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Volumn 2015, Issue 1, 2015, Pages 81-94

Comparison of SVM and boosted regression trees for the delineation of lacustrine sediments using multispectral ASTER data and topographic indices in the lake Manyara Basin

Author keywords

ASTER; Boosted regression trees; Multispectral; SVM; Topographic indices

Indexed keywords


EID: 84923294881     PISSN: 14328364     EISSN: None     Source Type: Journal    
DOI: 10.1127/pfg/2015/0251     Document Type: Article
Times cited : (11)

References (71)
  • 1
    • 84883678061 scopus 로고    scopus 로고
    • Adabag: An r package for classification with boosting and bagging
    • Alfaro, E., Gamez, M. & García, N., 2013: Adabag: An R Package for Classification with Boosting and Bagging. Journal of Statistical Software 54 (2): 1-35.
    • (2013) Journal of Statistical Software , vol.54 , Issue.2 , pp. 1-35
    • Alfaro, E.1    Gamez, M.2    García, N.3
  • 3
    • 84896940401 scopus 로고    scopus 로고
    • The delineation of paleo-shorelines in the lake manyara basin using TerraSAR-X Data
    • Bachofer, F., Quénéhervé, G. & Märker, M., 2014: The Delineation of Paleo-Shorelines in the Lake Manyara Basin Using TerraSAR-X Data. Remote Sensing 6 (3): 2195-2212.
    • (2014) Remote Sensing , vol.6 , Issue.3 , pp. 2195-2212
    • Bachofer, F.1    Quénéhervé, G.2    Märker, M.3
  • 4
    • 0018441920 scopus 로고
    • A physically based, variable contributing area model of basin hydrology
    • Beven, K. & Kirkby, M.J., 1979: A physically based, variable contributing area model of basin hydrology. Hydrological Sciences Journal 24 (1): 43-69.
    • (1979) Hydrological Sciences Journal , vol.24 , Issue.1 , pp. 43-69
    • Beven, K.1    Kirkby, M.J.2
  • 6
    • 84856828172 scopus 로고    scopus 로고
    • XV. Methods for creating Functional Soil Databases and applying Digital Soil Mapping with SAGA GIS
    • Office for Official Publications of the European Communities, Luxemburg
    • Bock, M., Böhner, J., Conrad, o., Köthe, R. & Ringeler, A., 2007: XV. Methods for creating Functional Soil Databases and applying Digital Soil Mapping with SAGA GIS. JRC Scientific and technical Reports, Office for Official Publications of the European Communities, Luxemburg.
    • (2007) JRC Scientific and Technical Reports
    • Bock, M.1    Böhner, J.2    Conrad, O.3    Köthe, R.4    Ringeler, A.5
  • 8
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges, C., 1998: A Tutorial on Support Vector Machines for Pattern Recognition. Data Mining and Knowledge Discovery 2 (2): 121-167.
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.1
  • 9
    • 0027039093 scopus 로고
    • Chronology and paleohydrology of late Quaternary high lake levels in the Manyara basin (Tanzania) from isotopic data (18O, 13C, 14C, ThU) on fossil stromatolites
    • Casanova, J. & Hillaire-Marcel, C., 1992: Chronology and paleohydrology of late Quaternary high lake levels in the Manyara basin (Tanzania) from isotopic data (18O, 13C, 14C, ThU) on fossil stromatolites. Quaternary Research 38 (2): 205-226.
    • (1992) Quaternary Research , vol.38 , Issue.2 , pp. 205-226
    • Casanova, J.1    Hillaire-Marcel, C.2
  • 10
    • 43949125818 scopus 로고    scopus 로고
    • Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery
    • Chan, J.C.-W. & PaelinCkx, D., 2008: Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery. Remote Sensing of Environment 112 (6): 2999-3011.
    • (2008) Remote Sensing of Environment , vol.112 , Issue.6 , pp. 2999-3011
    • Chan, J.C.-W.1    Paelinckx, D.2
  • 13
    • 84923273992 scopus 로고    scopus 로고
    • Satellite ASTER geoscience product
    • CSIRO, (16.6.2014)
    • Cudahy, T., 2012: Satellite ASTER Geoscience Product. Notes for Australia; CSIRO: http://c3dmM.csiro.au/WA-ASTER/WA%20ASTER%20Geoscience%20Product%20Notes%2015112011.pdf (16.6.2014).
