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Volumn 7, Issue 8, 2015, Pages 9563-9586

Multisensoral topsoil mapping in the semiarid lake Manyara Region, Northern Tanzania

Author keywords

ASTER; Multiscale; Multisensoral; SAR; SVM; Topographical indices; Topsoil mapping; WorldView 2

Indexed keywords

CLASSIFICATION (OF INFORMATION); IMAGE SEGMENTATION; LAKES; LITHOLOGY; MAPPING; SOILS; SUPPORT VECTOR MACHINES;

EID: 84939426589     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs70809563     Document Type: Article
Times cited : (19)

References (101)
  • 1
    • 0022163749 scopus 로고
    • Computer-aided reconstruction of late-quaternary landscape dynamics
    • Solomon, A.M.; Webb, T., III. Computer-aided reconstruction of late-quaternary landscape dynamics. Annu. Rev. Ecol. Syst. 1985, 16, 63-84.
    • (1985) Annu. Rev. Ecol. Syst. , vol.16 , pp. 63-84
    • Solomon, A.M.1    Webb, T.2
  • 3
    • 0033381257 scopus 로고    scopus 로고
    • Remote sensing for mineral exploration
    • Sabins, F.F. Remote sensing for mineral exploration. Ore Geol. Rev. 1999, 14, 157-183.
    • (1999) Ore Geol. Rev. , vol.14 , pp. 157-183
    • Sabins, F.F.1
  • 4
    • 70350442138 scopus 로고    scopus 로고
    • Remote sensing of soil surface properties
    • Anderson, K.; Croft, H. Remote sensing of soil surface properties. Prog. Phys. Geogr. 2009, 33, 457-473.
    • (2009) Prog. Phys. Geogr. , vol.33 , pp. 457-473
    • Anderson, K.1    Croft, H.2
  • 5
    • 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. The use of remote sensing in soil and terrain mapping-A review. Geoderma 2011, 162, 1-19.
    • (2011) Geoderma , vol.162 , pp. 1-19
    • Mulder, V.L.1    de Bruin, S.2    Schaepman, M.E.3    Mayr, T.R.4
  • 7
    • 7944229436 scopus 로고    scopus 로고
    • Food and Agriculture Organization of the United Nations, Land and Water Development Division, Soil Resources, Management and Conservation Service: Rome, Italy, Available online, accessed on 23 July 2015
    • FAO. Topsoil Characterization for Sustainable Land Management, Draft; Food and Agriculture Organization of the United Nations, Land and Water Development Division, Soil Resources, Management and Conservation Service: Rome, Italy, 1998; p. 74. Available online: ftp://ftp.fao.org/agl/agll/docs/topsoil.pdf (accessed on 23 July 2015).
    • (1998) Topsoil Characterization for Sustainable Land Management, Draft , pp. 74
  • 8
    • 0003942921 scopus 로고
    • Soil Survey Division: Washington, DC, USA
    • USDA (United States Department of Agriculture). Soil Survey Manual; Soil Survey Division: Washington, DC, USA, 1993; p. 437.
    • (1993) Soil Survey Manual , pp. 437
  • 9
    • 33745797040 scopus 로고    scopus 로고
    • Topsoil characterization-recommendations for revision and expansion of the FAO-Draft (1998) with emphasis on humus forms and biological features
    • Broll, G.; Brauckmann, H.J.; Overesch, M.; Junge, B.; Erber, C.; Milbert, G.; Baize, D.; Nachtergaele, F. Topsoil characterization-recommendations for revision and expansion of the FAO-Draft (1998) with emphasis on humus forms and biological features. J. Plant Nutr. Soil Sci. 2006, 169, 453-461.
    • (2006) J. Plant Nutr. Soil Sci. , vol.169 , pp. 453-461
    • Broll, G.1    Brauckmann, H.J.2    Overesch, M.3    Junge, B.4    Erber, C.5    Milbert, G.6    Baize, D.7    Nachtergaele, F.8
  • 11
    • 0037238933 scopus 로고    scopus 로고
    • The spectral reflectance properties of soil structural crusts in the 1.2-to 2.5-μm spectral region
    • Ben-Dor, E.; Goldlshleger, N.; Benyamini, Y.; Agassi, M.; Blumberg, D.G. The spectral reflectance properties of soil structural crusts in the 1.2-to 2.5-μm spectral region. Soil Sci. Soc. Am. J. 2003, 67, 289-299.
