메뉴 건너뛰기




Volumn 47, Issue 10, 2014, Pages 729-739

Using short wave visible-near infrared reflectance spectroscopy to predict soil properties and content

Author keywords

back propagation neural network; partial least squares regression; short wave visible near infrared reflectance spectroscopy; soil properties

Indexed keywords


EID: 84900796360     PISSN: 00387010     EISSN: 15322289     Source Type: Journal    
DOI: 10.1080/00387010.2013.840315     Document Type: Article
Times cited : (20)

References (38)
  • 1
    • 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. Comparison of multivariate methods for inferential modeling of soil carbon using visible=near-infrared spectra. Geoderma 2008 146(1-2) 14-25
    • (2008) Geoderma , vol.146 , Issue.1-2 , pp. 14-25
    • Vasques, G.M.1    Grunwald, S.2    Sickman, J.O.3
  • 2
    • 33646251126 scopus 로고    scopus 로고
    • Global soil characterization with VNIR diffuse reflectance spectroscopy
    • Brown D. J, Shepherd K. D, Walsh M. G, Mays M. D, Reinsch T. G. Global soil characterization with VNIR diffuse reflectance spectroscopy. Geoderma 2006 132(3-4) 273-290
    • (2006) Geoderma , vol.132 , Issue.3-4 , pp. 273-290
    • Brown, D.J.1    Shepherd, K.D.2    Walsh, M.G.3    Mays, M.D.4    Reinsch, T.G.5
  • 3
    • 84863025795 scopus 로고    scopus 로고
    • Prediction of soil organic carbon in different soil fractions of black soils in northeast china using near-infrared reflectance spectroscopy
    • Fan R. Q, Yang X. M, Zhang X. P, Shen Y, Liang A. Z, Shi X. H, Wei S. C, Chen X. W. Prediction of soil organic carbon in different soil fractions of black soils in northeast china using near-infrared reflectance spectroscopy. Spectroscopy and Spectral Analysis 2012 32(2) 349-353
    • (2012) Spectroscopy and Spectral Analysis , vol.32 , Issue.2 , pp. 349-353
    • Fan, R.Q.1    Yang, X.M.2    Zhang, X.P.3    Shen, Y.4    Liang, A.Z.5    Shi, X.H.6    Wei, S.C.7    Chen, X.W.8
  • 4
    • 84855416632 scopus 로고    scopus 로고
    • Effect of moisture content on prediction of organic carbon and pH using visible and nearinfrared spectroscopy
    • Tekin Y, Tumsavas Z, Mouazen A. M. Effect of moisture content on prediction of organic carbon and pH using visible and nearinfrared spectroscopy. Soil Science Society of America Journal 2012 76(1) 188-198
    • (2012) Soil Science Society of America Journal , vol.76 , Issue.1 , pp. 188-198
    • Tekin, Y.1    Tumsavas, Z.2    Mouazen, A.M.3
  • 6
    • 0036185938 scopus 로고    scopus 로고
    • Near-infrared reflectance spectroscopic analysis of soil C and N
    • Chang C. W, Laird D. A. Near-infrared reflectance spectroscopic analysis of soil C and N. Soil Science 2002 167(2) 110-116
    • (2002) Soil Science , vol.167 , Issue.2 , pp. 110-116
    • Chang, C.W.1    Laird, D.A.2
  • 7
    • 2342655711 scopus 로고    scopus 로고
    • Application of LS-SVM to non-linear phenomena in NIR spectroscopy: Development of a robust and portable sensor for acidity prediction in grapes
    • Chauchard F, Cogdill R, Roussel S, Roger J. M, Bellon-Maurel V. Application of LS-SVM to non-linear phenomena in NIR spectroscopy: Development of a robust and portable sensor for acidity prediction in grapes. Chemometrics and Intelligent Laboratory Systems 2004 71(2) 141-150
    • (2004) Chemometrics and Intelligent Laboratory Systems , vol.71 , Issue.2 , pp. 141-150
    • Chauchard, F.1    Cogdill, R.2    Roussel, S.3    Roger, J.M.4    Bellon-Maurel, V.5
