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Volumn 65, Issue 5, 2014, Pages 718-729

Improving the prediction performance of a large tropical vis-NIR spectroscopic soil library from Brazil by clustering into smaller subsets or use of data mining calibration techniques

Author keywords

[No Author keywords available]

Indexed keywords

AGRICULTURAL MANAGEMENT; CALIBRATION; CLAY MINERAL; DATA MINING; NUMERICAL MODEL; PERFORMANCE ASSESSMENT; PREDICTION; SOIL ORGANIC MATTER; SOIL SURVEY; SOIL TYPE; SPECTROSCOPY; TROPICAL ENVIRONMENT;

EID: 85027936542     PISSN: 13510754     EISSN: 13652389     Source Type: Journal    
DOI: 10.1111/ejss.12165     Document Type: Article
Times cited : (135)

References (43)
  • 1
    • 34447334523 scopus 로고    scopus 로고
    • Using a global VNIR soil-spectral library for local soil characterization and landscape modeling in a 2nd-order Uganda watershed
    • Brown, D.J. 2007. Using a global VNIR soil-spectral library for local soil characterization and landscape modeling in a 2nd-order Uganda watershed. Geoderma, 140, 444-453.
    • (2007) Geoderma , vol.140 , pp. 444-453
    • Brown, D.J.1
  • 2
    • 84860551001 scopus 로고    scopus 로고
    • Building a near infrared spectral library for soil organic carbon estimation in the Limpopo National Park, Mozambique
    • Cambule, A.H., Rossiter, D.G., Stoorvogel, J.J. & Smaling, E.M.A. 2012. Building a near infrared spectral library for soil organic carbon estimation in the Limpopo National Park, Mozambique. Geoderma, 183, 41-48.
    • (2012) Geoderma , vol.183 , pp. 41-48
    • Cambule, A.H.1    Rossiter, D.G.2    Stoorvogel, J.J.3    Smaling, E.M.A.4
  • 3
    • 0036185938 scopus 로고    scopus 로고
    • Near-infrared reflectance spectroscopic analysis of soil C and N
    • Chang, C.W. & Laird, D.A. 2002. Near-infrared reflectance spectroscopic analysis of soil C and N. Soil Science, 167, 110-116.
    • (2002) Soil Science , vol.167 , pp. 110-116
    • Chang, C.W.1    Laird, D.A.2
  • 4
    • 0035042039 scopus 로고    scopus 로고
    • Near-infrared reflectance spectroscopy-principal components regression analyses of soil properties
    • Chang, C.W., Laird, D.A., Mausbach, M.J. & Hurburgh, C.R. 2001. Near-infrared reflectance spectroscopy-principal components regression analyses of soil properties. Soil Science Society of America Journal, 65, 480-490.
    • (2001) Soil Science Society of America Journal , vol.65 , pp. 480-490
    • Chang, C.W.1    Laird, D.A.2    Mausbach, M.J.3    Hurburgh, C.R.4
  • 5
    • 18244368958 scopus 로고    scopus 로고
    • Influence of soil moisture on near-infrared reflectance spectroscopic measurement of soil properties
    • Chang, G.W., Laird, D.A. & Hurburgh, G.R. 2005. Influence of soil moisture on near-infrared reflectance spectroscopic measurement of soil properties. Soil Science, 170, 244-255.
    • (2005) Soil Science , vol.170 , pp. 244-255
    • Chang, G.W.1    Laird, D.A.2    Hurburgh, G.R.3
  • 6
    • 0002443314 scopus 로고    scopus 로고
    • Spectroscopy of rocks and minerals and principles of spectroscopy
    • In: (ed. A.N. Rencz). John Wiley & Sons, Chichester.
    • Clark, R.N. 1999. Spectroscopy of rocks and minerals and principles of spectroscopy. In: Remote Sensing for the Earth Sciences (ed. A.N. Rencz ), pp. 3-58. John Wiley & Sons, Chichester.