    • (2003) Soil Sci. Soc. Am. J. , vol.67 , pp. 289-299
    • Ben-Dor, E.1    Goldlshleger, N.2    Benyamini, Y.3    Agassi, M.4    Blumberg, D.G.5
  • 12
    • 38549144353 scopus 로고    scopus 로고
    • Operational performance of current synthetic aperture radar sensors in mapping soil surface characteristics in agricultural environments: Application to hydrological and erosion modelling
    • Baghdadi, N.; Cerdan, O.; Zribi, M.; Auzet, V.; Darboux, F.; El Hajj, M.; Kheir, R.B. Operational performance of current synthetic aperture radar sensors in mapping soil surface characteristics in agricultural environments: Application to hydrological and erosion modelling. Hydrol. Process. 2008, 22, 9-20.
    • (2008) Hydrol. Process. , vol.22 , pp. 9-20
    • Baghdadi, N.1    Cerdan, O.2    Zribi, M.3    Auzet, V.4    Darboux, F.5    El Hajj, M.6    Kheir, R.B.7
  • 17
    • 34047186285 scopus 로고    scopus 로고
    • Determining iron content in Mediterranean soils in partly vegetated areas, using spectral reflectance and imaging spectroscopy
    • Bartholomeus, H.; Epema, G.; Schaepman, M. Determining iron content in Mediterranean soils in partly vegetated areas, using spectral reflectance and imaging spectroscopy. Int. J. Appl. Earth Obs. Geoinf. 2007, 9, 194-203.
    • (2007) Int. J. Appl. Earth Obs. Geoinf. , vol.9 , pp. 194-203
    • Bartholomeus, H.1    Epema, G.2    Schaepman, M.3
  • 18
    • 84912082957 scopus 로고    scopus 로고
    • The impact of vegetation on lithological mapping using airborne multispectral data: A case study for the north Troodos region, Cyprus
    • Grebby, S.; Cunningham, D.; Tansey, K.; Naden, J. The impact of vegetation on lithological mapping using airborne multispectral data: A case study for the north Troodos region, Cyprus. Remote Sens. 2014, 6, 10860-10887.
    • (2014) Remote Sens. , vol.6 , pp. 10860-10887
    • Grebby, S.1    Cunningham, D.2    Tansey, K.3    Naden, J.4
  • 20
    • 84901492922 scopus 로고    scopus 로고
    • Quantifying responses of spectral vegetation indices to dead materials in mixed grasslands
    • Yang, X.; Guo, X. Quantifying responses of spectral vegetation indices to dead materials in mixed grasslands. Remote Sens. 2014, 6, 4289-4304.
    • (2014) Remote Sens. , vol.6 , pp. 4289-4304
    • Yang, X.1    Guo, X.2
  • 21
    • 0027335304 scopus 로고
    • Estimating changes in vegetation cover over time in arid rangelands using landsat MSS data
    • Pickup, G.; Chewings, V.H.; Nelson, D.J. Estimating changes in vegetation cover over time in arid rangelands using landsat MSS data. Remote Sens. Environ. 1993, 43, 243-263.
    • (1993) Remote Sens. Environ. , vol.43 , pp. 243-263
    • Pickup, G.1    Chewings, V.H.2    Nelson, D.J.3
  • 22
    • 0032194558 scopus 로고    scopus 로고
    • Monitoring vegetation dynamics in semi-arid African rangelands: Use and limitations of earth observation data to characterize vegetation structure
    • Trodd, N.M.; Dougill, A.J. Monitoring vegetation dynamics in semi-arid African rangelands: Use and limitations of earth observation data to characterize vegetation structure. Appl. Geogr. 1998, 18, 315-330.
    • (1998) Appl. Geogr. , vol.18 , pp. 315-330
    • Trodd, N.M.1    Dougill, A.J.2
  • 23
    • 84887514117 scopus 로고    scopus 로고
    • Single and multi-date Landsat classifications of basalt to support soil survey efforts
    • Mitchell, J.; Shrestha, R.; Moore-Ellison, C.; Glenn, N. Single and multi-date Landsat classifications of basalt to support soil survey efforts. Remote Sens. 2013, 5, 4857-4876.