  • 8
    • 78649624951 scopus 로고    scopus 로고
    • Soil properties prediction of western mediterranean Islands with similar climatic environments by means of mid-infrared diffuse reflectance spectroscopy
    • D'Acqui L. P, Pucci A, Janik L. J. Soil properties prediction of western mediterranean Islands with similar climatic environments by means of mid-infrared diffuse reflectance spectroscopy. European Journal of Soil Science 2010 61(6) 865-876
    • (2010) European Journal of Soil Science , vol.61 , Issue.6 , pp. 865-876
    • D'Acqui, L.P.1    Pucci, A.2    Janik, L.J.3
  • 9
    • 80052100286 scopus 로고    scopus 로고
    • Determination of soil parameters in applegrowing regions by near- and mid-infrared spectroscopy
    • Dong Y. W, Yang S. Q, Xu C. Y, Li Y. Z, Bai W, Fan Z. N, Wang Y. N, Li Q. Z. Determination of soil parameters in applegrowing regions by near- and mid-infrared spectroscopy. Pedosphere 2011 21(5) 591-602
    • (2011) Pedosphere , vol.21 , Issue.5 , pp. 591-602
    • Dong, Y.W.1    Yang, S.Q.2    Xu, C.Y.3    Li, Y.Z.4    Bai, W.5    Fan, Z.N.6    Wang, Y.N.7    Li, Q.Z.8
  • 10
    • 37849017857 scopus 로고    scopus 로고
    • Identification of agricultural mediterranean soils using mid-infrared photoacoustic spectroscopy
    • Du C, Linker R, Shaviv A. Identification of agricultural mediterranean soils using mid-infrared photoacoustic spectroscopy. Geoderma 2008 143(1-2) 85-90
    • (2008) Geoderma , vol.143 , Issue.1-2 , pp. 85-90
    • Du, C.1    Linker, R.2    Shaviv, A.3
  • 11
    • 84869199414 scopus 로고    scopus 로고
    • Nitrogen phosphorus and potassium prediction in soils using infrared spectroscopy
    • Shao Y. N, He Y. Nitrogen phosphorus and potassium prediction in soils using infrared spectroscopy. Soil Research 2011 49(2) 166-172
    • (2011) Soil Research , vol.49 , Issue.2 , pp. 166-172
    • Shao, Y.N.1    He, Y.2
  • 12
    • 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, Frund H. C. Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy. Geoderma 2011 166(1) 198-205
    • (2011) Geoderma , vol.166 , Issue.1 , pp. 198-205
    • Vohland, M.1    Besold, J.2    Hill, J.3    Frund, H.C.4
  • 13
    • 84862803301 scopus 로고    scopus 로고
    • Determination of organic carbon and nitrogen in particulate organic matter and particle size fractions of brookston clay loam soil using infrared spectroscopy
    • Yang X. M, Xie H. T, Drury C. F, Reynolds W. D, Yang J. Y, Zhang X. D. Determination of organic carbon and nitrogen in particulate organic matter and particle size fractions of brookston clay loam soil using infrared spectroscopy. European Journal of Soil Science 2012 63(2) 177-188
    • (2012) European Journal of Soil Science , vol.63 , Issue.2 , pp. 177-188
    • Yang, X.M.1    Xie, H.T.2    Drury, C.F.3    Reynolds, W.D.4    Yang, J.Y.5    Zhang, X.D.6
  • 14
    • 84867289177 scopus 로고    scopus 로고
    • Feasibility of field portable near infrared (NIR) spectroscopy to determine cyanide concentrations in soil
    • Sut M, Fischer T, Repmann F, Raab T, Dimitrova T. Feasibility of field portable near infrared (NIR) spectroscopy to determine cyanide concentrations in soil. Water Air and Soil Pollution 2012 223(8) 5495-5504
    • (2012) Water Air and Soil Pollution , vol.223 , Issue.8 , pp. 5495-5504
    • Sut, M.1    Fischer, T.2    Repmann, F.3    Raab, T.4    Dimitrova, T.5
  • 15
    • 0028993450 scopus 로고