    • (1999) Remote Sensing for the Earth Sciences , pp. 3-58
    • Clark, R.N.1
  • 7
    • 0344759182 scopus 로고    scopus 로고
    • Alteration of soil properties through a weathering sequence as evaluated by spectral reflectance
    • Demattê, J.A.M. & Garcia, G.J. 1999. Alteration of soil properties through a weathering sequence as evaluated by spectral reflectance. Soil Science Society of America Journal, 63, 327-342.
    • (1999) Soil Science Society of America Journal , vol.63 , pp. 327-342
    • Demattê, J.A.M.1    Garcia, G.J.2
  • 8
    • 33749515444 scopus 로고    scopus 로고
    • Determining soil water status and other soil characteristics by spectral proximal sensing
    • Demattê, J.A.M., Sousa, A.A., Alves, M.C., Nanni, M.R., Fiorio, P.R. & Campos, R.C. 2006. Determining soil water status and other soil characteristics by spectral proximal sensing. Geoderma, 135, 179-195.
    • (2006) Geoderma , vol.135 , pp. 179-195
    • Demattê, J.A.M.1    Sousa, A.A.2    Alves, M.C.3    Nanni, M.R.4    Fiorio, P.R.5    Campos, R.C.6
  • 9
    • 0036323232 scopus 로고    scopus 로고
    • The potential of near-infrared reflectance spectroscopy for soil analysis - a case study from the Riverine Plain of south- eastern Australia
    • Dunn, B.W., Beecher, H.G., Batten, G. D. & Ciavarella, S. 2002. The potential of near-infrared reflectance spectroscopy for soil analysis - a case study from the Riverine Plain of south- eastern Australia. Australian Journal of Experimental Agriculture, 42, 607-614.
    • (2002) Australian Journal of Experimental Agriculture , vol.42 , pp. 607-614
    • Dunn, B.W.1    Beecher, H.G.2    Batten, G.D.3    Ciavarella, S.4
  • 10
    • 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, 29, 1189-1232.
    • (2001) Annals of Statistics , vol.29 , pp. 1189-1232
    • Friedman, J.H.1
  • 11
    • 0346091044 scopus 로고    scopus 로고
    • The prediction of C and N content and their potential mineralisation in heterogeneous soil samples using Vis-NIR spectroscopy and comparative methods
    • Fystro, G. 2002. The prediction of C and N content and their potential mineralisation in heterogeneous soil samples using Vis-NIR spectroscopy and comparative methods. Plant & Soil, 246, 139-149.
    • (2002) Plant & Soil , vol.246 , pp. 139-149
    • Fystro, G.1
  • 13
    • 83655167381 scopus 로고    scopus 로고
    • Optimization criteria in sample selection step of local regression for quantitative analysis of large soil NIRS database
    • Goge, F., Joffre, R., Jolivet, C., Ross, I. & Ranjard, L. 2012. Optimization criteria in sample selection step of local regression for quantitative analysis of large soil NIRS database. Chemometrics & Intelligent Laboratory Systems, 110, 168-176.
    • (2012) Chemometrics & Intelligent Laboratory Systems , vol.110 , pp. 168-176
    • Goge, F.1    Joffre, R.2    Jolivet, C.3    Ross, I.4    Ranjard, L.5
  • 14
    • 0001411940 scopus 로고
    • Visible and near-infrared specta of minerals and rocks: I. Silicate minerals
    • Hunt, G.R. & Salisbury, J.W. 1970. Visible and near-infrared specta of minerals and rocks: I. Silicate minerals. Modern Geology, 1, 283-300.
    • (1970) Modern Geology , vol.1 , pp. 283-300
    • Hunt, G.R.1    Salisbury, J.W.2
  • 15
    • 0344961822 scopus 로고    scopus 로고
    • Simultaneous estimation of several soil properties by ultra-violet, visible, and near-infrared reflectance spectroscopy
    • Islam, K., Singh, B. & McBratney, A. 2003. Simultaneous estimation of several soil properties by ultra-violet, visible, and near-infrared reflectance spectroscopy. Australian Journal of Soil Research, 41, 1101-1114.
    • (2003) Australian Journal of Soil Research , vol.41 , pp. 1101-1114
    • Islam, K.1    Singh, B.2    McBratney, A.3
  • 16
    • 33847753775 scopus 로고    scopus 로고
    • World Reference Base for Soil Resources 2006
    • 2nd edition. World Soil Resources Reports No. 103. FAO, Rome.