    • (2013) Remote Sens. , vol.5 , pp. 4857-4876
    • Mitchell, J.1    Shrestha, R.2    Moore-Ellison, C.3    Glenn, N.4
  • 24
    • 84877837819 scopus 로고    scopus 로고
    • Modelling and mapping some soil surface properties of Central Kelkit Basin in Turkey by using Landsat-7 ETM+ images
    • Dogan, H.M.; Ki{dotless}li{dotless}ç, O.M. Modelling and mapping some soil surface properties of Central Kelkit Basin in Turkey by using Landsat-7 ETM+ images. Int. J. Remote Sens. 2013, 34, 5623-5640.
    • (2013) Int. J. Remote Sens. , vol.34 , pp. 5623-5640
    • Dogan, H.M.1    Kiliç, O.M.2
  • 25
    • 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 Sens. Environ. 2003, 84, 350-366.
    • (2003) Remote Sens. Environ. , vol.84 , pp. 350-366
    • Rowan, L.C.1    Mars, J.C.2
  • 26
    • 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. Lithologic mapping of the Mordor, NT, Australia ultramafic complex by using the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER). Remote Sens. Environ. 2005, 99, 105-126.
    • (2005) Remote Sens. Environ. , vol.99 , pp. 105-126
    • Rowan, L.C.1    Mars, J.C.2    Simpson, C.J.3
  • 27
    • 77954834397 scopus 로고    scopus 로고
    • Spectral assessment of new ASTER SWIR surface reflectance data products for spectroscopic mapping of rocks and minerals
    • Mars, J.C.; Rowan, L.C. Spectral assessment of new ASTER SWIR surface reflectance data products for spectroscopic mapping of rocks and minerals. Remote Sens. Environ. 2010, 114, 2011-2025.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 2011-2025
    • Mars, J.C.1    Rowan, L.C.2
  • 28
    • 83655192388 scopus 로고    scopus 로고
    • Application of advanced spaceborne thermal emission and reflection radiometer (ASTER) data in geological mapping
    • Pour, A.B.; Hashim, M. Application of advanced spaceborne thermal emission and reflection radiometer (ASTER) data in geological mapping. Int. J. Phys. Sci. 2011, 6, 7657-7668.
    • (2011) Int. J. Phys. Sci. , vol.6 , pp. 7657-7668
    • Pour, A.B.1    Hashim, M.2
  • 29
    • 79957608459 scopus 로고    scopus 로고
    • Identification of mineral components in tropical soils using reflectance spectroscopy and advanced spaceborne thermal emission and reflection radiometer (ASTER) data
    • Vicente, L.E.; de Souza Filho, C.R. Identification of mineral components in tropical soils using reflectance spectroscopy and advanced spaceborne thermal emission and reflection radiometer (ASTER) data. Remote Sens. Environ. 2011, 115, 1824-1836.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1824-1836
    • Vicente, L.E.1    de Souza Filho, C.R.2
  • 30
    • 49449121757 scopus 로고
    • The nine unit land surface model and pedogeomorphic research
    • Conacher, A.J.; Dalrymple, J.B. The nine unit land surface model and pedogeomorphic research. Geoderma 1977, 18, 127-144.
    • (1977) Geoderma , vol.18 , pp. 127-144
    • Conacher, A.J.1    Dalrymple, J.B.2
  • 32
    • 39449127133 scopus 로고    scopus 로고
    • Estimation of soil types by non linear analysis of remote sensing data
    • Hahn, C.; Gloaguen, R. Estimation of soil types by non linear analysis of remote sensing data. Nonlinear Process. Geophys. 2008, 15, 115-126.
    • (2008) Nonlinear Process. Geophys. , vol.15 , pp. 115-126
    • Hahn, C.1    Gloaguen, R.2
  • 33
    • 79953194401 scopus 로고    scopus 로고
    • Digitally mapping the information content of visible-near infrared spectra of surficial Australian soils
    • Rossel, R.A.V.; Chen, C. Digitally mapping the information content of visible-near infrared spectra of surficial Australian soils. Remote Sens. Environ. 2011, 115, 1443-1455.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1443-1455
    • Rossel, R.A.V.1    Chen, C.2
  • 34
    • 33751040555 scopus 로고    scopus 로고
    • High resolution topsoil mapping using hyperspectral image and field data in multivariate regression modeling procedures
    • Selige, T.; Böhner, J.; Schmidhalter, U. High resolution topsoil mapping using hyperspectral image and field data in multivariate regression modeling procedures. Geoderma 2006, 136, 235-244.