    • Near-infrared analysis (NIRA) as a method to simultaneously evaluate spectral featureless constituents in soils
    • Bendor E, Banin A. Near-infrared analysis (NIRA) as a method to simultaneously evaluate spectral featureless constituents in soils. Soil Science 1995 159(4) 259-270
    • (1995) Soil Science , vol.159 , Issue.4 , pp. 259-270
    • Bendor, E.1    Banin, A.2
  • 16
    • 84860504343 scopus 로고    scopus 로고
    • Prediction of soil organic matter content in a litchi orchard of South China using spectral indices
    • Li D, Chen X. Z, Peng Z. P, Chen S. S, Chen W. Q, Han L. S, Li Y. J. Prediction of soil organic matter content in a litchi orchard of South China using spectral indices. Soil &Tillage Research 2012 123 78-86
    • (2012) Soil &Tillage Research , vol.123 , pp. 78-86
    • Li, D.1    Chen, X.Z.2    Peng, Z.P.3    Chen, S.S.4    Chen, W.Q.5    Han, L.S.6    Li, Y.J.7
  • 17
    • 1042290878 scopus 로고    scopus 로고
    • Estimating chemical properties of florida soils using spectral reflectance
    • Lee W. S, Sanchez J. F, Mylavarapu R. S, Choe J. S. Estimating chemical properties of florida soils using spectral reflectance. Transactions of the Asae 2003 46(5) 1443-1453
    • (2003) Transactions of the Asae , vol.46 , Issue.5 , pp. 1443-1453
    • Lee, W.S.1    Sanchez, J.F.2    Mylavarapu, R.S.3    Choe, J.S.4
  • 19
    • 3042680664 scopus 로고    scopus 로고
    • Use of backpropagation neural network for landslide monitoring: A case study in the higher himalaya
    • Neaupane K. M, Achet S. H. Use of backpropagation neural network for landslide monitoring: A case study in the higher himalaya. Engineering Geology 2004 74(3-4) 213-226
    • (2004) Engineering Geology , vol.74 , Issue.3-4 , pp. 213-226
    • Neaupane, K.M.1    Achet, S.H.2
  • 20
    • 33847646370 scopus 로고    scopus 로고
    • Prediction of settlement of shallow foundations on reinforced soils using neural networks
    • Soleimanbeigi A, Hataf N. Prediction of settlement of shallow foundations on reinforced soils using neural networks. Geosynthetics International 2006 13(4) 161-170
    • (2006) Geosynthetics International , vol.13 , Issue.4 , pp. 161-170
    • Soleimanbeigi, A.1    Hataf, N.2
  • 21
    • 24144466551 scopus 로고    scopus 로고
    • Slope stability evaluation using back propagation neural networks
    • Wang H. B, Xu W. Y, Xu R. C. Slope stability evaluation using back propagation neural networks. Engineering Geology 2005 80(3-4) 302-315
    • (2005) Engineering Geology , vol.80 , Issue.3-4 , pp. 302-315
    • Wang, H.B.1    Xu, W.Y.2    Xu, R.C.3
  • 23
    • 33845578180 scopus 로고    scopus 로고
    • Use of artificial neural network simulation metamodelling to assess groundwater contamination in a road project
    • El Tabach E, Lancelot L, Shahrour I, Najjar Y. Use of artificial neural network simulation metamodelling to assess groundwater contamination in a road project. Mathematical and Computer Modelling 2007 45(7-8) 766-776
    • (2007) Mathematical and Computer Modelling , vol.45 , Issue.7-8 , pp. 766-776
    • El Tabach, E.1    Lancelot, L.2    Shahrour, I.3    Najjar, Y.4
  • 24
    • 0037281699 scopus 로고    scopus 로고
    • Artificial neural network analysis of laboratory and in situ spectra for the estimation of macronutrients in soils of lop buri (Thailand
