C.3
  • 38
    • 37549060718 scopus 로고    scopus 로고
    • Object-based classification as an alternative approach to the traditional pixel-based classification to identify potential habitat of the Grasshopper Sparrow
    • Jobin B., Labrecque S., Grenier M., Falardeau G. Object-based classification as an alternative approach to the traditional pixel-based classification to identify potential habitat of the Grasshopper Sparrow. Environ. Manag. 2008, 41:20-31.
    • (2008) Environ. Manag. , vol.41 , pp. 20-31
    • Jobin, B.1    Labrecque, S.2    Grenier, M.3    Falardeau, G.4
  • 39
    • 84887410258 scopus 로고    scopus 로고
    • Geological Map of Kermanshah, Iran (1:100,000, Series: 5458). Geological Survey Service Press, Tehran, Iran.
    • Karimibavandpoor, A., Hajihosaini, A., Shahandi, M., 1999. Geological Map of Kermanshah, Iran (1:100,000, Series: 5458). Geological Survey Service Press, Tehran, Iran.
    • (1999)
    • Karimibavandpoor, A.1    Hajihosaini, A.2    Shahandi, M.3
  • 40
    • 67651180573 scopus 로고    scopus 로고
    • Reviving legacy population maps with object-oriented image processing techniques
    • Kerle N., de Leeuw J. Reviving legacy population maps with object-oriented image processing techniques. IEEE Trans. Geosci. Remote Sens. 2009, 47:2392-2402.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , pp. 2392-2402
    • Kerle, N.1    de Leeuw, J.2
  • 41
    • 33644552507 scopus 로고    scopus 로고
    • Pixelbasierte Klassifizierung im Vergleich and zur Erganzung zum objektbasierten Verfahren
    • Koch B., Jochum M., Ivitis E., Dees M. Pixelbasierte Klassifizierung im Vergleich and zur Erganzung zum objektbasierten Verfahren. Photogrammetrie Fernerkundung Geoinformation 2003, 3:195-204.
    • (2003) Photogrammetrie Fernerkundung Geoinformation , vol.3 , pp. 195-204
    • Koch, B.1    Jochum, M.2    Ivitis, E.3    Dees, M.4
  • 46
    • 80052323768 scopus 로고    scopus 로고
    • A conceptual model for multi-temporal landscape monitoring in an object-based environment
    • Linke J., McDermid G.J. A conceptual model for multi-temporal landscape monitoring in an object-based environment. IEEE J. Appl. Earth Obs. Remote Sens. 2011, 4(2):265-271.
    • (2011) IEEE J. Appl. Earth Obs. Remote Sens. , vol.4 , Issue.2 , pp. 265-271
    • Linke, J.1    McDermid, G.J.2
  • 47
    • 80054680799 scopus 로고    scopus 로고
    • Landslide susceptibility assessment using SVM machine learning algorithm
    • Marjanović M., Kovačević M., Bajat B., Voženílek V. Landslide susceptibility assessment using SVM machine learning algorithm. Eng. Geol. 2011, 123:225-234.
    • (2011) Eng. Geol. , vol.123 , pp. 225-234
    • Marjanović, M.1    Kovačević, M.2    Bajat, B.3    Voženílek, V.4
  • 48
    • 75749106964 scopus 로고    scopus 로고
    • Characterising spectral, spatial and morphometric properties of landslides for semi-automatic detection using object-oriented methods
    • Martha T.R., Kerle N., Jetten V., Van Westen C.J., Kumar K.V. Characterising spectral, spatial and morphometric properties of landslides for semi-automatic detection using object-oriented methods. Geomorphology 2010, 116(1-2):24-36.
    • (2010) Geomorphology , vol.116 , Issue.1-2 , pp. 24-36
    • Martha, T.R.1    Kerle, N.2    Jetten, V.3    Van Westen, C.J.4    Kumar, K.V.5
  • 49
    • 34249730857 scopus 로고    scopus 로고
    • The comparison index: a tool for assessing the accuracy of image segmentation
    • Möller M., Lymburner L., Volk M. The comparison index: a tool for assessing the accuracy of image segmentation. Int. J. Appl. Earth Obs. Geoinf. 2007, 9(3):311-321.
    • (2007) Int. J. Appl. Earth Obs. Geoinf. , vol.9 , Issue.3 , pp. 311-321
    • Möller, M.1    Lymburner, L.2    Volk, M.3
  • 50
    • 0036537485 scopus 로고    scopus 로고
    • Large-scale mass wasting in ancient volcanic material
    • Moon V., Simpson C.J. Large-scale mass wasting in ancient volcanic material. Eng. Geol. 2002, 64:41-64.