    • (2006) Geoderma , vol.136 , pp. 235-244
    • Selige, T.1    Böhner, J.2    Schmidhalter, U.3
  • 35
    • 80051750150 scopus 로고    scopus 로고
    • Textural and compositional characterization of Wadi Feiran deposits, Sinai Peninsula, Egypt, using Radarsat-1, PALSAR, SRTM and ETM+ Data
    • Gaber, A.; Koch, M.; El-Baz, F. Textural and compositional characterization of Wadi Feiran deposits, Sinai Peninsula, Egypt, using Radarsat-1, PALSAR, SRTM and ETM+ Data. Remote Sens. 2010, 2, 52-75.
    • (2010) Remote Sens. , vol.2 , pp. 52-75
    • Gaber, A.1    Koch, M.2    El-Baz, F.3
  • 38
    • 84858082772 scopus 로고    scopus 로고
    • Use of TerraSAR-X data to retrieve soil moisture over bare soil agricultural fields
    • Baghdadi, N.; Aubert, M.; Zribi, M. Use of TerraSAR-X data to retrieve soil moisture over bare soil agricultural fields. IEEE Geosci. Remote Sens. Lett. 2012, 9, 512-516.
    • (2012) IEEE Geosci. Remote Sens. Lett. , vol.9 , pp. 512-516
    • Baghdadi, N.1    Aubert, M.2    Zribi, M.3
  • 39
    • 84897417291 scopus 로고    scopus 로고
    • Mapping tillage operations over a peri-urban region using combined SPOT4 and ASAR/ENVISAT images
    • Vaudour, E.; Baghdadi, N.; Gilliot, J.M. Mapping tillage operations over a peri-urban region using combined SPOT4 and ASAR/ENVISAT images. Int. J. Appl. Earth Obs. Geoinf. 2014, 28, 43-59.
    • (2014) Int. J. Appl. Earth Obs. Geoinf. , vol.28 , pp. 43-59
    • Vaudour, E.1    Baghdadi, N.2    Gilliot, J.M.3
  • 40
    • 84980010283 scopus 로고    scopus 로고
    • Potential of X-band TerraSAR-X and COSMO-SkyMed SAR data for the assessment of physical soil parameters
    • Gorrab, A.; Zribi, M.; Baghdadi, N.; Mougenot, B.; Chabaane, Z. Potential of X-band TerraSAR-X and COSMO-SkyMed SAR data for the assessment of physical soil parameters. Remote Sens. 2015, 7, 747-766.
    • (2015) Remote Sens. , vol.7 , pp. 747-766
    • Gorrab, A.1    Zribi, M.2    Baghdadi, N.3    Mougenot, B.4    Chabaane, Z.5
  • 41
    • 84861890165 scopus 로고    scopus 로고
    • Estimation of soil parameters over bare agriculture areas from C-band polarimetric SAR data using neural networks
    • Baghdadi, N.; Cresson, R.; El Hajj, M.; Ludwig, R.; la Jeunesse, I. Estimation of soil parameters over bare agriculture areas from C-band polarimetric SAR data using neural networks. Hydrol. Earth Syst. Sci. 2012, 16, 1607-1621.
    • (2012) Hydrol. Earth Syst. Sci. , vol.16 , pp. 1607-1621
    • Baghdadi, N.1    Cresson, R.2    El Hajj, M.3    Ludwig, R.4    la Jeunesse, I.5
  • 44
    • 33947356755 scopus 로고    scopus 로고
    • The TRMM multisatellite precipitation analysis (TMPA): Quasi-global, multiyear, combined-sensor precipitation estimates at fine scales
    • Huffman, G.J.; Adler, R.F.; Bolvin, D.T.; Gu, G.J.; Nelkin, E.J.; Bowman, K.P.; Hong, Y.; Stocker, E.F.; Wolff, D.B. The TRMM multisatellite precipitation analysis (TMPA): Quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. J. Hydrometeorol. 2007, 8, 38-55.