    • Notes for Australia , vol.2012
    • Cudahy, T.1
  • 14
    • 84880445509 scopus 로고    scopus 로고
    • Water balance modeling in a semi-arid environment with limited in situ data using remote sensing in lake Manyara, East African Rift, Tanzania
    • Deus, D., Gloaguen, R. & Krause, P., 2013: Water Balance Modeling in a Semi-Arid Environment with Limited in situ Data Using Remote Sensing in Lake Manyara, East African Rift, Tanzania. Remote Sensing 5 (4): 1651-1680.
    • (2013) Remote Sensing , vol.5 , Issue.4 , pp. 1651-1680
    • Deus, D.1    Gloaguen, R.2    Krause, P.3
  • 15
    • 73849095551 scopus 로고
    • Entwurf einer geomorphographisch-analytischen Systematik von Reliefeinheiten
    • Heidelberg
    • Dikau, R., 1988: Entwurf einer geomorphographisch-analytischen Systematik von Reliefeinheiten. Heidelberger Geographische Bausteine, Heidelberg.
    • (1988) Heidelberger Geographische Bausteine
    • Dikau, R.1
  • 16
    • 84878805567 scopus 로고    scopus 로고
    • (23.12.2013), Status: 2012-09-28, DLR
    • DLR, 2012: SRTM X-SAR Digital Elevation Models. Status: 2012-09-28. http://eoweb.dlr.de:8080/eoweb-ng/licenseAgreements/DLR-SRTM-Readme.pdf (23.12.2013).
    • (2012) SRTM X-SAR Digital Elevation Models.
  • 19
    • 84876434331 scopus 로고    scopus 로고
    • Hydromorphological mapping and analysis for characterizing darfur paleolake, nw sudan using remote sensing and GIS
    • 2012
    • Elmahdy, S.I., 2012: Hydromorphological Mapping and Analysis for Characterizing Darfur Paleolake, NW Sudan Using Remote Sensing and GIS. International Journal of Geosciences 2012 (3): 25-36.
    • (2012) International Journal of Geosciences , vol.3 , pp. 25-36
    • Elmahdy, S.I.1
  • 20
    • 79960146997 scopus 로고    scopus 로고
    • Geology and geophysics of the west Nubian paleolake and the northern darfur megalake (WNPL-NDML): Implication for groundwater resources in darfur, northwestern Sudan
    • Elsheikh, A., Abdelsalam, M.G. & Mickus, K.,2011: Geology and geophysics of the West Nubian Paleolake and the Northern Darfur Megalake (WNPL-NDML): Implication for groundwater resources in Darfur, northwestern Sudan. Journal of African Earth Sciences 61 (1): 82-93.
    • (2011) Journal of African Earth Sciences , vol.61 , Issue.1 , pp. 82-93
    • Elsheikh, A.1    Abdelsalam, M.G.2    Mickus, K.3
  • 21
    • 67349274187 scopus 로고    scopus 로고
    • Large-area assessment of impervious surface based on integrated analysis of single-date Landsat-7 images and geospatial vector data
    • Esch, T., Himmler, V., Schorcht, G., Thiel, M., Wehrmann, T., Bachofer, F., Conrad, C., Schmidt, M. & Dech, S., 2009: Large-area assessment of impervious surface based on integrated analysis of single-date Landsat-7 images and geospatial vector data. Remote Sensing of Environment 113 (8): 1678-1690.
    • (2009) Remote Sensing of Environment , vol.113 , Issue.8 , pp. 1678-1690
    • Esch, T.1    Himmler, V.2    Schorcht, G.3    Thiel, M.4    Wehrmann, T.5    Bachofer, F.6    Conrad, C.7    Schmidt, M.8    Dech, S.9
  • 22
    • 3042654673 scopus 로고    scopus 로고
    • A relative evaluation of multiclass image classification by support vector machines
    • Foody, G.M. & Ajay, M., 2004: A relative evaluation of multiclass image classification by support vector machines. IEEE Transactions on Geoscience and Remote Sensing 42 (6): 1335-1343.