    • IUSS Working Group WRB. 2006. World Reference Base for Soil Resources 2006. 2nd edition. World Soil Resources Reports No. 103. FAO, Rome. ISBN 92-5-105511-4, 128 pp.
    • (2006) , pp. 128
  • 19
    • 77649308870 scopus 로고    scopus 로고
    • Geological units classification of multispectral images by using support vector machines
    • In: (eds Y.K. Badr, S. Caballe, F. Xhafa, A. Abraham & B. Gros). Ieee, New York.
    • Kovačević, M., Bajat, B., Trivic, B. & Pavlovic, R. 2009. Geological units classification of multispectral images by using support vector machines. In: 2009 International Conference on Intelligent Networking and Collaborative Systems (eds Y.K. Badr, S. Caballe, F. Xhafa, A. Abraham & B. Gros ), pp. 267-272. Ieee, New York.
    • (2009) 2009 International Conference on Intelligent Networking and Collaborative Systems , pp. 267-272
    • Kovačević, M.1    Bajat, B.2    Trivic, B.3    Pavlovic, R.4
  • 20
    • 79960466458 scopus 로고    scopus 로고
    • Calibration of visible and near infrared spectroscopy for soil analysis at the field scale on three European farms
    • Kuang, B. & Mouazen, A.M. 2011. Calibration of visible and near infrared spectroscopy for soil analysis at the field scale on three European farms. European Journal of Soil Science, 62, 629-636.
    • (2011) European Journal of Soil Science , vol.62 , pp. 629-636
    • Kuang, B.1    Mouazen, A.M.2
  • 22
    • 84873875497 scopus 로고    scopus 로고
    • Effects of subsetting by carbon content, soil order, and spectral classification on prediction of soil total carbon with diffuse reflectance spectroscopy
    • McDowell, M.L., Bruland, G.L., Deenik, J.L. & Grunwald, S. 2012. Effects of subsetting by carbon content, soil order, and spectral classification on prediction of soil total carbon with diffuse reflectance spectroscopy. Applied & Environmental Soil Science, 2012, Article ID 294121.
    • (2012) Applied & Environmental Soil Science , vol.2012
    • McDowell, M.L.1    Bruland, G.L.2    Deenik, J.L.3    Grunwald, S.4
  • 23
    • 0036385168 scopus 로고    scopus 로고
    • Application of near infrared reflectance spectroscopy for the analysis of organic C, total N and pH in soils of Uruguay
    • Moron, A. & Cozzolino, D. 2002. Application of near infrared reflectance spectroscopy for the analysis of organic C, total N and pH in soils of Uruguay. Journal of Near Infrared Spectroscopy, 10, 215-221.
    • (2002) Journal of Near Infrared Spectroscopy , vol.10 , pp. 215-221
    • Moron, A.1    Cozzolino, D.2
  • 24
    • 80155156921 scopus 로고    scopus 로고
    • Predictions of soil surface and topsoil organic carbon content through the use of laboratory and field spectroscopy in the Albany Thicket Biome of Eastern Cape Province of South Africa
    • 68.
    • Nocita, M., Kooistra, L., Bachmann, M., Mueller, A., Powell, M. & Weel, S. 2011. Predictions of soil surface and topsoil organic carbon content through the use of laboratory and field spectroscopy in the Albany Thicket Biome of Eastern Cape Province of South Africa. Geoderma, 167-68, 295-302.
    • (2011) Geoderma , vol.167 , pp. 295-302
    • Nocita, M.1    Kooistra, L.2    Bachmann, M.3    Mueller, A.4    Powell, M.5    Weel, S.6
  • 25
    • 39649084010 scopus 로고    scopus 로고
    • Soil parameter quantification by NIRS as a chemometric challenge at 'Chimiometrie 2006'
    • Pierna, J.A.F. & Dardenne, P. 2008. Soil parameter quantification by NIRS as a chemometric challenge at 'Chimiometrie 2006'. Chemometrics & Intelligent Laboratory Systems, 91, 94-98.