    • (2007) J. Hydrometeorol. , vol.8 , pp. 38-55
    • Huffman, G.J.1    Adler, R.F.2    Bolvin, D.T.3    Gu, G.J.4    Nelkin, E.J.5    Bowman, K.P.6    Hong, Y.7    Stocker, E.F.8    Wolff, D.B.9
  • 45
    • 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. The delineation of paleo-shorelines in the Lake Manyara basin using TerraSAR-X data. Remote Sens. 2014, 6, 2195-2212.
    • (2014) Remote Sens. , vol.6 , pp. 2195-2212
    • Bachofer, F.1    Quénéhervé, G.2    Märker, M.3
  • 46
    • 33750002981 scopus 로고    scopus 로고
    • Assessing land degradation in the Monduli District, northern Tanzania
    • Kiunsi, R.B.; Meadows, M.E. Assessing land degradation in the Monduli District, northern Tanzania. Land Degrad. Dev. 2006, 17, 509-525.
    • (2006) Land Degrad. Dev. , vol.17 , pp. 509-525
    • Kiunsi, R.B.1    Meadows, M.E.2
  • 49
    • 0026465314 scopus 로고
    • Neogene tectonics and volcanicity in the North Tanzania sector of the Gregory Rift Valley: Contrasts with the Kenya sector
    • Dawson, J.B. Neogene tectonics and volcanicity in the North Tanzania sector of the Gregory Rift Valley: Contrasts with the Kenya sector. Tectonophysics 1992, 204, 81-92.
    • (1992) Tectonophysics , vol.204 , pp. 81-92
    • Dawson, J.B.1
  • 50
    • 26944500127 scopus 로고    scopus 로고
    • Kinematic and sedimentological evolution of the Manyara Rift in northern Tanzania, East Africa
    • Ring, U.; Schwartz, H.L.; Bromage, T.G.; Sanaane, C. Kinematic and sedimentological evolution of the Manyara Rift in northern Tanzania, East Africa. Geol. Mag. 2005, 142, 355-368.
    • (2005) Geol. Mag. , vol.142 , pp. 355-368
    • Ring, U.1    Schwartz, H.L.2    Bromage, T.G.3    Sanaane, C.4
  • 52
    • 84923294881 scopus 로고    scopus 로고
    • 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
    • Bachofer, F.; Quénéhervé, G.; Märker, M.; Hochschild, V. 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. Photogramm. Fernerkund. Geoinf. 2015, 1, 81-94.
    • (2015) Photogramm. Fernerkund. Geoinf. , vol.1 , pp. 81-94
    • Bachofer, F.1    Quénéhervé, G.2    Märker, M.3    Hochschild, V.4
  • 53
    • 84939456093 scopus 로고    scopus 로고
    • Available online, accessed on 20 January
    • DigitalGlobe WorldView-2. Available online: https://www.digitalglobe.com/sites/default/files/DG_WorldView2_DS_PROD.pdf (accessed on 20 January 2015).
    • (2015) DigitalGlobe WorldView-2
  • 55
    • 0036397917 scopus 로고    scopus 로고
    • Enhancement of spectral separation performance for ASTER/SWIR
    • Iwasaki, A.; Fujisada, H.; Akao, H.; Shindou, O.; Akagi, S. Enhancement of spectral separation performance for ASTER/SWIR. Proc. SPIE 2002, 4486, 42-50.
    • (2002) Proc. SPIE , vol.4486 , pp. 42-50
    • Iwasaki, A.1    Fujisada, H.2    Akao, H.3    Shindou, O.4    Akagi, S.5
  • 56
    • 84877617226 scopus 로고    scopus 로고
    • Commonwealth Scientific and Industrial Research Organisation (CSIRO): Dickson, Australia
    • Cudahy, T. Satellite ASTER Geoscience Product-Notes for Australia; Commonwealth Scientific and Industrial Research Organisation (CSIRO): Dickson, Australia, 2012; p. 26.
    • (2012) Satellite ASTER Geoscience Product-Notes for Australia , pp. 26
    • Cudahy, T.1
  • 58
    • 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 Sens. Environ. 2005, 99, 159-172.