    • (2004) IEEE Transactions on Geoscience and Remote Sensing , vol.42 , Issue.6 , pp. 1335-1343
    • Foody, G.M.1    Ajay, M.2
  • 23
    • 4544272407 scopus 로고    scopus 로고
    • Toward intelligent training of supervised image classifications: Directing training data acquisition for SVM classification
    • Foody, G.M. & Mathur, A., 2004: Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification. Remote Sensing of Environment 93 (1-2): 107-117.
    • (2004) Remote Sensing of Environment , vol.93 , Issue.1-2 , pp. 107-117
    • Foody, G.M.1    Mathur, A.2
  • 25
    • 0035470889 scopus 로고    scopus 로고
    • Greedy function approximation: A gradient boosting machine
    • Friedman, J.H., 2001: Greedy function approximation: A gradient boosting machine. Annals of Statistics, 1189-1232.
    • (2001) Annals of Statistics , pp. 1189-1232
    • Friedman, J.H.1
  • 28
    • 56949105257 scopus 로고    scopus 로고
    • Delineation of paleolakes in the Sinai Peninsula, Egypt, using remote sensing and GIS
    • Gaber, A., Ghoneim, E., Khalaf, F. & El-Baz, F., 2009: Delineation of paleolakes in the Sinai Peninsula, Egypt, using remote sensing and GIS. Journal of Arid Environments 73 (1): 127-134.
    • (2009) Journal of Arid Environments , vol.73 , Issue.1 , pp. 127-134
    • Gaber, A.1    Ghoneim, E.2    Khalaf, F.3    El-Baz, F.4
  • 29
    • 0038623468 scopus 로고    scopus 로고
    • A multiresolution index of valley bottom flatness for mapping depositional areas
    • Gallant, J.C. & Dowling, T.I., 2003: A multiresolution index of valley bottom flatness for mapping depositional areas. Water Resources Research 39 (12): 1347.
    • (2003) Water Resources Research , vol.39 , Issue.12 , pp. 1347
    • Gallant, J.C.1    Dowling, T.I.2
  • 30
    • 84870209137 scopus 로고    scopus 로고
    • Estimating the fractional cover of growth forms and bare surface in savannas. A multi-resolution approach based on regression tree ensembles
    • Gessner, U., Machwitz, M., Conrad, C. & Dech, S., 2013: Estimating the fractional cover of growth forms and bare surface in savannas. A multi-resolution approach based on regression tree ensembles. Remote Sensing of Environment 129: 90-102.
    • (2013) Remote Sensing of Environment , vol.129 , pp. 90-102
    • Gessner, U.1    Machwitz, M.2    Conrad, C.3    Dech, S.4
  • 31
    • 84856001866 scopus 로고    scopus 로고
    • An integrated remote sensing and GIS analysis of the Kufrah Paleoriver, Eastern Sahara
    • 242-257
    • Ghoneim, E., Benedetti, M. & El-Baz, F., 2012: An integrated remote sensing and GIS analysis of the Kufrah Paleoriver, Eastern Sahara. Geomorphology 139-140: 242-257.
    • (2012) Geomorphology , pp. 139-140
    • Ghoneim, E.1    Benedetti, M.2    El-Baz, F.3
  • 32
    • 84857941768 scopus 로고    scopus 로고
    • Modeling Forest Structural Parameters in the Mediterranean Pines of Central Spain using QuickBird-2 Imagery and Classification and Regression Tree Analysis (CART)
    • Gómez, C., Wulder, M.A., Montes, F. & Delgado, J.A., 2012: Modeling Forest Structural Parameters in the Mediterranean Pines of Central Spain using QuickBird-2 Imagery and Classification and Regression Tree Analysis (CART). Remote Sensing 4 (1): 135-159.
    • (2012) Remote Sensing , vol.4 , Issue.1 , pp. 135-159
    • Gómez, C.1    Wulder, M.A.2    Montes, F.3    Delgado, J.A.4
  • 33
    • 0032872025 scopus 로고    scopus 로고
    • GLM versus CCA spatial modeling of plant species distribution
    • Guisan, A., Weiss, S. & Weiss, A., 1999: GLM versus CCA spatial modeling of plant species distribution. Plant Ecology 143 (1): 107-122.