    • Daniel K. W, Tripathi X. K, Honda K. Artificial neural network analysis of laboratory and in situ spectra for the estimation of macronutrients in soils of lop buri (Thailand). Australian Journal of Soil Research 2003 41(1) 47-59
    • (2003) Australian Journal of Soil Research , vol.41 , Issue.1 , pp. 47-59
    • Daniel, K.W.1    Tripathi, X.K.2    Honda, K.3
  • 25
    • 77953620835 scopus 로고    scopus 로고
    • Comparison among principal component partial least squares and back propagation neural network analyses for accuracy of measurement of selected soil properties with visible and near infrared spectroscopy
    • Mouazen A. M, Kuang B, De Baerdemaeker J, Ramon H. Comparison among principal component partial least squares and back propagation neural network analyses for accuracy of measurement of selected soil properties with visible and near infrared spectroscopy. Geoderma 2010 158(1-2) 23-31
    • (2010) Geoderma , vol.158 , Issue.1-2 , pp. 23-31
    • Mouazen, A.M.1    Kuang, B.2    De Baerdemaeker, J.3    Ramon, H.4
  • 27
    • 0024069289 scopus 로고
    • The effect of multiplicative scatter correction (MSC) and linearity improvement in NIR spectroscopy
    • Isaksson T, Naes T. The effect of multiplicative scatter correction (MSC) and linearity improvement in NIR spectroscopy. Applied Spectroscopy 1988 42(7) 1273-1284
    • (1988) Applied Spectroscopy , vol.42 , Issue.7 , pp. 1273-1284
    • Isaksson, T.1    Naes, T.2
  • 28
    • 11944254534 scopus 로고
    • General least-squares smoothing and differentiation by the convolution (Savitzky-Golay) method
    • Gorry P. A. General least-squares smoothing and differentiation by the convolution (Savitzky-Golay) method. Analytical Chemistry 1990 62(6) 570-573
    • (1990) Analytical Chemistry , vol.62 , Issue.6 , pp. 570-573
    • Gorry, P.A.1
  • 29
    • 71549129818 scopus 로고    scopus 로고
    • Visible-near infrared reflectance spectroscopy for assessment of soil properties in a semi-Arid area of Turkey
    • Bilgili A. V, van Es H. M, Akbas F, Durak A, Hively W. D. Visible-near infrared reflectance spectroscopy for assessment of soil properties in a semi-Arid area of Turkey. Journal of Arid Environments 2010 74(2) 229-238
    • (2010) Journal of Arid Environments , vol.74 , Issue.2 , pp. 229-238
    • Bilgili, A.V.1    Van, E.S.H.M.2    Akbas, F.3    Durak, A.4    Hively, W.D.5
  • 30
    • 57649209007 scopus 로고    scopus 로고
    • Prediction of soil available phosphorus using fourier transform infrared-photoacoustic spectroscopy
    • Du C. W, Zhou J. M. Prediction of soil available phosphorus using fourier transform infrared-photoacoustic spectroscopy. Chinese Journal of Analytical Chemistry 2007 35(1) 119-122
    • (2007) Chinese Journal of Analytical Chemistry , vol.35 , Issue.1 , pp. 119-122
    • Du, C.W.1    Zhou, J.M.2
  • 31
    • 84866401525 scopus 로고    scopus 로고
    • Strategies for soil quality assessment using visible and near-infrared reflectance spectroscopy in a Western Kenya chronosequence
    • Kinoshita R, Moebius-Clune B. N, van Es H. M, Hively W. D, Bilgili A. V. Strategies for soil quality assessment using visible and near-infrared reflectance spectroscopy in a Western Kenya chronosequence. Soil Science Society of America Journal 2012 76(5) 1776-1788
    • (2012) Soil Science Society of America Journal , vol.76 , Issue.5 , pp. 1776-1788
    • Kinoshita, R.1    Moebius-Clune, B.N.2    Van, E.S.H.M.3    Hively, W.D.4    Bilgili, A.V.5
  • 32
    • 34249993196 scopus 로고    scopus 로고