    • (2005) Remote Sens. Environ. , vol.99 , pp. 159-172
    • Hewson, R.D.1    Cudahy, T.J.2    Mizuhiko, S.3    Ueda, K.4    Mauger, A.J.5
  • 59
    • 27144530257 scopus 로고    scopus 로고
    • Detecting lithology with Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) multispectral thermal infrared "radiance-at-sensor" data
    • Ninomiya, Y.; Fu, B.; Cudahy, T.J. Detecting lithology with Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) multispectral thermal infrared "radiance-at-sensor" data. Remote Sens. Environ. 2005, 99, 127-139.
    • (2005) Remote Sens. Environ. , vol.99 , pp. 127-139
    • Ninomiya, Y.1    Fu, B.2    Cudahy, T.J.3
  • 60
    • 33644691170 scopus 로고    scopus 로고
    • How complementary are SRTM-X and-C band digital elevation models?
    • Hoffmann, J.; Walter, D. How complementary are SRTM-X and-C band digital elevation models? Photogramm. Eng. Remote Sens. 2006, 72/3, 261-268.
    • (2006) Photogramm. Eng. Remote Sens. , vol.72 , Issue.3 , pp. 261-268
    • Hoffmann, J.1    Walter, D.2
  • 61
    • 0018998148 scopus 로고
    • Digital image enhancement and noise filtering by use of local statistics
    • Lee, J.S. Digital image enhancement and noise filtering by use of local statistics. IEEE Trans. Pattern Anal. Mach. Intell. 1980, 2, 165-168.
    • (1980) IEEE Trans. Pattern Anal. Mach. Intell. , vol.2 , pp. 165-168
    • Lee, J.S.1
  • 62
    • 84939436558 scopus 로고    scopus 로고
    • Available online, accessed on 3 April
    • DLR SRTM Digital Elevation Models/SRTM-X Specifications. Available online: https://centaurus.caf.dlr.de:8443/eoweb-ng/licenseAgreements/DLR_SRTM_Readme.pdf (accessed on 3 April 2015).
    • (2015) DLR SRTM Digital Elevation Models/SRTM-X Specifications
  • 63
    • 84871702902 scopus 로고    scopus 로고
    • Geomorphons-A pattern recognition approach to classification and mapping of landforms
    • Jasiewicz, J.; Stepinski, T.F. Geomorphons-A pattern recognition approach to classification and mapping of landforms. Geomorphology 2013, 182, 147-156.
    • (2013) Geomorphology , vol.182 , pp. 147-156
    • Jasiewicz, J.1    Stepinski, T.F.2
  • 64
    • 0026359098 scopus 로고
    • Digital terrain modelling: A review of hydrological, geomorphological, and biological applications
    • Moore, I.D.; Grayson, R.B.; Ladson, A.R. Digital terrain modelling: A review of hydrological, geomorphological, and biological applications. Hydrol. Process. 1991, 5, 3-30.
    • (1991) Hydrol. Process. , vol.5 , pp. 3-30
    • Moore, I.D.1    Grayson, R.B.2    Ladson, A.R.3
  • 65
    • 0038623468 scopus 로고    scopus 로고
    • A multiresolution index of valley bottom flatness for mapping depositional areas
    • Gallant, J.C.; Dowling, T.I. A multiresolution index of valley bottom flatness for mapping depositional areas. Water Resour. Res. 2003, 39, 1347.
    • (2003) Water Resour. Res. , vol.39 , pp. 1347
    • Gallant, J.C.1    Dowling, T.I.2
  • 66
    • 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. Visualizing topography by openness: A new application of image processing to digital elevation models. Photogramm. Eng. Remote Sens. 2002, 68, 257-266.
    • (2002) Photogramm. Eng. Remote Sens. , vol.68 , pp. 257-266
    • Yokoyama, R.1    Shirasawa, M.2    Pike, R.J.3
  • 70
    • 84856828172 scopus 로고    scopus 로고
    • Methods for Creating Functional Soil Databases and Applying Digital Soil Mapping with SAGA GIS
    • Office for Official Publications of the European Communities: Luxembourg
    • Bock, M.; Böhner, J.; Conrad, O.; Köthe, R.; Ringeler, A. Methods for Creating Functional Soil Databases and Applying Digital Soil Mapping with SAGA GIS. In Status and Prospect of Soil Information in South-Eastern Europe; Office for Official Publications of the European Communities: Luxembourg, 2007; pp. 149-162.