    • (2008) Chemometrics & Intelligent Laboratory Systems , vol.91 , pp. 94-98
    • Pierna, J.A.F.1    Dardenne, P.2
  • 26
    • 0027846370 scopus 로고
    • The near-infrared combination band frequencies of dioctahedral smectites, micas, and illites
    • Post, J.L. & Noble, P.N. 1993. The near-infrared combination band frequencies of dioctahedral smectites, micas, and illites. Clays & Clay Minerals, 41, 639-644.
    • (1993) Clays & Clay Minerals , vol.41 , pp. 639-644
    • Post, J.L.1    Noble, P.N.2
  • 27
    • 56549109135 scopus 로고    scopus 로고
    • Comparing local vs. global visible and near-infrared (VisNIR) diffuse reflectance spectroscopy (DRS) calibrations for the prediction of soil clay, organic C and inorganic C
    • Sankey, J.B., Brown, D.J., Bernard, M.L. & Lawrence, R.L. 2008. Comparing local vs. global visible and near-infrared (VisNIR) diffuse reflectance spectroscopy (DRS) calibrations for the prediction of soil clay, organic C and inorganic C. Geoderma, 148, 149-158.
    • (2008) Geoderma , vol.148 , pp. 149-158
    • Sankey, J.B.1    Brown, D.J.2    Bernard, M.L.3    Lawrence, R.L.4
  • 28
    • 0042553279 scopus 로고
    • Smoothing and differentiation of data by simplified least squares procedures
    • Savitzky, A. & Golay, M. 1964. Smoothing and differentiation of data by simplified least squares procedures. Analytical Chemistry, 36, 1627-1639.
    • (1964) Analytical Chemistry , vol.36 , pp. 1627-1639
    • Savitzky, A.1    Golay, M.2
  • 29
    • 0032194394 scopus 로고    scopus 로고
    • Use and limitations of second-derivative diffuse reflectance spectroscopy in the visible to near-infrared range to identify and quantify Fe oxide minerals in soils
    • Scheinost, A.C., Chavernas, A., Barron, V. & Torrent, J. 1998. Use and limitations of second-derivative diffuse reflectance spectroscopy in the visible to near-infrared range to identify and quantify Fe oxide minerals in soils. Clays & Clay Minerals, 46, 528-536.
    • (1998) Clays & Clay Minerals , vol.46 , pp. 528-536
    • Scheinost, A.C.1    Chavernas, A.2    Barron, V.3    Torrent, J.4
  • 30
    • 0022249230 scopus 로고
    • Electronic spectra of Fe3+ oxides and oxiyhydroxides in the near infrared to ultraviolet
    • Sherman, D.M. & Waite, T.D. 1985. Electronic spectra of Fe3+ oxides and oxiyhydroxides in the near infrared to ultraviolet. American Mineralogist, 70, 1262-1269.
    • (1985) American Mineralogist , vol.70 , pp. 1262-1269
    • Sherman, D.M.1    Waite, T.D.2
  • 31
    • 12944295095 scopus 로고    scopus 로고
    • Determination of clay and other soil properties by near infrared spectroscopy
    • Sørensen, L.K. & Dalsgaard, S. 2005. Determination of clay and other soil properties by near infrared spectroscopy. Soil Science Society of America Journal, 69, 159-167.
    • (2005) Soil Science Society of America Journal , vol.69 , pp. 159-167
    • Sørensen, L.K.1    Dalsgaard, S.2
  • 32
    • 77953622371 scopus 로고    scopus 로고
    • Effects of soil sample pretreatments and standardised rewetting as interacted with sand classes on Vis-NIR predictions of clay and soil organic carbon
    • Stenberg, B. 2010. Effects of soil sample pretreatments and standardised rewetting as interacted with sand classes on Vis-NIR predictions of clay and soil organic carbon. Geoderma, 158, 15-22.
    • (2010) Geoderma , vol.158 , pp. 15-22
    • Stenberg, B.1
  • 33
    • 12944266338 scopus 로고    scopus 로고
    • Near infrared technology for soil analysis with implications for precision agriculture
    • In: (eds A. Davies & R. Cho). NIR Publications, Chichester.