    • (2002) Eng. Geol. , vol.64 , pp. 41-64
    • Moon, V.1    Simpson, C.J.2
  • 51
    • 79952070569 scopus 로고    scopus 로고
    • Per-pixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery
    • Myint S.W., Gober P., Brazel A., Grossman-Clarke S., Weng Q. Per-pixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery. Remote Sens. Environ. 2011, 115(5):1145-1161.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.5 , pp. 1145-1161
    • Myint, S.W.1    Gober, P.2    Brazel, A.3    Grossman-Clarke, S.4    Weng, Q.5
  • 53
    • 84863065490 scopus 로고    scopus 로고
    • Extraction of landslide-related factors from ASTER imagery and its application to landslide susceptibility mapping
    • Oh H.J., Park N.W., Lee S.S., Lee S. Extraction of landslide-related factors from ASTER imagery and its application to landslide susceptibility mapping. Int. J. Remote Sens. 2012, 33(10):3211-3231.
    • (2012) Int. J. Remote Sens. , vol.33 , Issue.10 , pp. 3211-3231
    • Oh, H.J.1    Park, N.W.2    Lee, S.S.3    Lee, S.4
  • 54
    • 75449091147 scopus 로고    scopus 로고
    • Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms
    • Otukei J.R., Blaschke T. Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms. Int. J. Appl. Earth Obs. Geoinf. 2010, 12:27-31.
    • (2010) Int. J. Appl. Earth Obs. Geoinf. , vol.12 , pp. 27-31
    • Otukei, J.R.1    Blaschke, T.2
  • 55
    • 84859976436 scopus 로고    scopus 로고
    • Comparison of advanced pixel based (ANN and SVM) and object-oriented classification approaches using landsat-7 ETM+data
    • Pakhale G.K., Gupta P.K. Comparison of advanced pixel based (ANN and SVM) and object-oriented classification approaches using landsat-7 ETM+data. Int. J. Eng. Technol. 2010, 2(4):245-251.
    • (2010) Int. J. Eng. Technol. , vol.2 , Issue.4 , pp. 245-251
    • Pakhale, G.K.1    Gupta, P.K.2
  • 56
    • 13344278660 scopus 로고    scopus 로고
    • Random forest classifier for remote sensing classification
    • Pal M. Random forest classifier for remote sensing classification. Int. J. Remote Sens. 2005, 26(1):217-222.
    • (2005) Int. J. Remote Sens. , vol.26 , Issue.1 , pp. 217-222
    • Pal, M.1
  • 57
    • 84879883655 scopus 로고    scopus 로고
    • Gigantic paleolandslide associated with active faulting along the Bogd fault (Gobi-Altay, Mongolia)
    • Philip H., Ritz J.F. Gigantic paleolandslide associated with active faulting along the Bogd fault (Gobi-Altay, Mongolia). Geology 1999, 27:211-214.
    • (1999) Geology , vol.27 , pp. 211-214
    • Philip, H.1    Ritz, J.F.2
  • 58
    • 38549177512 scopus 로고    scopus 로고
    • An evaluation of an object-oriented paradigm for land use/land cover classification
    • Platt R.V., Rapoza L. An evaluation of an object-oriented paradigm for land use/land cover classification. Prof. Geogr. 2008, 60(1):87-100.
    • (2008) Prof. Geogr. , vol.60 , Issue.1 , pp. 87-100
    • Platt, R.V.1    Rapoza, L.2
  • 59
    • 84862318369 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using index of entropy and conditional probability models in GIS: Safarood Basin, Iran
    • Pourghasemi H.R., Mohammady M., Pradhan B. Landslide susceptibility mapping using index of entropy and conditional probability models in GIS: Safarood Basin, Iran. Catena 2012, 97:71-84.
    • (2012) Catena , vol.97 , pp. 71-84
    • Pourghasemi, H.R.1    Mohammady, M.2    Pradhan, B.3
  • 60
    • 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. Environ. Earth Sci. 2010, 60:1037-1054.
    • (2010) Environ. Earth Sci. , vol.60 , pp. 1037-1054
    • Pradhan, B.1    Lee, S.2
  • 62
    • 84861572418 scopus 로고    scopus 로고
    • Comparison of bivariate and multivariate statistical approaches in landslide susceptibility mapping at a regional scale
    • Schicker R., Moon V. Comparison of bivariate and multivariate statistical approaches in landslide susceptibility mapping at a regional scale. Geomorphology 2012, 161-162:40-57.