    • (2007) Status and Prospect of Soil Information in South-Eastern Europe , pp. 149-162
    • Bock, M.1    Böhner, J.2    Conrad, O.3    Köthe, R.4    Ringeler, A.5
  • 71
    • 0004351741 scopus 로고    scopus 로고
    • A terrain ruggedness index that Quantifies topographic heterogeneity
    • Riley, S.J.; DeGloria, S.D.; Elliot, R. A terrain ruggedness index that Quantifies topographic heterogeneity. Intermt. J. Sci. 1999, 5, 23-27.
    • (1999) Intermt. J. Sci. , vol.5 , pp. 23-27
    • Riley, S.J.1    DeGloria, S.D.2    Elliot, R.3
  • 72
    • 0032872025 scopus 로고    scopus 로고
    • GLM versus CCA spatial modeling of plant species distribution
    • Guisan, A.; Weiss, S.; Weiss, A. GLM versus CCA spatial modeling of plant species distribution. Plant Ecol. 1999, 143, 107-122.
    • (1999) Plant Ecol. , vol.143 , pp. 107-122
    • Guisan, A.1    Weiss, S.2    Weiss, A.3
  • 73
    • 0018441920 scopus 로고
    • A physically based, variable contributing area model of basin hydrology
    • Beven, K.; Kirkby, M.J. A physically based, variable contributing area model of basin hydrology. Hydrol. Sci. J. 1979, 24, 43-69.
    • (1979) Hydrol. Sci. J. , vol.24 , pp. 43-69
    • Beven, K.1    Kirkby, M.J.2
  • 77
    • 84980123524 scopus 로고
    • Prüfung der Leistungsfähigkeit von einigen wichtigeren Verfahren zur Bestimmung des Kohlenstoffs mittels Chromschwefelsäure sowie Vorschlag einer neuen Schnellmethode
    • Springer, U.; Klee, J. Prüfung der Leistungsfähigkeit von einigen wichtigeren Verfahren zur Bestimmung des Kohlenstoffs mittels Chromschwefelsäure sowie Vorschlag einer neuen Schnellmethode. J. Soil Sci. Plant Nutr. 1954, 64, 1-26.
    • (1954) J. Soil Sci. Plant Nutr. , vol.64 , pp. 1-26
    • Springer, U.1    Klee, J.2
  • 78
    • 0001536386 scopus 로고
    • Development of a dtpa soil test for zinc, iron, manganese, and copper
    • Lindsay, W.L.; Norvell, W.A. Development of a dtpa soil test for zinc, iron, manganese, and copper. Soil Sci. Soc. Am. J. 1978, 42, 421-428.
    • (1978) Soil Sci. Soc. Am. J. , vol.42 , pp. 421-428
    • Lindsay, W.L.1    Norvell, W.A.2
  • 79
    • 0021560138 scopus 로고
    • Mehlich-3 soil test extractant-A modification of mehlich-2 extractant
    • Mehlich, A. Mehlich-3 soil test extractant-A modification of mehlich-2 extractant. Commun. Soil Sci. Plant Anal. 1984, 15, 1409-1416.
    • (1984) Commun. Soil Sci. Plant Anal. , vol.15 , pp. 1409-1416
    • Mehlich, A.1
  • 81
    • 0001812168 scopus 로고    scopus 로고
    • Multiresolution Segmentation: An optimization approach for high quality multi-scale image segmentation
    • Strobl, J., Blaschke, T., Griesebner, G., Eds.; Wichmann: Heidelberg, Germany
    • Baatz, M.; Schäpe, A. Multiresolution Segmentation: An optimization approach for high quality multi-scale image segmentation. In Angewandte Geographische Informationsverarbeitung XII. Beiträge zum AGIT-Symposium Salzburg; Strobl, J., Blaschke, T., Griesebner, G., Eds.; Wichmann: Heidelberg, Germany, 2000; Volume 12, pp. 12-23.