    • Stenberg, B., Jonsson, A. & Börjesson, T. 2002. Near infrared technology for soil analysis with implications for precision agriculture. In: Near Infrared Spectroscopy: Proceedings of the 10th International Conference (eds A. Davies & R. Cho ), pp. 279-284. NIR Publications, Chichester.
    • (2002) Near Infrared Spectroscopy: Proceedings of the 10th International Conference , pp. 279-284
    • Stenberg, B.1    Jonsson, A.2    Börjesson, T.3
  • 35
    • 84879224083 scopus 로고    scopus 로고
    • Prediction of soil organic carbon at the European scale by visible and near-infrared reflectance spectroscopy
    • Stevens, A., Nocita, M., Toth, G., Montanarella, L. & van Wesemael, B. 2013. Prediction of soil organic carbon at the European scale by visible and near-infrared reflectance spectroscopy. PLoS One, 8, e66409. doi: 10.1371/journal.pone.0066409.
    • (2013) PLoS One , vol.8 , pp. e66409
    • Stevens, A.1    Nocita, M.2    Toth, G.3    Montanarella, L.4    van Wesemael, B.5
  • 36
    • 84855416632 scopus 로고    scopus 로고
    • Effect of moisture content on prediction of organic carbon and pH using visible and near-infrared spectroscopy
    • Tekin, Y., Tumsavas, Z. & Mouazen, A.M. 2012. Effect of moisture content on prediction of organic carbon and pH using visible and near-infrared spectroscopy. Soil Science Society of America Journal, 76, 188-198.
    • (2012) Soil Science Society of America Journal , vol.76 , pp. 188-198
    • Tekin, Y.1    Tumsavas, Z.2    Mouazen, A.M.3
  • 38
    • 0038027191 scopus 로고    scopus 로고
    • Quantitative analysis of soil chemical properties with diffuse reflectance spectrometry and partial least-square regression: a feasibility study
    • Udelhoven, T., Emmerling, C. & Jarmer, T. 2003. Quantitative analysis of soil chemical properties with diffuse reflectance spectrometry and partial least-square regression: a feasibility study. Plant & Soil, 251, 319-329.
    • (2003) Plant & Soil , vol.251 , pp. 319-329
    • Udelhoven, T.1    Emmerling, C.2    Jarmer, T.3
  • 40
    • 48149107700 scopus 로고    scopus 로고
    • Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra
    • Vasques, G.M., Grunwald, S. & Sickman, J.O. 2008. Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra. Geoderma, 146, 14-25.
    • (2008) Geoderma , vol.146 , pp. 14-25
    • Vasques, G.M.1    Grunwald, S.2    Sickman, J.O.3
  • 41
    • 77953621099 scopus 로고    scopus 로고
    • Using data mining to model and interpret soil diffuse reflectance spectra
    • Viscarra Rossel, R.A. & Behrens, T. 2010. Using data mining to model and interpret soil diffuse reflectance spectra. Geoderma, 158, 46-54.
    • (2010) Geoderma , vol.158 , pp. 46-54
    • Viscarra Rossel, R.A.1    Behrens, T.2
  • 42
    • 80053054108 scopus 로고    scopus 로고
    • Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy
    • Vohland, M., Besold, J., Hill, J. & Fruend, H.-C. 2011. Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy. Geoderma, 166, 198-205.
    • (2011) Geoderma , vol.166 , pp. 198-205
    • Vohland, M.1    Besold, J.2    Hill, J.3    Fruend, H.-C.4
  • 43
    • 78649580472 scopus 로고    scopus 로고
    • Near-infrared spectroscopy for within-field soil characterization: small local calibrations compared with national libraries spiked with local samples
    • Wetterlind, J. & Stenberg, B. 2010. Near-infrared spectroscopy for within-field soil characterization: small local calibrations compared with national libraries spiked with local samples. European Journal of Soil Science, 61, 823-843.
    • (2010) European Journal of Soil Science , vol.61 , pp. 823-843
    • Wetterlind, J.1    Stenberg, B.2


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