메뉴 건너뛰기




Volumn 45, Issue , 2012, Pages 229-239

Towards automatic lithological classification from remote sensing data using support vector machines

Author keywords

Aeromagnetic; ASTER; DEM; Lithological classification; Supervised classification; Support vector machine (SVM)

Indexed keywords

AEROMAGNETIC; AEROMAGNETIC DATA; ASTER; CLASSIFICATION ACCURACY; DATA SETS; DEM; DIGITAL ELEVATION MODEL; ENHANCEMENT TECHNIQUES; IN-BUILDINGS; INDEPENDENT COMPONENTS; LITHOLOGICAL MAP; MAXIMUM LIKELIHOOD CLASSIFIERS; PRINCIPAL COMPONENTS; REMOTE SENSING DATA; SPACE-BORNE; STUDY AREAS; SUPERVISED CLASSIFICATION; SUPPORT VECTOR MACHINE ALGORITHM; THERMAL EMISSIONS;

EID: 84863469677     PISSN: 00983004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cageo.2011.11.019     Document Type: Article
Times cited : (182)

References (45)
  • 1
    • 0001395470 scopus 로고
    • Spectral mixture modeling: a new analysis of rock and soil types at eh Viking Lander 1 site
    • Adams J.B., Smith M.O., Johnson P.E. Spectral mixture modeling: a new analysis of rock and soil types at eh Viking Lander 1 site. Journal of Geophysical Research 1986, 91:8089-8112.
    • (1986) Journal of Geophysical Research , vol.91 , pp. 8089-8112
    • Adams, J.B.1    Smith, M.O.2    Johnson, P.E.3
  • 2
    • 13444287922 scopus 로고    scopus 로고
    • Methods for remote engineering geology terrain analysis in Boreal Forest regions of Ontario, Canada
    • Barnett P.J., Singhroy V.H., Shirota J., Leney S.J. Methods for remote engineering geology terrain analysis in Boreal Forest regions of Ontario, Canada. Environmental & Engineering Geoscience 2004, 10(3):229-241.
    • (2004) Environmental & Engineering Geoscience , vol.10 , Issue.3 , pp. 229-241
    • Barnett, P.J.1    Singhroy, V.H.2    Shirota, J.3    Leney, S.J.4
  • 5
    • 0001290987 scopus 로고
    • Automated spectral analyisis: a geologic example using AVIRIS data, north Grapevine Mountains, Nevada. Proceedings of the Tenth Thermatic Conference on Geologica Remote Sensing, Ann Arbor, MI: ERIM, Ann Arbor, MI: ERIM.
    • Boardman, J.W., Kruse, F.A., 1994. Automated spectral analyisis: a geologic example using AVIRIS data, north Grapevine Mountains, Nevada. Proceedings of the Tenth Thermatic Conference on Geologica Remote Sensing, Ann Arbor, MI: ERIM, vol. 1, (pp. 407-418), Ann Arbor, MI: ERIM.
    • (1994) , vol.1 , pp. 407-418
    • Boardman, J.W.1    Kruse, F.A.2
  • 8
    • 84863477884 scopus 로고    scopus 로고
    • LIBSVM: A library for support vector machines.
    • Chen, C.C. & Lin, C.J. 2001 LIBSVM: A library for support vector machines. http://www.csie.ntu.edu.tw/~cjlin/libsvm.
    • (2001)
    • Chen, C.C.1    Lin, C.J.2
  • 9
    • 34548096221 scopus 로고    scopus 로고
    • Integrating visible, near-infrared and short-wave infrared hyperspectral and multispectral thermal imagery for geological mapping at Cuprite, Nevada
    • Chen X., Warner T.A., Campagna D.J. Integrating visible, near-infrared and short-wave infrared hyperspectral and multispectral thermal imagery for geological mapping at Cuprite, Nevada. Remote Sensing of Environment 2007, 110:244-256.
    • (2007) Remote Sensing of Environment , vol.110 , pp. 244-256
    • Chen, X.1    Warner, T.A.2    Campagna, D.J.3
  • 10
    • 0344223368 scopus 로고    scopus 로고
    • Hydrothermal alteration mapping at Bodie, California, using AVIRIS hyperspectral data
    • Crosta A.P., Sabine C., Taranik J.V. Hydrothermal alteration mapping at Bodie, California, using AVIRIS hyperspectral data. Remote Sensing of Environment 1998, 65:309-319.
    • (1998) Remote Sensing of Environment , vol.65 , pp. 309-319
    • Crosta, A.P.1    Sabine, C.2    Taranik, J.V.3
  • 11
    • 84863429872 scopus 로고    scopus 로고
    • Texture analysis of aeromagnetic data. Proceedings of the Australian Society of Exploration Geophysicists (ASEG) 2000 Aeromagnetics-State of the Art Enhancement Workshop