    • (2000) Angewandte Geographische Informationsverarbeitung XII. Beiträge zum AGIT-Symposium Salzburg , vol.12 , pp. 12-23
    • Baatz, M.1    Schäpe, A.2
  • 85
    • 0032594959 scopus 로고    scopus 로고
    • An overview of statistical learning theory
    • Vapnik, V.N. An overview of statistical learning theory. IEEE Trans. Neural Netw. 1999, 10, 988-999.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , pp. 988-999
    • Vapnik, V.N.1
  • 86
    • 0003074296 scopus 로고    scopus 로고
    • Support vector machines
    • Hearst, M.A. Support vector machines. IEEE Intell. Syst. 1998, 13, 18-28.
    • (1998) IEEE Intell. Syst. , vol.13 , pp. 18-28
    • Hearst, M.A.1
  • 87
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges, C. A tutorial on support vector machines for pattern recognition. Data Min. Knowl. Discov. 1998, 2, 121-167.
    • (1998) Data Min. Knowl. Discov. , vol.2 , pp. 121-167
    • Burges, C.1
  • 88
    • 35248821683 scopus 로고    scopus 로고
    • A short introduction to learning with kernels
    • Mendelson, S., Smola, A.J., Eds.; Springer-Verlag: Berlin/Heidelberg, Germany
    • Schölkopf, B.; Smola, A.J. A short introduction to learning with kernels. In Advanced Lectures on Machine Learning; Mendelson, S., Smola, A.J., Eds.; Springer-Verlag: Berlin/Heidelberg, Germany, 2003; pp. 41-64.
    • (2003) Advanced Lectures on Machine Learning , pp. 41-64
    • Schölkopf, B.1    Smola, A.J.2
  • 90
    • 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. Lithology intelligent identification using support vector machine and adaptive cellular automata in multispectral remote sensing image. Opt. Eng. 2011, 50, 076201.
    • (2011) Opt. Eng. , vol.50 , pp. 076201
    • Wang, X.1    Niu, R.2    Wu, K.3
  • 91
    • 84905216004 scopus 로고    scopus 로고
    • Improving lithological mapping by SVM classification of spectral and morphological features: The discovery of a new chromite body in the Mawat ophiolite complex (Kurdistan, NE Iraq)
    • Othman, A.; Gloaguen, R. Improving lithological mapping by SVM classification of spectral and morphological features: The discovery of a new chromite body in the Mawat ophiolite complex (Kurdistan, NE Iraq). Remote Sens. 2014, 6, 6867-6896.
    • (2014) Remote Sens. , vol.6 , pp. 6867-6896
    • Othman, A.1    Gloaguen, R.2
  • 92
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes, C.; Vapnik, V. Support-vector networks. Mach. Learn. 1995, 20, 273-297.
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 95
    • 4544272407 scopus 로고    scopus 로고
    • Toward intelligent training of supervised image classifications: Directing training data acquisition for SVM classification
    • Foody, G.M.; Mathur, A. Toward intelligent training of supervised image classifications: Directing training data acquisition for SVM classification. Remote Sens. Environ. 2004, 93, 107-117.
    • (2004) Remote Sens. Environ. , vol.93 , pp. 107-117
    • Foody, G.M.1    Mathur, A.2
  • 96
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon, I.; Elisseeff, A. An introduction to variable and feature selection. J. Mach. Learn. Res. 2003, 3, 1157-1182.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 97
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • Kohavi, R.; John, G.H. Wrappers for feature subset selection. Artif. Intell. 1997, 97, 273-324.
    • (1997) Artif. Intell. , vol.97 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 98
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • Guyon, I.; Weston, J.; Barnhill, S.; Vapnik, V. Gene selection for cancer classification using support vector machines. Mach. Learn. 2002, 46, 389-422.
    • (2002) Mach. Learn. , vol.46 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 100
    • 77951295936 scopus 로고    scopus 로고
    • Feature selection for classification of hyperspectral data by SVM
    • Pal, M.; Foody, G.M. Feature selection for classification of hyperspectral data by SVM. IEEE Trans. Geosci. Remote Sens. 2010, 48, 2297-2307.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , pp. 2297-2307
    • Pal, M.1    Foody, G.M.2
  • 101
    • 0003903331 scopus 로고    scopus 로고
    • ISRIC-World Soil Information: Wageningen, The Netherlands
    • ISRIC; Global and National Soils and Terrain Databases (SOTER). Procedures Manual, Version 2.0; ISRIC-World Soil Information: Wageningen, The Netherlands, 2013; p. 198.
    • (2013) Procedures Manual, Version 2.0 , pp. 198


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