    • (1999) Plant Ecology , vol.143 , Issue.1 , pp. 107-122
    • Guisan, A.1    Weiss, S.2    Weiss, A.3
  • 35
    • 39449127133 scopus 로고    scopus 로고
    • Estimation of soil types by non linear analysis of remote sensing data
    • Hahn, C. & Gloaguen, R., 2008: Estimation of soil types by non linear analysis of remote sensing data-Nonlinear Processes in Geophysics 15 (1): 115-126.
    • (2008) Nonlinear Processes in Geophysics , vol.15 , Issue.1 , pp. 115-126
    • Hahn, C.1    Gloaguen, R.2
  • 36
    • 0003074296 scopus 로고    scopus 로고
    • Support vector machines
    • Hearst, M.A., 1998: Support Vector Machines. IEEE Intelligent Systems 13 (4): 18-28.
    • (1998) IEEE Intelligent Systems , vol.13 , Issue.4 , pp. 18-28
    • Hearst, M.A.1
  • 37
    • 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., 2005: Seamless geological map generation using ASTER in the Broken Hill-Curnamona province of Australia. Remote Sensing of Environment 99 (1-2): 159-172.
    • (2005) Remote Sensing of Environment , vol.99 , Issue.1-2 , pp. 159-172
    • Hewson, R.D.1    Cudahy, T.J.2    Mizuhiko, S.3    Ueda, K.4    Mauger, A.J.5
  • 38
    • 2942716993 scopus 로고    scopus 로고
    • A new topographic index to quantify downslope controls on local drainage
    • Hjerdt, K.N.,MCdonnell, J.J., Seibert, J. & Rodhe, A., 2004: A new topographic index to quantify downslope controls on local drainage. Water Resources Research 40 (5): W05602.
    • (2004) Water Resources Research , vol.40 , Issue.5 , pp. W05602
    • Hjerdt, K.N.1    McDonnell, J.J.2    Seibert, J.3    Rodhe, A.4
  • 41
    • 84871702902 scopus 로고    scopus 로고
    • Geomorphons-A pattern recognition approach to classification and mapping of landforms
    • Jasiewicz, J. & Stepinski, T.F., 2013: Geomorphons-A pattern recognition approach to classification and mapping of landforms. Geomorphology 182: 147-156.
    • (2013) Geomorphology , vol.182 , pp. 147-156
    • Jasiewicz, J.1    Stepinski, T.F.2
  • 42
    • 33750491546 scopus 로고    scopus 로고
    • v.1.3a TPI-Documentation.pdf, 17.6.2013
    • Jenness, J., 2006: Topographic Position Index (TPI) v.1.3a. TPI-Documentation.pdf. http://www.jennessent.com/arcview/tpI.htm (17.6.2013).
    • (2006) Topographic Position Index (TPI)
    • Jenness, J.1
  • 44
    • 78149367070 scopus 로고
    • Archaeology and paleoenvironments in the manyara and engaruka basins, Northern Tanzania
    • Keller, C.M., Hansen, C. & Alexander, C.S., 1975: Archaeology and Paleoenvironments in the Manyara and Engaruka Basins, Northern Tanzania. Geographical Review 65 (3): 364-376.
    • (1975) Geographical Review , vol.65 , Issue.3 , pp. 364-376
    • Keller, C.M.1    Hansen, C.2    Alexander, C.S.3
  • 45
    • 0018998148 scopus 로고
    • Digital image enhancement and noise filtering by use of local statistics
    • Lee, J.S., 1980: Digital image enhancement and noise filtering by use of local statistics. IEEE Transactions on Pattern Analysis and Machine Intelligence 2 (2): 165-168.
    • (1980) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.2 , Issue.2 , pp. 165-168
    • Lee, J.S.1
  • 46
    • 0026359098 scopus 로고
    • Digital terrain modelling: A review of hydrological, geomorphological, and biological applications
    • Moore, I.D., Grayson, R.B. & Ladson, A.R., 1991: Digital terrain modelling: A review of hydrological, geomorphological, and biological applications. Hydrological Processes 5 (1): 3-30.