    • (2012) Geomorphology , pp. 40-57
    • Schicker, R.1    Moon, V.2
  • 64
    • 84862817329 scopus 로고    scopus 로고
    • Prediction of landslide using ASTER imagery and data mining models
    • Song K.Y., Oh H.J., Choi J., Park I., Lee C., Lee S. Prediction of landslide using ASTER imagery and data mining models. Adv. Space Res. 2012, 49:978-993.
    • (2012) Adv. Space Res. , vol.49 , pp. 978-993
    • Song, K.Y.1    Oh, H.J.2    Choi, J.3    Park, I.4    Lee, C.5    Lee, S.6
  • 65
    • 0043037244 scopus 로고    scopus 로고
    • On the dynamics of the Köfels sturzstrom
    • Sörensen S.-A., Bauer B. On the dynamics of the Köfels sturzstrom. Geomorphology 2003, 54:11-19.
    • (2003) Geomorphology , vol.54 , pp. 11-19
    • Sörensen, S.-A.1    Bauer, B.2
  • 68
    • 84887410796 scopus 로고
    • University of Utah
    • Bureau of Economic Development and Utah Office of Planning and Budget, Salt Lake City, UT
    • University of Utah Flooding and Landslide in Utah - An Economic Impact Analysis 1984, Bureau of Economic Development and Utah Office of Planning and Budget, Salt Lake City, UT, (123 pp.).
    • (1984) Flooding and Landslide in Utah - An Economic Impact Analysis , pp. 123
  • 69
    • 84865970067 scopus 로고    scopus 로고
    • Object-oriented identification of forested landslides with derivatives of single pulse LiDAR data
    • Van Den Eeckhaut M., Kerle N., Poesen J., Hervás J. Object-oriented identification of forested landslides with derivatives of single pulse LiDAR data. Geomorphology 2012, 173-174:30-42.
    • (2012) Geomorphology , pp. 30-42
    • Van Den Eeckhaut, M.1    Kerle, N.2    Poesen, J.3    Hervás, J.4
  • 70
    • 0003991806 scopus 로고    scopus 로고
    • Wiley-Interscience, (Available at: [July 28, 2011])
    • Vapnik V. Statistical Learning Theory 1998, Wiley-Interscience, (Available at: http://www.amazon.ca/exec/obidos/redirect?tag=citeulike0920&path=ASIN/0471030031 [July 28, 2011]).
    • (1998) Statistical Learning Theory
    • Vapnik, V.1
  • 71
    • 33749574853 scopus 로고    scopus 로고
    • Improving forecasting performance by employing the Taguchi method
    • Wang T.Y., Huang C.Y. Improving forecasting performance by employing the Taguchi method. Eur. J. Oper. Res. 2007, 176:1052-1065.
    • (2007) Eur. J. Oper. Res. , vol.176 , pp. 1052-1065
    • Wang, T.Y.1    Huang, C.Y.2
  • 72
    • 34248593728 scopus 로고    scopus 로고
    • Comparison of satellite and air photo based landslide susceptibility maps
    • Weirich F., Blesius L. Comparison of satellite and air photo based landslide susceptibility maps. Geomorphology 2007, 87(4):352-364.
    • (2007) Geomorphology , vol.87 , Issue.4 , pp. 352-364
    • Weirich, F.1    Blesius, L.2
  • 74
    • 33750084387 scopus 로고    scopus 로고
    • Comparison of pixel-based and object-oriented image classification approaches - a case study in a coal fire area, Wuda, Inner Mongolia, China
    • Yan G., Mas J.F., Maathuis B.H.P., Xiangmin Z., Van Dijk P.M. Comparison of pixel-based and object-oriented image classification approaches - a case study in a coal fire area, Wuda, Inner Mongolia, China. Int. J. Remote Sens. 2006, 27:4039-4055.
    • (2006) Int. J. Remote Sens. , vol.27 , pp. 4039-4055
    • Yan, G.1    Mas, J.F.2    Maathuis, B.H.P.3    Xiangmin, Z.4    Van Dijk, P.M.5
  • 75
    • 0004232308 scopus 로고    scopus 로고
    • Prentice Hall, United States
    • Zar J.H. Biostatistical Analysis 2009, Prentice Hall, United States, (576 pp.). 5th ed.
    • (2009) Biostatistical Analysis , pp. 576
    • Zar, J.H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.