    • Dentith, M.C., 2000. Texture analysis of aeromagnetic data. Proceedings of the Australian Society of Exploration Geophysicists (ASEG) 2000 Aeromagnetics-State of the Art Enhancement Workshop, pp. 115-128.
    • (2000) , pp. 115-128
    • Dentith, M.C.1
  • 12
    • 3042654673 scopus 로고    scopus 로고
    • A relative evaluation of multiclass image classifi{ligature}cation by support vector machines
    • Foody G.M., Mathur A. A relative evaluation of multiclass image classifi{ligature}cation by support vector machines. IEEE Transactions on Geoscience and Remote Sensing 2004, 42(6):1335-1343.
    • (2004) IEEE Transactions on Geoscience and Remote Sensing , vol.42 , Issue.6 , pp. 1335-1343
    • Foody, G.M.1    Mathur, A.2
  • 14
    • 41249092070 scopus 로고    scopus 로고
    • N-FindR method versus independent component analysis for lithological identification in hyperspectral imagery
    • Gomez C., Borgne H.L., Allemand P., Delacourt C., Ledru P. N-FindR method versus independent component analysis for lithological identification in hyperspectral imagery. International Journal of Remote Sensing 2007, 28(23):5315-5338.
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.23 , pp. 5315-5338
    • Gomez, C.1    Borgne, H.L.2    Allemand, P.3    Delacourt, C.4    Ledru, P.5
  • 15
    • 84863455982 scopus 로고    scopus 로고
    • Application of airborne LiDAR to the detailed geological mapping of mineralised terrain: the Troodos ophiolite, Cyprus: Proceedings of the EGU General Assembly, 19-24th April 2009, Vienna, Austria.
    • Grebby, S., Cunningham, D., Naden, J., Tansey, K., 2009. Application of airborne LiDAR to the detailed geological mapping of mineralised terrain: the Troodos ophiolite, Cyprus: Proceedings of the EGU General Assembly, 19-24th April 2009, Vienna, Austria.
    • (2009)
    • Grebby, S.1    Cunningham, D.2    Naden, J.3    Tansey, K.4
  • 18
    • 85009345317 scopus 로고    scopus 로고
    • Mapping geology associated with manganese mineralization using spectral sensing techniques at Woodie Woodie, East Pilbara
    • Hewson R.D., Cudahy T.J., Drake-Brockman J., Meyers J., Hashemi A. Mapping geology associated with manganese mineralization using spectral sensing techniques at Woodie Woodie, East Pilbara. Exploration Geophysics 2006, 37:389-400.
    • (2006) Exploration Geophysics , vol.37 , pp. 389-400
    • Hewson, R.D.1    Cudahy, T.J.2    Drake-Brockman, J.3    Meyers, J.4    Hashemi, A.5
  • 19
    • 27144484423 scopus 로고    scopus 로고
    • Seamless geological map generation using ASTER in the Broken Hill-Curnamona Province of Australia
    • Hewson R.D., Cudahy T.J., Mizuhiko S., Ueda K., Mauger A.J. Seamless geological map generation using ASTER in the Broken Hill-Curnamona Province of Australia. Remote Sensing of Environment 2005, 99:159-172.
    • (2005) Remote Sensing of Environment , vol.99 , pp. 159-172
    • Hewson, R.D.1    Cudahy, T.J.2    Mizuhiko, S.3    Ueda, K.4    Mauger, A.J.5
  • 20
    • 48749118652 scopus 로고    scopus 로고
    • Towards the automatic analysis of regional aeromagnetic data to identify regions prospective for gold deposits
    • Holden E.J., Dentith M., Kovesi P. Towards the automatic analysis of regional aeromagnetic data to identify regions prospective for gold deposits. Computers & Geosciences 2008, 34(11):1505-1513.
    • (2008) Computers & Geosciences , vol.34 , Issue.11 , pp. 1505-1513
    • Holden, E.J.1    Dentith, M.2    Kovesi, P.3
  • 21
    • 84863447441 scopus 로고
    • Detectability of diabase dykes by aeromagnetic surveys. Proceedings of the Geological Survey of Canada, Report of Activities, Part B
    • Hood, P.J., 1967. Detectability of diabase dykes by aeromagnetic surveys. Proceedings of the Geological Survey of Canada, Report of Activities, Part B, pp. 3-9.