    • The prediction of total anthocyanin concentration in red-grape homogenates using visible-near-infrared spectroscopy and artificial neural networks
    • Janik L. J, Cozzolino D, Dambergs R, Cynkar W, Gishen M. The prediction of total anthocyanin concentration in red-grape homogenates using visible-near-infrared spectroscopy and artificial neural networks. Analytica Chimica Acta 2007 594(1) 107-118
    • (2007) Analytica Chimica Acta , vol.594 , Issue.1 , pp. 107-118
    • Janik, L.J.1    Cozzolino, D.2    Dambergs, R.3    Cynkar, W.4    Gishen, M.5
  • 33
    • 65649134745 scopus 로고    scopus 로고
    • The prediction of soil chemical and physical properties from mid-infrared spectroscopy and combined partial least-squares regression and neural networks (PLS-NN) analysis
    • Janik L. J, Forrester S. T, Rawson A. The prediction of soil chemical and physical properties from mid-infrared spectroscopy and combined partial least-squares regression and neural networks (PLS-NN) analysis. Chemometrics and Intelligent Laboratory Systems 2009 97(2) 179-188
    • (2009) Chemometrics and Intelligent Laboratory Systems , vol.97 , Issue.2 , pp. 179-188
    • Janik, L.J.1    Forrester, S.T.2    Rawson, A.3
  • 34
    • 77953621099 scopus 로고    scopus 로고
    • Using data mining to model and interpret soil diffuse reflectance spectra
    • Rossel R. A. V, Behrens T. Using data mining to model and interpret soil diffuse reflectance spectra. Geoderma 2010 158(1-2) 46-54
    • (2010) Geoderma , vol.158 , Issue.1-2 , pp. 46-54
    • Rossel, R.A.V.1    Behrens, T.2
  • 35
    • 31944445266 scopus 로고    scopus 로고
    • Visible near infrared mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties
    • Viscarra Rossel R. V, Walvoort D. J. J, McBratney A. B, Janik L. J, Skjemstad J. O. Visible near infrared mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 2006a 131(1-2) 59-75
    • (2006) Geoderma , vol.131 , Issue.1-2 , pp. 59-75
    • Viscarra Rossel, R.V.1    Walvoort, D.J.J.2    McBratney, A.B.3    Janik, L.J.4    Skjemstad, J.O.5
  • 36
    • 33845196221 scopus 로고    scopus 로고
    • Determining the composition of mineral-organic mixes using UV-Vis-NIR diffuse reflectance spectroscopy
    • Viscarra Rossel R. V, McGlyn R. N, McBratney A. B. Determining the composition of mineral-organic mixes using UV-Vis-NIR diffuse reflectance spectroscopy. Geoderma 2006b 137(1-2) 70-82
    • (2006) Geoderma , vol.137 , Issue.1-2 , pp. 70-82
    • Viscarra Rossel, R.V.1    McGlyn, R.N.2    McBratney, A.B.3
  • 37
    • 43649089233 scopus 로고    scopus 로고
    • Using a digital camera to measure soil organic carbon and iron contents
    • Viscarra Rossel R. A, Fouad Y, Walter C. Using a digital camera to measure soil organic carbon and iron contents. Biosystems Engineering 2008 100 149-159
    • (2008) Biosystems Engineering , vol.100 , pp. 149-159
    • Viscarra Rossel, R.A.1    Fouad, Y.2    Walter, C.3
  • 38
    • 12344332873 scopus 로고    scopus 로고
    • Towards development of on-line soil moisture content sensor using a fibre-type NIR spectrophotometer
    • Mouazen A. M, De Baerdemaeker J, Ramon H. Towards development of on-line soil moisture content sensor using a fibre-type NIR spectrophotometer. Soil &Tillage Research 2005 80(1-2) 171-183.
    • (2005) Soil &Tillage Research , vol.80 , Issue.1-2 , pp. 171-183
    • Mouazen, A.M.1    De Baerdemaeker, J.2    Ramon, H.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.