    • (1991) Hydrological Processes , vol.5 , Issue.1 , pp. 3-30
    • Moore, I.D.1    Grayson, R.B.2    Ladson, A.R.3
  • 48
    • 79952959031 scopus 로고    scopus 로고
    • The use of remote sensing in soil and terrain mapping-A review
    • Mulder, V.L., De Bruin, S., Schaepman, M.E. & Mayr, T.R., 2011: The use of remote sensing in soil and terrain mapping-A review. Geoderma 162 (1-2): 1-19.
    • (2011) Geoderma , vol.162 , Issue.1-2 , pp. 1-19
    • Mulder, V.L.1    De Bruin, S.2    Schaepman, M.E.3    Mayr, T.R.4
  • 49
    • 27144530257 scopus 로고    scopus 로고
    • Detecting lithology with Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) multispectral thermal infrared "radianceat-sensor" data
    • Ninomiya, Y., Fu, B. & Cudahy, T.J., 2005: Detecting lithology with Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) multispectral thermal infrared "radianceat-sensor" data. Remote Sensing of Environment 99 (1-2): 127-139.
    • (2005) Remote Sensing of Environment , vol.99 , Issue.1-2 , pp. 127-139
    • Ninomiya, Y.1    Fu, B.2    Cudahy, T.J.3
  • 50
    • 0141569007 scopus 로고    scopus 로고
    • An assessment of the effectiveness of decision tree methods for land cover classification
    • Pal, M. & Mather, P.M., 2003: An assessment of the effectiveness of decision tree methods for land cover classification. Remote Sensing of Environment 86 (4): 554-565.
    • (2003) Remote Sensing of Environment , vol.86 , Issue.4 , pp. 554-565
    • Pal, M.1    Mather, P.M.2
  • 51
    • 77951295936 scopus 로고    scopus 로고
    • Feature selection for classification of hyperspectral data by SVM
    • Pal, M. & Foody, G.M., 2010: Feature Selection for Classification of Hyperspectral Data by SVM. IEEE Transactions on Geoscience and Remote Sensing 48 (5): 2297-2307.
    • (2010) IEEE Transactions on Geoscience and Remote Sensing , vol.48 , Issue.5 , pp. 2297-2307
    • Pal, M.1    Foody, G.M.2
  • 52
    • 83655192388 scopus 로고    scopus 로고
    • Application of advanced spaceborne thermal emission and reflection radiometer (ASTER) data in geological mapping
    • Pour, A.B. & Hashim, M., 2011: Application of advanced spaceborne thermal emission and reflection radiometer (ASTER) data in geological mapping. International Journal of the Physical Sciences 6 (33): 7657-7668.
    • (2011) International Journal of the Physical Sciences , vol.6 , Issue.33 , pp. 7657-7668
    • Pour, A.B.1    Hashim, M.2
  • 54
    • 84863304598 scopus 로고    scopus 로고
    • R Development Core Team, R Foundation for Statistical Computing, Vienna, Austria
    • R Development Core Team, 2008: R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria.
    • (2008) R A Language and Environment for Statistical Computing
  • 55
    • 0004351741 scopus 로고    scopus 로고
    • A Terrain Ruggedness Index that quantifies topographic heterogeneity
    • Riley, S.J., Degloria, S.D. & Elliot, R., 1999: A Terrain Ruggedness Index that quantifies topographic heterogeneity. Intermountain Journal of Sciences 5 (1-4): 23-27.
    • (1999) Intermountain Journal of Sciences , vol.5 , Issue.1-4 , pp. 23-27
    • Riley, S.J.1    Degloria, S.D.2    Elliot, R.3
  • 56
    • 0002364173 scopus 로고
    • Monitoring the vernal advancement of retrogradation of natural vegetation
    • Type III, NASA/GSFC, Greenbelt, MD, USA
    • Rouse, J.W., Haas, R.H., Shell, J.A., Deering, D.W. & Harlan, J.C., 1974: Monitoring the vernal advancement of retrogradation of natural vegetation. Final Report, Type III, NASA/GSFC, Greenbelt, MD, USA.