    • (1967) , pp. 3-9
    • Hood, P.J.1
  • 22
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multi-class Support Vector Machines
    • Hsu C.-W., Lin C.-J. A comparison of methods for multi-class Support Vector Machines. IEEE Transaction on Neural Networks 2002, 13:415-425.
    • (2002) IEEE Transaction on Neural Networks , vol.13 , pp. 415-425
    • Hsu, C.-W.1    Lin, C.-J.2
  • 23
    • 27144473909 scopus 로고    scopus 로고
    • Mineral mapping on the Chilean-Bolivian Altiplano using or-orbital ALI, ASTER, and Hyperion imagery: data dimensionality issues and solutions
    • Hubbard B.E., Crowley J.K. Mineral mapping on the Chilean-Bolivian Altiplano using or-orbital ALI, ASTER, and Hyperion imagery: data dimensionality issues and solutions. Remote Sensing of Environment 2005, 99:173-186.
    • (2005) Remote Sensing of Environment , vol.99 , pp. 173-186
    • Hubbard, B.E.1    Crowley, J.K.2
  • 25
    • 84863477888 scopus 로고    scopus 로고
    • Surface Areas and Ratios from Elevation Grid (surfgrids.avx) extension for ArcView 3.x, v. 1.2. Jenness Enterprises. Available at: .
    • Jenness, J., 2002. Surface Areas and Ratios from Elevation Grid (surfgrids.avx) extension for ArcView 3.x, v. 1.2. Jenness Enterprises. Available at: . http://www.jennessent.com/arcview/surface_areas.htm.
    • (2002)
    • Jenness, J.1
  • 26
    • 84863468381 scopus 로고
    • Aeromagnetic interpretation of the Globe-Miami copper district, Gila and Pinal counties, Arizona. Proceedings of the Geological Survey Research, US Geological Survey Professional Paper
    • Jespersen, A., 1964. Aeromagnetic interpretation of the Globe-Miami copper district, Gila and Pinal counties, Arizona. Proceedings of the Geological Survey Research, US Geological Survey Professional Paper, pp. D70-75.
    • (1964)
    • Jespersen, A.1
  • 27
    • 84863468382 scopus 로고    scopus 로고
    • Improvement on Lithologic Classification Using Rule-based System. Proceedings of the 20th Annual Meeting of the Geological Remote Sensing Group (GRSG), 15-17 December, London, UK.
    • Li, N., Frei, M. Altermann, W., 2009. Improvement on Lithologic Classification Using Rule-based System. Proceedings of the 20th Annual Meeting of the Geological Remote Sensing Group (GRSG), 15-17 December, London, UK.
    • (2009)
    • Li, N.1    Frei, M.2    Altermann, W.3
  • 29
    • 84863477887 scopus 로고    scopus 로고
    • LP DAAC (Land Processes Distributed Active Archive Center)
    • LP DAAC (Land Processes Distributed Active Archive Center), 2010a. https://lpdaac.usgs.gov/lpdaac/products/aster_products_table/on_demand/surface_reflectance_vnir_crosstalk_corrected_swir/v1/ast_07xt.
    • (2010)
  • 30
    • 84863468385 scopus 로고    scopus 로고
    • LP DAAC (Land Processes Distributed Active Archive Center)
    • LP DAAC (Land Processes Distributed Active Archive Center), 2010b. https://lpdaac.usgs.gov/lpdaac/products/aster_products_table/on_demand/digital_elevation_model_registered_radiance_at_the_sensor_orthorectified/v1/ast14dmo.
    • (2010)
  • 31
    • 49249119405 scopus 로고    scopus 로고
    • Interpretation and processing of ASTER data for geological mapping and granitoids detection in the Saghro massif (eastern Anti-Atlas, Morocco)
    • Massironi M., Bertoldi L., Calafa P., Visona D., Bistacchi A., Giardino C., Schiavo A. Interpretation and processing of ASTER data for geological mapping and granitoids detection in the Saghro massif (eastern Anti-Atlas, Morocco). Geosphere 2008, 4(4):736-759.
    • (2008) Geosphere , vol.4 , Issue.4 , pp. 736-759
    • Massironi, M.1    Bertoldi, L.2    Calafa, P.3    Visona, D.4    Bistacchi, A.5    Giardino, C.6    Schiavo, A.7
  • 32
    • 4344614511 scopus 로고    scopus 로고
    • Classification of hyperspectral remote sensing images with Support Vector Machines