    • (1974) Final Report
    • Rouse, J.W.1    Haas, R.H.2    Shell, J.A.3    Deering, D.W.4    Harlan, J.C.5
  • 57
    • 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., 2003: Lithologic mapping in the Mountain Pass, California area using Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) data. Remote Sensing of Environment 84 (3): 350-366.
    • (2003) Remote Sensing of Environment , vol.84 , Issue.3 , pp. 350-366
    • Rowan, L.C.1    Mars, J.C.2
  • 58
    • 27144556394 scopus 로고    scopus 로고
    • Lithologic mapping of the Mordor, NT, Australia ultramafic complex by using the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER)
    • Rowan, L.C., Mars, J.C. & Simpson, C.J., 2005: Lithologic mapping of the Mordor, NT, Australia ultramafic complex by using the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER). Remote Sensing of Environment 99 (1-2): 105-126.
    • (2005) Remote Sensing of Environment , vol.99 , Issue.1-2 , pp. 105-126
    • Rowan, L.C.1    Mars, J.C.2    Simpson, C.J.3
  • 59
    • 0008688787 scopus 로고
    • Hyperostotic fish bones ("Tilly bones") from presumably Pliocene phosphorites of the Lake Manyara area, northern Tanzania
    • Schlüter, T., Kohring, R. & Mehl, J., 1992: Hyperostotic fish bones ("Tilly bones") from presumably Pliocene phosphorites of the Lake Manyara area, northern Tanzania. Paläontologische Zeitschrift 66 (1-2): 129-136.
    • (1992) Paläontologische Zeitschrift , vol.66 , Issue.1-2 , pp. 129-136
    • Schlüter, T.1    Kohring, R.2    Mehl, J.3
  • 63
    • 0018465733 scopus 로고
    • Red and photographic infrared linear combinations for monitoring vegetation
    • Tucker, C.J., 1979: Red and photographic infrared linear combinations for monitoring vegetation. Remote Sensing of Environment 8 (2): 127-150.
    • (1979) Remote Sensing of Environment , vol.8 , Issue.2 , pp. 127-150
    • Tucker, C.J.1
  • 65
    • 0032594959 scopus 로고    scopus 로고
    • An overview of statistical learning theory
    • Vapnik, V.N., 1999: An overview of statistical learning theory. Neural Networks, IEEE Transactions 10 (5): 988-999.
    • (1999) Neural Networks IEEE Transactions , vol.10 , Issue.5 , pp. 988-999
    • Vapnik, V.N.1
  • 66
    • 0037526440 scopus 로고    scopus 로고
    • Geological control of massive sulfide mineralization in the Neoproterozoic Wadi Bidah shear zone, southwestern Saudi Arabia, inferences from orbital remote sensing and field studies
    • Volesky, J.C., Stern, R.J. & Johnson, P.R., 2003: Geological control of massive sulfide mineralization in the Neoproterozoic Wadi Bidah shear zone, southwestern Saudi Arabia, inferences from orbital remote sensing and field studies. Precambrian Research 123 (2-4): 235-247.
    • (2003) Precambrian Research , vol.123 , Issue.2-4 , pp. 235-247
    • Volesky, J.C.1    Stern, R.J.2    Johnson, P.R.3
  • 67
    • 80455141713 scopus 로고    scopus 로고
    • Lithology intelligent identification using support vector machine and adaptive cellular automata in multispectral remote sensing image
    • Wang, X., Niu, R. & Wu, K., 2011: Lithology intelligent identification using support vector machine and adaptive cellular automata in multispectral remote sensing image. Optical Engineering 50 (7): 076201, 1-12.
    • (2011) Optical Engineering , vol.50 , Issue.7 , pp. 076201+1-12
    • Wang, X.1    Niu, R.2    Wu, K.3
  • 69
    • 0036192256 scopus 로고    scopus 로고
    • Visualizing topography by openness: A new application of image processing to digital elevation models
    • Yokoyama, R., Shirasawa, M. & Pike, R.J., 2002: Visualizing topography by openness: A new application of image processing to digital elevation models. Photogrammetric engineering and remote sensing 68 (3): 257-266.
    • (2002) Photogrammetric Engineering and Remote Sensing , vol.68 , Issue.3 , pp. 257-266
    • Yokoyama, R.1    Shirasawa, M.2    Pike, R.J.3


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