    • Melgani F., Bruzzone L. Classification of hyperspectral remote sensing images with Support Vector Machines. IEEE Transactions on Geoscience and Remote Sensing 2004, 42(8):1778-1790.
    • (2004) IEEE Transactions on Geoscience and Remote Sensing , vol.42 , Issue.8 , pp. 1778-1790
    • Melgani, F.1    Bruzzone, L.2
  • 34
    • 33845703344 scopus 로고    scopus 로고
    • What is a support vector machine
    • Noble W.S. What is a support vector machine. Nature Biotechnology 2006, 24(12):1565-1567.
    • (2006) Nature Biotechnology , vol.24 , Issue.12 , pp. 1565-1567
    • Noble, W.S.1
  • 37
    • 70449531147 scopus 로고    scopus 로고
    • Mineral Potential Mapping with Mathematical Geological Models
    • ITC Ph.D. Dissertation, University of Utrecht, ISBN no. 90-6164-240-X
    • Porwal, A., 2006. Mineral Potential Mapping with Mathematical Geological Models. ITC Ph.D. Dissertation, University of Utrecht, ISBN no. 90-6164-240-X, 289 pp.
    • (2006) , pp. 289
    • Porwal, A.1
  • 38
    • 33748207150 scopus 로고    scopus 로고
    • Tectonostratigraphy and base-metal mineralization controls, Aravalli province (western India): new interpretations from geophysical data
    • Porwal A., Carranza E.J.M., Hale M. Tectonostratigraphy and base-metal mineralization controls, Aravalli province (western India): new interpretations from geophysical data. Ore Geology Reviews 2006, 29(3-4):287-306.
    • (2006) Ore Geology Reviews , vol.29 , Issue.3-4 , pp. 287-306
    • Porwal, A.1    Carranza, E.J.M.2    Hale, M.3
  • 39
    • 0037334602 scopus 로고    scopus 로고
    • Lithologic mapping in the Mountain Pass, California area using Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) data
    • Rowan L.C., Mars J.C. Lithologic mapping in the Mountain Pass, California area using Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) data. Remote Sensing of Environment 2003, 84(3):350-366.
    • (2003) Remote Sensing of Environment , vol.84 , Issue.3 , pp. 350-366
    • Rowan, L.C.1    Mars, J.C.2
  • 40
    • 0033381257 scopus 로고    scopus 로고
    • Remote sensing for mineral exploration
    • Sabins F.F. Remote sensing for mineral exploration. Ore Geology Reviews 1999, 14:157-183.
    • (1999) Ore Geology Reviews , vol.14 , pp. 157-183
    • Sabins, F.F.1
  • 41
    • 84863468384 scopus 로고    scopus 로고
    • Image classification from Landsat TM, airborne magnetic and DEM data for mapping Paleoproterozoic bedrock units, Baffin Island, Nunavut, Canada.
    • Schetselaar, E., de Kemp, E., 2000. Image classification from Landsat TM, airborne magnetic and DEM data for mapping Paleoproterozoic bedrock units, Baffin Island, Nunavut, Canada.
    • (2000)
    • Schetselaar, E.1    de Kemp, E.2
  • 42
    • 84863477890 scopus 로고    scopus 로고
    • Integrating airborne SAR, Landsat TM and airborne geophysics data for improving geological mapping in the Amazon regions: the Cigano Granite, Carajas Province, Brazil.
    • Teruiya, R.K., Paradella, W.R., Dos Santos, A.R., Dall'Agnol, R., Veneziani, P., 2008. Integrating airborne SAR, Landsat TM and airborne geophysics data for improving geological mapping in the Amazon regions: the Cigano Granite, Carajas Province, Brazil.
    • (2008)
    • Teruiya, R.K.1    Paradella, W.R.2    Dos Santos, A.R.3    Dall'Agnol, R.4    Veneziani, P.5
  • 44
    • 0032458903 scopus 로고    scopus 로고
    • Multisource data selection for lithologic classification with artificial neural networks
    • Yang G., Collins M.J., Gong P. Multisource data selection for lithologic classification with artificial neural networks. International Journal of Remote Sensing 1998, 19(18):3675-3680.
    • (1998) International Journal of Remote Sensing , vol.19 , Issue.18 , pp. 3675-3680
    • Yang, G.1    Collins, M.J.2    Gong, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.